From 547e9fff8d0b2d36dea5cee65e0b483f8a987030 Mon Sep 17 00:00:00 2001 From: Vladimir Mandic Date: Tue, 30 Mar 2021 09:03:18 -0400 Subject: [PATCH] added face3d demo --- CHANGELOG.md | 1 + README.md | 13 +- assets/screenshot-face3d.jpg | Bin 0 -> 56173 bytes demo/face3d.js | 194 +- dist/human.esm-nobundle.js | 10 +- dist/human.esm-nobundle.js.map | 4 +- dist/human.esm.js | 98812 +----------------------- dist/human.esm.js.map | 4 +- dist/human.js | 98818 +------------------------ dist/human.js.map | 4 +- dist/human.node-gpu.js | 12 +- dist/human.node-gpu.js.map | 4 +- dist/human.node.js | 25550 +------ dist/human.node.js.map | 4 +- dist/tfjs.esm.js | 75665 +------------------ dist/tfjs.esm.js.map | 2 +- package.json | 2 +- src/image/image.ts | 9 +- typedoc/assets/css/main.css | 2662 - typedoc/assets/images/icons.png | Bin 9615 -> 0 bytes typedoc/assets/images/icons@2x.png | Bin 28144 -> 0 bytes typedoc/assets/images/widgets.png | Bin 480 -> 0 bytes typedoc/assets/images/widgets@2x.png | Bin 855 -> 0 bytes typedoc/assets/js/main.js | 248 - typedoc/assets/js/search.js | 1 - typedoc/classes/human.html | 801 - typedoc/index.html | 218 - typedoc/interfaces/config.html | 616 - typedoc/interfaces/result.html | 325 - wiki | 2 +- 30 files changed, 4761 insertions(+), 299220 deletions(-) create mode 100644 assets/screenshot-face3d.jpg delete mode 100644 typedoc/assets/css/main.css delete mode 100644 typedoc/assets/images/icons.png delete mode 100644 typedoc/assets/images/icons@2x.png delete mode 100644 typedoc/assets/images/widgets.png delete mode 100644 typedoc/assets/images/widgets@2x.png delete mode 100644 typedoc/assets/js/main.js delete mode 100644 typedoc/assets/js/search.js delete mode 100644 typedoc/classes/human.html delete mode 100644 typedoc/index.html delete mode 100644 typedoc/interfaces/config.html delete mode 100644 typedoc/interfaces/result.html diff --git a/CHANGELOG.md b/CHANGELOG.md index aabb0e1a..003ccd77 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -11,6 +11,7 @@ Repository: **** ### **HEAD -> main** 2021/03/29 mandic00@live.com +- enable buffering - new icons - new serve module and demo structure diff --git a/README.md b/README.md index f7770a3f..c63be2a5 100644 --- a/README.md +++ b/README.md @@ -16,8 +16,8 @@ JavaScript module using TensorFlow/JS Machine Learning library - **Browser**: - Compatible with *CPU*, *WebGL*, *WASM* backends Compatible with both desktop and mobile platforms + Compatible with *CPU*, *WebGL*, *WASM* backends Compatible with *WebWorker* execution - **NodeJS**: Compatible with both software *tfjs-node* and @@ -27,9 +27,14 @@ Check out [**Live Demo**](https://vladmandic.github.io/human/demo/index.html) fo
+## Demos + +- [**Demo Application**](https://vladmandic.github.io/human/demo/index.html) +- [**Face Extraction, Description, Identification and Matching**](https://vladmandic.github.io/human/demo/facematch.html) +- [**Face Extraction and 3D Rendering**](https://vladmandic.github.io/human/demo/face3d.html) + ## Project pages -- [**Live Demo**](https://vladmandic.github.io/human/demo/index.html) - [**Code Repository**](https://github.com/vladmandic/human) - [**NPM Package**](https://www.npmjs.com/package/@vladmandic/human) - [**Issues Tracker**](https://github.com/vladmandic/human/issues) @@ -98,6 +103,10 @@ As presented in the demo application... ![Face Matching](assets/screenshot-facematch.jpg) +**Face3D OpenGL Rendering:** + +![Face Matching](assets/screenshot-face3d.jpg) + **468-Point Face Mesh Defails:** ![FaceMesh](assets/facemesh.png) diff --git a/assets/screenshot-face3d.jpg b/assets/screenshot-face3d.jpg new file mode 100644 index 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detector: { rotation: false, maxFaces: 1 }, mesh: { enabled: true }, iris: { enabled: true }, description: { enabled: false }, @@ -24,82 +23,6 @@ const userConfig = { }; const human = new Human(userConfig); -class FaceGeometry extends BufferGeometry { - constructor(inIndices, inUVMap) { - super(); - this.indices = inIndices; - this.texCoords = inUVMap; - this.positions = new Float32Array(468 * 3); - this.uvs = new Float32Array(468 * 2); - this.setAttribute('position', new BufferAttribute(this.positions, 3)); - this.setAttribute('uv', new BufferAttribute(this.uvs, 2)); - this.setUvs(); - this.setIndex(this.indices); - this.computeVertexNormals(); - this.applyMatrix4(new Matrix4().makeScale(10, 10, 10)); - this.p0 = new Vector3(); - this.p1 = new Vector3(); - this.p2 = new Vector3(); - this.triangle = new Triangle(); - } - - setUvs() { - for (let j = 0; j < 468; j++) { - this.uvs[j * 2] = this.texCoords[j][0]; - this.uvs[j * 2 + 1] = 1 - this.texCoords[j][1]; - } - this.getAttribute('uv').needsUpdate = true; - } - - setVideoUvs() { - let ptr = 0; - for (let j = 0; j < 468 * 2; j += 2) { - this.uvs[j] = 1 - (this.positions[ptr] / this.w + 0.5); - this.uvs[j + 1] = this.positions[ptr + 1] / this.h + 0.5; - ptr += 3; - } - this.getAttribute('uv').needsUpdate = true; - } - - setSize(w, h) { - this.w = w; - this.h = h; - } - - update(face) { - let ptr = 0; - for (const p of face.mesh) { - this.positions[ptr] = 1 - p[0] + 0.5 * this.w; - this.positions[ptr + 1] = this.h - p[1] - 0.5 * this.h; - this.positions[ptr + 2] = -p[2]; - ptr += 3; - } - this.setVideoUvs(); - this.attributes.position.needsUpdate = true; - this.computeVertexNormals(); - } - - track(id0, id1, id2) { - const points = this.positions; - this.p0.set(points[id0 * 3], points[id0 * 3 + 1], points[id0 * 3 + 2]); - this.p1.set(points[id1 * 3], points[id1 * 3 + 1], points[id1 * 3 + 2]); - this.p2.set(points[id2 * 3], points[id2 * 3 + 1], points[id2 * 3 + 2]); - this.triangle.set(this.p0, this.p1, this.p2); - const center = new Vector3(); - this.triangle.getMidpoint(center); - const normal = new Vector3(); - this.triangle.getNormal(normal); - const matrix = new Matrix4(); - const x = this.p1.clone().sub(this.p2).normalize(); - const y = this.p1.clone().sub(this.p0).normalize(); - const z = new Vector3().crossVectors(x, y); - const y2 = new Vector3().crossVectors(x, z).normalize(); - const z2 = new Vector3().crossVectors(x, y2).normalize(); - matrix.makeBasis(x, y2, z2); - return { position: center, normal, rotation: matrix }; - } -} - const wireframe = true; // enable wireframe overlay const canvas = document.getElementById('canvas'); @@ -109,12 +32,11 @@ let height = 0; const renderer = new WebGLRenderer({ antialias: true, alpha: true, canvas }); renderer.setClearColor(0x000000); renderer.outputEncoding = sRGBEncoding; -const scene = new Scene(); -const camera = new OrthographicCamera(1, 1, 1, 1, -1000, 1000); +const camera = new OrthographicCamera(); const controls = new OrbitControls(camera, renderer.domElement); // pan&zoom controls controls.enabled = true; const materialWireFrame = new MeshBasicMaterial({ // create wireframe material - color: 0xff00ff, + color: 0xffaaaa, wireframe: true, }); const materialFace = new MeshBasicMaterial({ // create material for mask @@ -122,54 +44,93 @@ const materialFace = new MeshBasicMaterial({ // create material for mask map: null, // will be created when the video is ready. side: DoubleSide, }); -const faceGeometry = new FaceGeometry(human.faceTriangulation, human.faceUVMap); // create a new geometry helper + +class FaceGeometry extends BufferGeometry { + constructor(triangulation) { + super(); + this.positions = new Float32Array(478 * 3); + this.uvs = new Float32Array(478 * 2); + this.setAttribute('position', new BufferAttribute(this.positions, 3)); + this.setAttribute('uv', new BufferAttribute(this.uvs, 2)); + this.setIndex(triangulation); + } + + update(face) { + let ptr = 0; + for (const p of face.mesh) { + this.positions[ptr + 0] = -p[0] + width / 2; + this.positions[ptr + 1] = height - p[1] - height / 2; + this.positions[ptr + 2] = -p[2]; + ptr += 3; + } + ptr = 0; + for (const p of face.meshRaw) { + this.uvs[ptr + 0] = 0 + p[0]; + this.uvs[ptr + 1] = 1 - p[1]; + ptr += 2; + } + materialFace.map.update(); // update textures from video + this.attributes.position.needsUpdate = true; // vertices + this.attributes.uv.needsUpdate = true; // textures + this.computeVertexNormals(); + } +} + +const scene = new Scene(); +const faceGeometry = new FaceGeometry(human.faceTriangulation); // create a new geometry helper const mesh = new Mesh(faceGeometry, materialFace); // create mask mesh scene.add(mesh); function resize(input) { width = input.videoWidth; height = input.videoHeight; - camera.left = -0.5 * width; - camera.right = 0.5 * height; - camera.top = 0.5 * width; - camera.bottom = -0.5 * height; + camera.left = -width / 2; + camera.right = width / 2; + camera.top = height / 2; + camera.bottom = -height / 2; + camera.near = -100; + camera.far = 100; + camera.zoom = 3; camera.updateProjectionMatrix(); - const videoAspectRatio = width / height; - const windowAspectRatio = window.innerWidth / window.innerHeight; - const adjustedWidth = videoAspectRatio > windowAspectRatio ? window.innerWidth : window.innerHeight * videoAspectRatio; - const adjustedHeight = videoAspectRatio > windowAspectRatio ? window.innerWidth / videoAspectRatio : window.innerHeight; - renderer.setSize(adjustedWidth, adjustedHeight); - faceGeometry.setSize(width, height); + renderer.setSize(width, height); } +const isLive = (input) => input.srcObject && (input.srcObject.getVideoTracks()[0].readyState === 'live') && (input.readyState > 2) && (!input.paused); + async function render(input) { - const live = input.srcObject && (input.srcObject.getVideoTracks()[0].readyState === 'live') && (input.readyState > 2) && (!input.paused); - if (!live) return; - if (width !== input.videoWidth || height !== input.videoHeight) resize(input); // resize orthographic camera to video dimensions if necessary - const res = await human.detect(input); - if (res?.face?.length > 0) faceGeometry.update(res.face[0]); - // render the mask - mesh.material = materialFace; - renderer.autoClear = true; - renderer.render(scene, camera); - if (wireframe) { // overlay wireframe - mesh.material = materialWireFrame; - renderer.autoClear = false; - renderer.render(scene, camera); + if (isLive(input)) { + if (width !== input.videoWidth || height !== input.videoHeight) resize(input); // resize orthographic camera to video dimensions if necessary + const res = await human.detect(input); + if (res?.face?.length > 0) { + faceGeometry.update(res.face[0]); + // render the mask + mesh.material = materialFace; + renderer.autoClear = true; + renderer.render(scene, camera); + if (wireframe) { // overlay wireframe + mesh.material = materialWireFrame; + renderer.autoClear = false; + renderer.render(scene, camera); + } + } } requestAnimationFrame(() => render(input)); } // setup webcam async function setupCamera() { - const video = document.getElementById('video'); if (!navigator.mediaDevices) return null; + const video = document.getElementById('video'); + canvas.addEventListener('click', () => { + if (isLive(video)) video.pause(); + else video.play(); + }); const constraints = { audio: false, video: { facingMode: 'user', resizeMode: 'crop-and-scale' }, }; if (window.innerWidth > window.innerHeight) constraints.video.width = { ideal: window.innerWidth }; - else constraints.video.height = { ideal: (window.innerHeight - document.getElementById('menubar').offsetHeight) }; + else constraints.video.height = { ideal: window.innerHeight }; const stream = await navigator.mediaDevices.getUserMedia(constraints); if (stream) video.srcObject = stream; else return null; @@ -177,19 +138,22 @@ async function setupCamera() { video.onloadeddata = async () => { video.width = video.videoWidth; video.height = video.videoHeight; + canvas.width = video.width; + canvas.height = video.height; video.play(); resolve(video); }; }); } -async function init() { - // await av.ready(); +async function main() { const video = await setupCamera(); - const videoTexture = new VideoTexture(video); // load textures from video - videoTexture.encoding = sRGBEncoding; - materialFace.map = videoTexture; - render(video); + if (video) { + const videoTexture = new VideoTexture(video); // now load textures from video + videoTexture.encoding = sRGBEncoding; + materialFace.map = videoTexture; + render(video); + } } -window.onload = init; +window.onload = main; diff --git a/dist/human.esm-nobundle.js b/dist/human.esm-nobundle.js index ece09caa..3464c51d 100644 --- a/dist/human.esm-nobundle.js +++ b/dist/human.esm-nobundle.js @@ -5,14 +5,14 @@ author: ' */ -var i1=Object.defineProperty;var y0=Object.prototype.hasOwnProperty,w0=Object.getOwnPropertyNames,l0=Object.getOwnPropertyDescriptor;var F=(t,e)=>{for(var n in 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Age:"),t.config.async?c=t.config.face.age.enabled?ve(p.image,t.config):{}:(t.state="run:age",n=M(),c=t.config.face.age.enabled?await ve(p.image,t.config):{},t.perf.age=Math.trunc(M()-n)),t.analyze("Start Gender:"),t.config.async?r=t.config.face.gender.enabled?Me(p.image,t.config):{}:(t.state="run:gender",n=M(),r=t.config.face.gender.enabled?await Me(p.image,t.config):{},t.perf.gender=Math.trunc(M()-n)),t.analyze("Start Emotion:"),t.config.async?A=t.config.face.emotion.enabled?Ee(p.image,t.config):{}:(t.state="run:emotion",n=M(),A=t.config.face.emotion.enabled?await Ee(p.image,t.config):{},t.perf.emotion=Math.trunc(M()-n)),t.analyze("End Emotion:"),t.analyze("Start Embedding:"),t.config.async?_=t.config.face.embedding.enabled?lt(p,t.config):[]:(t.state="run:embedding",n=M(),_=t.config.face.embedding.enabled?await lt(p,t.config):[],t.perf.embedding=Math.trunc(M()-n)),t.analyze("End Embedding:"),t.analyze("Start Description:"),t.config.async?s=t.config.face.description.enabled?We(p,t.config):[]:(t.state="run:description",n=M(),s=t.config.face.description.enabled?await We(p.image,t.config):[],t.perf.embedding=Math.trunc(M()-n)),t.analyze("End Description:"),t.config.async&&([c,r,A,_,s]=await Promise.all([c,r,A,_,s])),t.analyze("Finish Face:"),!t.config.face.iris.enabled&&((a=p==null?void 0:p.annotations)==null?void 0:a.leftEyeIris)&&((w=p==null?void 0:p.annotations)==null?void 0:w.rightEyeIris)&&(delete p.annotations.leftEyeIris,delete p.annotations.rightEyeIris);let E=((u=p.annotations)==null?void 0:u.leftEyeIris)&&((b=p.annotations)==null?void 0:b.rightEyeIris)?11.7*Math.max(Math.abs(p.annotations.leftEyeIris[3][0]-p.annotations.leftEyeIris[1][0]),Math.abs(p.annotations.rightEyeIris[4][1]-p.annotations.rightEyeIris[2][1])):0;h.push({...p,age:s.age||c.age,gender:s.gender||r.gender,genderConfidence:s.genderConfidence||r.confidence,embedding:s.descriptor||_,emotion:A,iris:E!==0?Math.trunc(E)/100:0,rotation:v,tensor:t.config.face.detector.return?(x=p.image)==null?void 0:x.squeeze():null}),(m=p.image)==null||m.dispose(),t.analyze("End Face")}return t.analyze("End FaceMesh:"),t.config.async&&(t.perf.face&&delete t.perf.face,t.perf.age&&delete t.perf.age,t.perf.gender&&delete t.perf.gender,t.perf.emotion&&delete t.perf.emotion),h};var Mt={};F(Mt,{MediaPipeFaceMesh:()=>Rt,load:()=>Et,triangulation:()=>Z0});var d1=6;function E0(t){let e={strides:[t/16,t/8],anchors:[2,6]},n=[];for(let c=0;c({startEndTensor:t,startPoint:o.slice(t,[0,0],[-1,2]),endPoint:o.slice(t,[0,2],[-1,2])});function j0(t,e,n){let c=o.slice(t,[0,1],[-1,2]),r=o.add(c,e),A=o.slice(t,[0,3],[-1,2]),_=o.div(A,n),s=o.div(r,n),h=o.div(_,2),i=o.sub(s,h),y=o.add(s,h),a=o.mul(i,n),w=o.mul(y,n);return o.concat2d([a,w],1)}var f1=class{constructor(e,n){this.model=e,this.anchorsData=E0(e.inputs[0].shape[1]),this.anchors=o.tensor2d(this.anchorsData),this.inputSize=e.inputs[0].shape[2],this.config=n}async getBoundingBoxes(e){if(!e||e.isDisposedInternal||e.shape.length!==4||e.shape[1]<1||e.shape[2]<1)return null;let[n,c,r]=o.tidy(()=>{let w=e.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),u=this.model.predict(w),b;if(Array.isArray(u)){let v=u.sort((d,T)=>d.size-T.size),E=o.concat([v[0],v[2]],2),j=o.concat([v[1],v[3]],2);b=o.concat([j,E],1).squeeze(0)}else b=u.squeeze();let x=j0(b,this.anchors,[this.inputSize,this.inputSize]),m=o.slice(b,[0,0],[-1,1]),p=o.sigmoid(m).squeeze();return[b,x,p]}),A=await o.image.nonMaxSuppressionAsync(c,r,this.config.face.detector.maxFaces,this.config.face.detector.iouThreshold,this.config.face.detector.scoreThreshold),_=A.arraySync();A.dispose();let h=_.map(a=>o.slice(c,[a,0],[1,-1])).map(a=>{let w=a.arraySync();return a.dispose(),w}),i=r.dataSync(),y=[];for(let a=0;athis.config.face.detector.minConfidence){let b=S0(h[a]),x=this.anchorsData[w],m=o.tidy(()=>o.slice(n,[w,d1-1],[1,-1]).squeeze().reshape([d1,-1]));y.push({box:b,landmarks:m,anchor:x,confidence:u})}}return n.dispose(),c.dispose(),r.dispose(),{boxes:y,scaleFactor:[e.shape[2]/this.inputSize,e.shape[1]/this.inputSize]}}};async function m1(t){let e=await o.loadGraphModel(t.face.detector.modelPath,{fromTFHub:t.face.detector.modelPath.includes("tfhub.dev")}),n=new f1(e,t);return t.debug&&P(`load model: ${t.face.detector.modelPath.match(/\/(.*)\./)[1]}`),n}function p1(t,e){let n=[t.startPoint[0]*e[0],t.startPoint[1]*e[1]],c=[t.endPoint[0]*e[0],t.endPoint[1]*e[1]];return{startPoint:n,endPoint:c}}function we(t){return[Math.abs(t.endPoint[0]-t.startPoint[0]),Math.abs(t.endPoint[1]-t.startPoint[1])]}function _e(t){return[t.startPoint[0]+(t.endPoint[0]-t.startPoint[0])/2,t.startPoint[1]+(t.endPoint[1]-t.startPoint[1])/2]}function oe(t,e,n){let c=e.shape[1],r=e.shape[2],A=[[t.startPoint[1]/c,t.startPoint[0]/r,t.endPoint[1]/c,t.endPoint[0]/r]];return o.image.cropAndResize(e,A,[0],n)}function ke(t,e=1.5){let n=_e(t),c=we(t),r=[e*c[0]/2,e*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,landmarks:t.landmarks}}function Ne(t){let e=_e(t),n=we(t),r=Math.max(...n)/2,A=[e[0]-r,e[1]-r],_=[e[0]+r,e[1]+r];return{startPoint:A,endPoint:_,landmarks:t.landmarks}}var Oe=[[1,0,0],[0,1,0],[0,0,1]];function W0(t){return t-2*Math.PI*Math.floor((t+Math.PI)/(2*Math.PI))}function bt(t,e){let n=Math.PI/2-Math.atan2(-(e[1]-t[1]),e[0]-t[0]);return W0(n)}function u1(t,e){return[[1,0,t],[0,1,e],[0,0,1]]}function D(t,e){let n=0;for(let c=0;cTt[t]),hr=O0.map(t=>Tt[t]),ir=I0.map(t=>Tt[t]);var Pt=Y.leftEyeLower0,vt=Y.rightEyeLower0,se={leftBounds:[Pt[0],Pt[Pt.length-1]],rightBounds:[vt[0],vt[vt.length-1]]},Ze={count:468,mouth:13,symmetryLine:[13,Y.midwayBetweenEyes[0]]},P1={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},he={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function Le(t,e,n,c){for(let r=0;r[A[0]/this.meshSize*(a[0]-this.meshSize/2),A[1]/this.meshSize*(a[1]-this.meshSize/2),a[2]]),s=c!==0?Ie(c,[0,0]):Oe,h=c!==0?_.map(a=>[...T1(a,s),a[2]]):_,i=c!==0?g1(r):Oe,y=[..._e({startPoint:n.startPoint,endPoint:n.endPoint}),1];return h.map(a=>[a[0]+D(y,i[0]),a[1]+D(y,i[1]),a[2]])}getLeftToRightEyeDepthDifference(e){let n=e[se.leftBounds[0]][2],c=e[se.rightBounds[0]][2];return n-c}getEyeBox(e,n,c,r,A=!1){let _=Ne(ke(this.calculateLandmarksBoundingBox([e[c],e[r]]),this.irisEnlarge)),s=we(_),h=o.image.cropAndResize(n,[[_.startPoint[1]/this.meshSize,_.startPoint[0]/this.meshSize,_.endPoint[1]/this.meshSize,_.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return A&&o.ENV.flags.IS_BROWSER&&(h=o.image.flipLeftRight(h)),{box:_,boxSize:s,crop:h}}getEyeCoords(e,n,c,r=!1){let A=[];for(let _=0;_{let i=_;return h===2?i=r:h===4&&(i=A),[s[0],s[1],i]})}async predict(e,n){let c=!1,r;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(r=await this.boundingBoxDetector.getBoundingBoxes(e),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||r&&r.boxes&&(!n.face.mesh.enabled||r.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let _ of r.boxes)this.storedBoxes.push({startPoint:_.box.startPoint.dataSync(),endPoint:_.box.endPoint.dataSync(),landmarks:_.landmarks,confidence:_.confidence});this.storedBoxes.length>0&&(c=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),c){if(!r||!r.boxes||r.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let _=0;_{_.box.startPoint.dispose(),_.box.endPoint.dispose(),_.landmarks.dispose()});let A=o.tidy(()=>this.storedBoxes.map((_,s)=>{let h=_.confidence,i,y=0,a;if(n.face.detector.rotation&&n.face.mesh.enabled&&o.ENV.flags.IS_BROWSER){let[g,d]=_.landmarks.length>=Ze.count?Ze.symmetryLine:P1.symmetryLine;y=bt(_.landmarks[g],_.landmarks[d]);let T=_e({startPoint:_.startPoint,endPoint:_.endPoint}),z=[T[0]/e.shape[2],T[1]/e.shape[1]],R=o.image.rotateWithOffset(e,y,0,z);a=Ie(-y,T),n.face.mesh.enabled?i=oe({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255):i=oe({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.boxSize,this.boxSize]).div(255)}else{a=Oe;let g=e.clone();n.face.mesh.enabled?i=oe({startPoint:_.startPoint,endPoint:_.endPoint},g,[this.meshSize,this.meshSize]).div(255):i=oe({startPoint:_.startPoint,endPoint:_.endPoint},g,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:_,faceConfidence:null,boxConfidence:h,confidence:_.confidence,image:i};let[,w,u]=this.meshDetector.predict(i),b=w.dataSync()[0];if(b=Ze.count?Ze.symmetryLine:P1.symmetryLine;y=bt(_.landmarks[g],_.landmarks[d]);let T=_e({startPoint:_.startPoint,endPoint:_.endPoint}),z=[T[0]/e.shape[2],T[1]/e.shape[1]],R=o.image.rotateWithOffset(e,y,0,z);a=Ie(-y,T),i=oe({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255)}let E={coords:v,box:_,faceConfidence:b,boxConfidence:h,image:i,rawCoords:m},j=Ne(_);return this.storedBoxes[s]={...j,landmarks:p,confidence:_.confidence,faceConfidence:b},E}));return A=A.filter(_=>_!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(_=>_.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=A.length,A}calculateLandmarksBoundingBox(e){let n=e.map(_=>_[0]),c=e.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A,landmarks:e}}};var Rt=class{constructor(e,n,c,r){this.facePipeline=new zt(e,n,c),this.config=r}async estimateFaces(e,n){let c=await this.facePipeline.predict(e,n),r=[];for(let A of c||[]){if(A.isDisposedInternal)continue;let _=A.coords?A.coords.arraySync():[],s=_.map(a=>[a[0]/e.shape[2],a[1]/e.shape[1],a[2]/this.facePipeline.meshSize]),h={};if(_&&_.length>0)for(let a of Object.keys(Y))h[a]=Y[a].map(w=>_[w]);let i=A.box?[Math.max(0,A.box.startPoint[0]),Math.max(0,A.box.startPoint[1]),Math.min(e.shape[2],A.box.endPoint[0])-Math.max(0,A.box.startPoint[0]),Math.min(e.shape[1],A.box.endPoint[1])-Math.max(0,A.box.startPoint[1])]:0,y=A.box?[A.box.startPoint[0]/e.shape[2],A.box.startPoint[1]/e.shape[1],(A.box.endPoint[0]-A.box.startPoint[0])/e.shape[2],(A.box.endPoint[1]-A.box.startPoint[1])/e.shape[1]]:[];r.push({confidence:A.faceConfidence||A.boxConfidence||0,boxConfidence:A.boxConfidence,faceConfidence:A.faceConfidence,box:i,boxRaw:y,mesh:_,meshRaw:s,annotations:h,image:A.image?A.image.clone():null}),A.coords&&A.coords.dispose(),A.image&&A.image.dispose()}return r}},re=[null,null,null];async function Et(t){re=await Promise.all([!re[0]&&t.face.enabled?m1(t):null,!re[1]&&t.face.mesh.enabled?o.loadGraphModel(t.face.mesh.modelPath,{fromTFHub:t.face.mesh.modelPath.includes("tfhub.dev")}):null,!re[2]&&t.face.iris.enabled?o.loadGraphModel(t.face.iris.modelPath,{fromTFHub:t.face.iris.modelPath.includes("tfhub.dev")}):null]);let e=new Rt(re[0],re[1],re[2],t);return t.face.mesh.enabled&&t.debug&&P(`load model: ${t.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),t.face.iris.enabled&&t.debug&&P(`load model: ${t.face.iris.modelPath.match(/\/(.*)\./)[1]}`),e}var Z0=ne;var Vt={};F(Vt,{PoseNet:()=>Ht,load:()=>Xt});function L0(t){let[e,n,c,r]=t;return{offsets:e,heatmap:n,displacementFwd:c,displacementBwd:r}}var St=class{constructor(e){this.model=e}predict(e){return o.tidy(()=>{let c=e.toFloat().div(127.5).sub(1).expandDims(0),A=this.model.predict(c).map(s=>s.squeeze([0])),_=L0(A);return{heatmapScores:_.heatmap.sigmoid(),offsets:_.offsets,displacementFwd:_.displacementFwd,displacementBwd:_.displacementBwd}})}dispose(){this.model.dispose()}};function jt(t){return Math.floor(t/2)}var Wt=class{constructor(e,n){this.priorityQueue=new Array(e),this.numberOfElements=-1,this.getElementValue=n}enqueue(e){this.priorityQueue[++this.numberOfElements]=e,this.swim(this.numberOfElements)}dequeue(){let e=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,e}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(e){for(;e>0&&this.less(jt(e),e);)this.exchange(e,jt(e)),e=jt(e)}sink(e){for(;2*e<=this.numberOfElements;){let n=2*e;if(ne){h=!1;break}if(!h)break}return h}function v1(t,e,n){let[c,r,A]=n.shape,_=new Wt(c*r*A,({score:s})=>s);for(let s=0;s(t[e]=n,t),{}),H0=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],Mr=H0.map(([t,e])=>[le[t],le[e]]),z1=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function kt(t,e,n,c){return{y:c.get(t,e,n),x:c.get(t,e,n+ae)}}function 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this.storedBoxes=this.storedBoxes.filter(_=>_!==null),this.detectedHands=A.length,A}calculateLandmarksBoundingBox(e){let n=e.map(_=>_[0]),c=e.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A}}};var U1=[{w:1,h:1,x_center:.015625,y_center:.015625},{w:1,h:1,x_center:.015625,y_center:.015625},{w:1,h:1,x_center:.046875,y_center:.015625},{w:1,h:1,x_center:.046875,y_center:.015625},{w:1,h:1,x_center:.078125,y_center:.015625},{w:1,h:1,x_center:.078125,y_center:.015625},{w:1,h:1,x_center:.109375,y_center:.015625},{w:1,h:1,x_center:.109375,y_center:.015625},{w:1,h:1,x_center:.140625,y_center:.015625},{w:1,h:1,x_center:.140625,y_center:.015625},{w:1,h:1,x_center:.171875,y_center:.015625},{w:1,h:1,x_center:.171875,y_center:.015625},{w:1,h:1,x_center:.203125,y_center:.015625},{w:1,h:1,x_center:.203125,y_center:.015625},{w:1,h:1,x_center:.234375,y_center:.015625},{w:1,h:1,x_center:.234375,y_center:.015625},{w:1,h:1,x_center:.265625,y_center:.015625},{w:1,h:1,x_center:.265625,y_center:.015625},{w:1,h:1,x_center:.296875,y_center:.015625},{w:1,h:1,x_center:.296875,y_center:.015625},{w:1,h:1,x_center:.328125,y_center:.015625},{w:1,h:1,x_center:.328125,y_center:.015625},{w:1,h:1,x_center:.359375,y_center:.015625},{w:1,h:1,x_center:.359375,y_center:.015625},{w:1,h:1,x_center:.390625,y_center:.015625},{w:1,h:1,x_center:.390625,y_center:.015625},{w:1,h:1,x_center:.421875,y_center:.015625},{w:1,h:1,x_center:.421875,y_center:.015625},{w:1,h:1,x_center:.453125,y_center:.015625},{w:1,h:1,x_center:.453125,y_center:.015625},{w:1,h:1,x_center:.484375,y_center:.015625},{w:1,h:1,x_center:.484375,y_center:.015625},{w:1,h:1,x_center:.515625,y_center:.015625},{w:1,h:1,x_center:.515625,y_center:.015625},{w:1,h:1,x_center:.546875,y_center:.015625},{w:1,h:1,x_center:.546875,y_center:.015625},{w:1,h:1,x_center:.578125,y_center:.015625},{w:1,h:1,x_center:.578125,y_center:.015625},{w:1,h:1,x_center:.609375,y_center:.015625},{w:1,h:1,x_center:.609375,y_center:.015625},{w:1,h:1,x_center:.640625,y_center:.015625},{w:1,h:1,x_center:.640625,y_center:.015625},{w:1,h:1,x_center:.671875,y_center:.015625},{w:1,h:1,x_center:.671875,y_center:.015625},{w:1,h:1,x_center:.703125,y_center:.015625},{w:1,h:1,x_center:.703125,y_center:.015625},{w:1,h:1,x_center:.734375,y_center:.015625},{w:1,h:1,x_center:.734375,y_center:.015625},{w:1,h:1,x_center:.765625,y_center:.015625},{w:1,h:1,x_center:.765625,y_center:.015625},{w:1,h:1,x_center:.796875,y_center:.015625},{w:1,h:1,x_center:.796875,y_center:.015625},{w:1,h:1,x_center:.828125,y_center:.015625},{w:1,h:1,x_center:.828125,y_center:.015625},{w:1,h:1,x_center:.859375,y_center:.015625},{w:1,h:1,x_center:.859375,y_center:.015625},{w:1,h:1,x_center:.890625,y_center:.015625},{w:1,h:1,x_center:.890625,y_center:.015625},{w:1,h:1,x_center:.921875,y_center:.015625},{w:1,h:1,x_center:.921875,y_center:.015625},{w:1,h:1,x_center:.953125,y_center:.015625},{w:1,h:1,x_center:.953125,y_center:.015625},{w:1,h:1,x_center:.984375,y_center:.015625},{w:1,h:1,x_center:.984375,y_center:.015625},{w:1,h:1,x_center:.015625,y_center:.046875},{w:1,h:1,x_center:.015625,y_center:.046875},{w:1,h:1,x_center:.046875,y_center:.046875},{w:1,h:1,x_center:.046875,y_center:.046875},{w:1,h:1,x_center:.078125,y_center:.046875},{w:1,h:1,x_center:.078125,y_center:.046875},{w:1,h:1,x_center:.109375,y_center:.046875},{w:1,h:1,x_center:.109375,y_center:.046875},{w:1,h:1,x_center:.140625,y_center:.046875},{w:1,h:1,x_center:.140625,y_center:.046875},{w:1,h:1,x_center:.171875,y_center:.046875},{w:1,h:1,x_center:.171875,y_center:.046875},{w:1,h:1,x_center:.203125,y_center:.046875},{w:1,h:1,x_center:.203125,y_center:.046875},{w:1,h:1,x_center:.234375,y_center:.046875},{w:1,h:1,x_center:.234375,y_center:.046875},{w:1,h:1,x_center:.265625,y_center:.046875},{w:1,h:1,x_center:.265625,y_center:.046875},{w:1,h:1,x_center:.296875,y_center:.046875},{w:1,h:1,x_center:.296875,y_center:.046875},{w:1,h:1,x_center:.328125,y_center:.046875},{w:1,h:1,x_center:.328125,y_center:.046875},{w:1,h:1,x_center:.359375,y_center:.046875},{w:1,h:1,x_center:.359375,y_center:.046875},{w:1,h:1,x_center:.390625,y_center:.046875},{w:1,h:1,x_center:.390625,y_center:.046875},{w:1,h:1,x_center:.421875,y_center:.046875},{w:1,h:1,x_center:.421875,y_center:.046875},{w:1,h:1,x_center:.453125,y_center:.046875},{w:1,h:1,x_center:.453125,y_center:.046875},{w:1,h:1,x_center:.484375,y_center:.046875},{w:1,h:1,x_center:.484375,y_center:.046875},{w:1,h:1,x_center:.515625,y_center:.046875},{w:1,h:1,x_center:.515625,y_center:.046875},{w:1,h:1,x_center:.546875,y_center:.046875},{w:1,h:1,x_center:.546875,y_center:.046875},{w:1,h:1,x_center:.578125,y_center:.046875},{w:1,h:1,x_center:.578125,y_center:.046875},{w:1,h:1,x_center:.609375,y_center:.046875},{w:1,h:1,x_center:.609375,y_center:.046875},{w:1,h:1,x_center:.640625,y_center:.046875},{w:1,h:1,x_center:.640625,y_center:.046875},{w:1,h:1,x_center:.671875,y_center:.046875},{w:1,h:1,x_center:.671875,y_center:.046875},{w:1,h:1,x_center:.703125,y_center:.046875},{w:1,h:1,x_center:.703125,y_center:.046875},{w:1,h:1,x_center:.734375,y_center:.046875},{w:1,h:1,x_center:.734375,y_center:.046875},{w:1,h:1,x_center:.765625,y_center:.046875},{w:1,h:1,x_center:.76562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D1=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],G1=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var H;async function Gt(t){return H||(H=await o.loadGraphModel(t.body.modelPath),H.width=parseInt(H.signature.inputs["input_1:0"].tensorShape.dim[2].size),H.height=parseInt(H.signature.inputs["input_1:0"].tensorShape.dim[1].size),t.debug&&P(`load model: ${t.body.modelPath.match(/\/(.*)\./)[1]}`)),H}async function Qt(t,e){if(!H||!e.body.enabled)return null;let n={width:t.shape[2],height:t.shape[1]},c=o.image.resizeBilinear(t,[H.width,H.height],!1),r=o.div(c,[255]);c.dispose();let A;if(e.profile){let i=await o.profile(()=>H.predict(r));A=i.result.find(y=>y.size===195||y.size===155).dataSync(),i.result.forEach(y=>y.dispose()),I("blazepose",i)}else{let i=await H.predict(r);A=i.find(y=>y.size===195||y.size===155).dataSync(),i.forEach(y=>y.dispose())}r.dispose();let _=[],s=A.length===195?D1:G1,h=5;for(let i=0;i{let r=(s,h)=>o.sub(s,o.mul(o.div(s,o.scalar(h,"int32")),o.scalar(h,"int32"))),A=o.reshape(t,[c*n]),_=o.max(A,0).dataSync()[0];if(_>e){let 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h=Math.trunc(200*Math.abs(s[0]-.5))/100;h>e.face.gender.minConfidence&&(o.gender=s[0]<=.5?"female":"male",o.confidence=Math.min(.99,h))}_.dispose()}ot=o,n(o)})):null}var at={};F(at,{load:()=>wt,predict:()=>Se});var R0=["angry","disgust","fear","happy","sad","surprise","neutral"],U,xt=[],Ee=Number.MAX_SAFE_INTEGER,yt=[.2989,.587,.114];async function wt(t){return U||(U=await A.loadGraphModel(t.face.emotion.modelPath),t.debug&&P(`load model: ${t.face.emotion.modelPath.match(/\/(.*)\./)[1]}`)),U}async function Se(t,e){return U?Ee0?(Ee++,xt):(e.videoOptimized?Ee=0:Ee=Number.MAX_SAFE_INTEGER,new Promise(async n=>{let c=A.image.resizeBilinear(t,[U.inputs[0].shape[2],U.inputs[0].shape[1]],!1),[r,_,o]=A.split(c,3,3);c.dispose();let s=A.mul(r,yt[0]),h=A.mul(_,yt[1]),i=A.mul(o,yt[2]);r.dispose(),_.dispose(),o.dispose();let y=A.addN([s,h,i]);s.dispose(),h.dispose(),i.dispose();let a=A.tidy(()=>y.sub(.5).mul(2));y.dispose();let w=[];if(e.face.emotion.enabled){let u;if(e.profile){let b=await A.profile(()=>U.predict(a));u=b.result.dataSync(),b.result.dispose(),I("emotion",b)}else{let b=await U.predict(a);u=b.dataSync(),A.dispose(b)}for(let b=0;be.face.emotion.minConfidence&&w.push({score:Math.min(.99,Math.trunc(100*u[b])/100),emotion:R0[b]});w.sort((b,x)=>x.score-b.score)}a.dispose(),xt=w,n(w)})):null}var C;async function lt(t){return C||(C=await A.loadGraphModel(t.face.embedding.modelPath),t.debug&&P(`load model: ${t.face.embedding.modelPath.match(/\/(.*)\./)[1]}`)),C}function w1(t,e,n=2){if(!t||!e||(t==null?void 0:t.length)===0||(e==null?void 0:e.length)===0||(t==null?void 0:t.length)!==(e==null?void 0:e.length))return 0;let c=t.map((_,o)=>Math.abs(t[o]-e[o])**n).reduce((_,o)=>_+o,0)**(1/n);return Math.max(Math.trunc(1e3*(1-c))/1e3,0)}function E0(t){return A.tidy(()=>{let n=[[.05,.15,.85,.85]],c=t.image||t.tensor;if(!(c instanceof A.Tensor))return null;let r=c.shape.length===3?A.image.cropAndResize(A.expandDims(c,0),n,[0],[C.inputs[0].shape[2],C.inputs[0].shape[1]]):A.image.cropAndResize(c,n,[0],[C.inputs[0].shape[2],C.inputs[0].shape[1]]),_=[.2989,.587,.114],[o,s,h]=A.split(r,3,3),i=A.mul(o,_[0]),y=A.mul(s,_[1]),a=A.mul(h,_[2]),w=A.addN([i,y,a]),u=A.stack([w,w,w],3).squeeze(4),b=u.sub(u.min());return b.div(b.max())})}async function dt(t,e){return C?new Promise(async n=>{let c=[];if(e.face.embedding.enabled){let r=E0(t);if(!e.profile)c=A.tidy(()=>[...C.predict(r).reshape([128,2]).logSumExp(1).dataSync()]);else{let _=await A.profile(()=>C.predict({img_inputs:r}));c=[..._.result.dataSync()],_.result.dispose(),I("emotion",_)}A.dispose(r)}n(c)}):[]}var ft={};F(ft,{enhance:()=>ut,load:()=>mt,match:()=>l1,predict:()=>ke,similarity:()=>pt});var B,je={age:0},We=Number.MAX_SAFE_INTEGER;async function mt(t){return B||(B=await A.loadGraphModel(t.face.description.modelPath),t.debug&&P(`load model: 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Promise(async n=>{let c=ut(t),r,_={age:0,gender:"unknown",genderConfidence:0,descriptor:[]};if(!e.profile)e.face.description.enabled&&(r=await B.predict(c));else{let o=e.face.description.enabled?await A.profile(()=>B.predict(c)):{};r=o.result,I("faceres",o)}A.dispose(c),r&&(A.tidy(()=>{let o=r.find(a=>a.shape[1]===1).dataSync(),s=Math.trunc(200*Math.abs(o[0]-.5))/100;s>e.face.gender.minConfidence&&(_.gender=o[0]<=.5?"female":"male",_.genderConfidence=Math.min(.99,s));let h=r.find(a=>a.shape[1]===100).argMax(1).dataSync()[0],i=r.find(a=>a.shape[1]===100).dataSync();_.age=Math.round(i[h-1]>i[h+1]?10*h-100*i[h-1]:10*h+100*i[h+1])/10;let y=r.find(a=>a.shape[1]===1024);_.descriptor=[...y.dataSync()]}),r.forEach(o=>A.dispose(o))),je=_,n(_)})):null}var S0=(t,e)=>{let n=m=>m*180/Math.PI,c=m=>{let p=Math.sqrt(m[0]*m[0]+m[1]*m[1]+m[2]*m[2]);return m[0]/=p,m[1]/=p,m[2]/=p,m},r=(m,p)=>{let v=m[0]-p[0],E=m[1]-p[1],j=m[2]-p[2];return[v,E,j]},_=(m,p)=>{let v=m[1]*p[2]-m[2]*p[1],E=m[2]*p[0]-m[0]*p[2],j=m[0]*p[1]-m[1]*p[0];return[v,E,j]},o=m=>{let[p,v,E,j,g,d,T,z,R]=m,N,$,Z;return j<1?j>-1?(Z=Math.asin(j),$=Math.atan2(-T,p),N=Math.atan2(-d,g)):(Z=-Math.PI/2,$=-Math.atan2(z,R),N=0):(Z=Math.PI/2,$=Math.atan2(z,R),N=0),{pitch:2*-N,yaw:2*-$,roll:2*-Z}},s=m=>{let p=(E,j,g,d)=>Math.atan2(d-j,g-E);return{pitch:p(m[10][1],m[10][2],m[152][1],m[152][2]),yaw:p(m[33][0],m[33][2],m[263][0],m[263][2]),roll:p(m[33][0],m[33][1],m[263][0],m[263][1])}},h=t.meshRaw;if(!h||h.length<300)return{angle:{pitch:0,yaw:0,roll:0},matrix:[1,0,0,0,1,0,0,0,1]};let i=Math.max(t.boxRaw[2]*e[0],t.boxRaw[3]*e[1])/1.5,y=[h[10],h[152],h[234],h[454]].map(m=>[m[0]*e[0]/i,m[1]*e[1]/i,m[2]]),a=c(r(y[1],y[0])),w=c(r(y[3],y[2])),u=c(_(w,a));w=_(a,u);let b=[w[0],w[1],w[2],a[0],a[1],a[2],u[0],u[1],u[2]];return{angle:o(b),matrix:b}},bt=async(t,e)=>{var y,a,w,u,b,x,m;let n,c,r,_,o,s,h=[];t.state="run:face",n=M();let i=await((y=t.models.face)==null?void 0:y.estimateFaces(e,t.config));if(t.perf.face=Math.trunc(M()-n),!i)return[];for(let p of i){if(t.analyze("Get Face"),!p.image||p.image.isDisposedInternal){P("Face object is disposed:",p.image);continue}let v=S0(p,[e.shape[2],e.shape[1]]);t.analyze("Start Age:"),t.config.async?c=t.config.face.age.enabled?ze(p.image,t.config):{}:(t.state="run:age",n=M(),c=t.config.face.age.enabled?await ze(p.image,t.config):{},t.perf.age=Math.trunc(M()-n)),t.analyze("Start Gender:"),t.config.async?r=t.config.face.gender.enabled?Re(p.image,t.config):{}:(t.state="run:gender",n=M(),r=t.config.face.gender.enabled?await Re(p.image,t.config):{},t.perf.gender=Math.trunc(M()-n)),t.analyze("Start Emotion:"),t.config.async?_=t.config.face.emotion.enabled?Se(p.image,t.config):{}:(t.state="run:emotion",n=M(),_=t.config.face.emotion.enabled?await Se(p.image,t.config):{},t.perf.emotion=Math.trunc(M()-n)),t.analyze("End Emotion:"),t.analyze("Start Embedding:"),t.config.async?o=t.config.face.embedding.enabled?dt(p,t.config):[]:(t.state="run:embedding",n=M(),o=t.config.face.embedding.enabled?await dt(p,t.config):[],t.perf.embedding=Math.trunc(M()-n)),t.analyze("End Embedding:"),t.analyze("Start Description:"),t.config.async?s=t.config.face.description.enabled?ke(p,t.config):[]:(t.state="run:description",n=M(),s=t.config.face.description.enabled?await ke(p.image,t.config):[],t.perf.embedding=Math.trunc(M()-n)),t.analyze("End Description:"),t.config.async&&([c,r,_,o,s]=await Promise.all([c,r,_,o,s])),t.analyze("Finish Face:"),!t.config.face.iris.enabled&&((a=p==null?void 0:p.annotations)==null?void 0:a.leftEyeIris)&&((w=p==null?void 0:p.annotations)==null?void 0:w.rightEyeIris)&&(delete p.annotations.leftEyeIris,delete p.annotations.rightEyeIris);let E=((u=p.annotations)==null?void 0:u.leftEyeIris)&&((b=p.annotations)==null?void 0:b.rightEyeIris)?11.7*Math.max(Math.abs(p.annotations.leftEyeIris[3][0]-p.annotations.leftEyeIris[1][0]),Math.abs(p.annotations.rightEyeIris[4][1]-p.annotations.rightEyeIris[2][1])):0;h.push({...p,age:s.age||c.age,gender:s.gender||r.gender,genderConfidence:s.genderConfidence||r.confidence,embedding:s.descriptor||o,emotion:_,iris:E!==0?Math.trunc(E)/100:0,rotation:v,tensor:t.config.face.detector.return?(x=p.image)==null?void 0:x.squeeze():null}),(m=p.image)==null||m.dispose(),t.analyze("End Face")}return t.analyze("End FaceMesh:"),t.config.async&&(t.perf.face&&delete t.perf.face,t.perf.age&&delete t.perf.age,t.perf.gender&&delete t.perf.gender,t.perf.emotion&&delete t.perf.emotion),h};var Mt={};F(Mt,{MediaPipeFaceMesh:()=>Rt,load:()=>Et,triangulation:()=>v1,uvmap:()=>z1});var d1=6;function j0(t){let e={strides:[t/16,t/8],anchors:[2,6]},n=[];for(let c=0;c({startEndTensor:t,startPoint:A.slice(t,[0,0],[-1,2]),endPoint:A.slice(t,[0,2],[-1,2])});function k0(t,e,n){let c=A.slice(t,[0,1],[-1,2]),r=A.add(c,e),_=A.slice(t,[0,3],[-1,2]),o=A.div(_,n),s=A.div(r,n),h=A.div(o,2),i=A.sub(s,h),y=A.add(s,h),a=A.mul(i,n),w=A.mul(y,n);return A.concat2d([a,w],1)}var f1=class{constructor(e,n){this.model=e,this.anchorsData=j0(e.inputs[0].shape[1]),this.anchors=A.tensor2d(this.anchorsData),this.inputSize=e.inputs[0].shape[2],this.config=n}async getBoundingBoxes(e){if(!e||e.isDisposedInternal||e.shape.length!==4||e.shape[1]<1||e.shape[2]<1)return null;let[n,c,r]=A.tidy(()=>{let w=e.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),u=this.model.predict(w),b;if(Array.isArray(u)){let v=u.sort((d,T)=>d.size-T.size),E=A.concat([v[0],v[2]],2),j=A.concat([v[1],v[3]],2);b=A.concat([j,E],1).squeeze(0)}else b=u.squeeze();let x=k0(b,this.anchors,[this.inputSize,this.inputSize]),m=A.slice(b,[0,0],[-1,1]),p=A.sigmoid(m).squeeze();return[b,x,p]}),_=await A.image.nonMaxSuppressionAsync(c,r,this.config.face.detector.maxFaces,this.config.face.detector.iouThreshold,this.config.face.detector.scoreThreshold),o=_.arraySync();_.dispose();let h=o.map(a=>A.slice(c,[a,0],[1,-1])).map(a=>{let w=a.arraySync();return a.dispose(),w}),i=r.dataSync(),y=[];for(let a=0;athis.config.face.detector.minConfidence){let b=W0(h[a]),x=this.anchorsData[w],m=A.tidy(()=>A.slice(n,[w,d1-1],[1,-1]).squeeze().reshape([d1,-1]));y.push({box:b,landmarks:m,anchor:x,confidence:u})}}return n.dispose(),c.dispose(),r.dispose(),{boxes:y,scaleFactor:[e.shape[2]/this.inputSize,e.shape[1]/this.inputSize]}}};async function m1(t){let e=await A.loadGraphModel(t.face.detector.modelPath,{fromTFHub:t.face.detector.modelPath.includes("tfhub.dev")}),n=new f1(e,t);return t.debug&&P(`load model: ${t.face.detector.modelPath.match(/\/(.*)\./)[1]}`),n}function p1(t,e){let n=[t.startPoint[0]*e[0],t.startPoint[1]*e[1]],c=[t.endPoint[0]*e[0],t.endPoint[1]*e[1]];return{startPoint:n,endPoint:c}}function we(t){return[Math.abs(t.endPoint[0]-t.startPoint[0]),Math.abs(t.endPoint[1]-t.startPoint[1])]}function _e(t){return[t.startPoint[0]+(t.endPoint[0]-t.startPoint[0])/2,t.startPoint[1]+(t.endPoint[1]-t.startPoint[1])/2]}function oe(t,e,n){let c=e.shape[1],r=e.shape[2],_=[[t.startPoint[1]/c,t.startPoint[0]/r,t.endPoint[1]/c,t.endPoint[0]/r]];return A.image.cropAndResize(e,_,[0],n)}function Ne(t,e=1.5){let n=_e(t),c=we(t),r=[e*c[0]/2,e*c[1]/2],_=[n[0]-r[0],n[1]-r[1]],o=[n[0]+r[0],n[1]+r[1]];return{startPoint:_,endPoint:o,landmarks:t.landmarks}}function Oe(t){let e=_e(t),n=we(t),r=Math.max(...n)/2,_=[e[0]-r,e[1]-r],o=[e[0]+r,e[1]+r];return{startPoint:_,endPoint:o,landmarks:t.landmarks}}var Ie=[[1,0,0],[0,1,0],[0,0,1]];function N0(t){return t-2*Math.PI*Math.floor((t+Math.PI)/(2*Math.PI))}function gt(t,e){let n=Math.PI/2-Math.atan2(-(e[1]-t[1]),e[0]-t[0]);return N0(n)}function u1(t,e){return[[1,0,t],[0,1,e],[0,0,1]]}function D(t,e){let n=0;for(let c=0;cle[t]),ir=Z0.map(t=>le[t]),ar=V0.map(t=>le[t]);var Pt=Y.leftEyeLower0,vt=Y.rightEyeLower0,se={leftBounds:[Pt[0],Pt[Pt.length-1]],rightBounds:[vt[0],vt[vt.length-1]]},Ve={count:468,mouth:13,symmetryLine:[13,Y.midwayBetweenEyes[0]]},P1={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},he={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function Le(t,e,n,c){for(let r=0;r[_[0]/this.meshSize*(a[0]-this.meshSize/2),_[1]/this.meshSize*(a[1]-this.meshSize/2),a[2]]),s=c!==0?Ze(c,[0,0]):Ie,h=c!==0?o.map(a=>[...T1(a,s),a[2]]):o,i=c!==0?g1(r):Ie,y=[..._e({startPoint:n.startPoint,endPoint:n.endPoint}),1];return h.map(a=>[a[0]+D(y,i[0]),a[1]+D(y,i[1]),a[2]])}getLeftToRightEyeDepthDifference(e){let n=e[se.leftBounds[0]][2],c=e[se.rightBounds[0]][2];return n-c}getEyeBox(e,n,c,r,_=!1){let o=Oe(Ne(this.calculateLandmarksBoundingBox([e[c],e[r]]),this.irisEnlarge)),s=we(o),h=A.image.cropAndResize(n,[[o.startPoint[1]/this.meshSize,o.startPoint[0]/this.meshSize,o.endPoint[1]/this.meshSize,o.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return _&&A.ENV.flags.IS_BROWSER&&(h=A.image.flipLeftRight(h)),{box:o,boxSize:s,crop:h}}getEyeCoords(e,n,c,r=!1){let _=[];for(let o=0;o{let i=o;return h===2?i=r:h===4&&(i=_),[s[0],s[1],i]})}async predict(e,n){let c=!1,r;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(r=await this.boundingBoxDetector.getBoundingBoxes(e),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||r&&r.boxes&&(!n.face.mesh.enabled||r.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let o of r.boxes)this.storedBoxes.push({startPoint:o.box.startPoint.dataSync(),endPoint:o.box.endPoint.dataSync(),landmarks:o.landmarks,confidence:o.confidence});this.storedBoxes.length>0&&(c=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),c){if(!r||!r.boxes||r.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let o=0;o{o.box.startPoint.dispose(),o.box.endPoint.dispose(),o.landmarks.dispose()});let _=A.tidy(()=>this.storedBoxes.map((o,s)=>{let h=o.confidence,i,y=0,a;if(n.face.detector.rotation&&n.face.mesh.enabled&&A.ENV.flags.IS_BROWSER){let[g,d]=o.landmarks.length>=Ve.count?Ve.symmetryLine:P1.symmetryLine;y=gt(o.landmarks[g],o.landmarks[d]);let T=_e({startPoint:o.startPoint,endPoint:o.endPoint}),z=[T[0]/e.shape[2],T[1]/e.shape[1]],R=A.image.rotateWithOffset(e,y,0,z);a=Ze(-y,T),n.face.mesh.enabled?i=oe({startPoint:o.startPoint,endPoint:o.endPoint},R,[this.meshSize,this.meshSize]).div(255):i=oe({startPoint:o.startPoint,endPoint:o.endPoint},R,[this.boxSize,this.boxSize]).div(255)}else{a=Ie;let g=e.clone();n.face.mesh.enabled?i=oe({startPoint:o.startPoint,endPoint:o.endPoint},g,[this.meshSize,this.meshSize]).div(255):i=oe({startPoint:o.startPoint,endPoint:o.endPoint},g,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:o,faceConfidence:null,boxConfidence:h,confidence:o.confidence,image:i};let[,w,u]=this.meshDetector.predict(i),b=w.dataSync()[0];if(b=Ve.count?Ve.symmetryLine:P1.symmetryLine;y=gt(o.landmarks[g],o.landmarks[d]);let T=_e({startPoint:o.startPoint,endPoint:o.endPoint}),z=[T[0]/e.shape[2],T[1]/e.shape[1]],R=A.image.rotateWithOffset(e,y,0,z);a=Ze(-y,T),i=oe({startPoint:o.startPoint,endPoint:o.endPoint},R,[this.meshSize,this.meshSize]).div(255)}let E={coords:v,box:o,faceConfidence:b,boxConfidence:h,image:i,rawCoords:m},j=Oe(o);return this.storedBoxes[s]={...j,landmarks:p,confidence:o.confidence,faceConfidence:b},E}));return _=_.filter(o=>o!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(o=>o.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=_.length,_}calculateLandmarksBoundingBox(e){let n=e.map(o=>o[0]),c=e.map(o=>o[1]),r=[Math.min(...n),Math.min(...c)],_=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:_,landmarks:e}}};var Rt=class{constructor(e,n,c,r){this.facePipeline=new zt(e,n,c),this.config=r}async estimateFaces(e,n){let c=await this.facePipeline.predict(e,n),r=[];for(let _ of c||[]){if(_.isDisposedInternal)continue;let o=_.coords?_.coords.arraySync():[],s=o.map(a=>[a[0]/e.shape[2],a[1]/e.shape[1],a[2]/this.facePipeline.meshSize]),h={};if(o&&o.length>0)for(let a of Object.keys(Y))h[a]=Y[a].map(w=>o[w]);let i=_.box?[Math.max(0,_.box.startPoint[0]),Math.max(0,_.box.startPoint[1]),Math.min(e.shape[2],_.box.endPoint[0])-Math.max(0,_.box.startPoint[0]),Math.min(e.shape[1],_.box.endPoint[1])-Math.max(0,_.box.startPoint[1])]:0,y=_.box?[_.box.startPoint[0]/e.shape[2],_.box.startPoint[1]/e.shape[1],(_.box.endPoint[0]-_.box.startPoint[0])/e.shape[2],(_.box.endPoint[1]-_.box.startPoint[1])/e.shape[1]]:[];r.push({confidence:_.faceConfidence||_.boxConfidence||0,boxConfidence:_.boxConfidence,faceConfidence:_.faceConfidence,box:i,boxRaw:y,mesh:o,meshRaw:s,annotations:h,image:_.image?_.image.clone():null}),_.coords&&_.coords.dispose(),_.image&&_.image.dispose()}return r}},re=[null,null,null];async function Et(t){re=await Promise.all([!re[0]&&t.face.enabled?m1(t):null,!re[1]&&t.face.mesh.enabled?A.loadGraphModel(t.face.mesh.modelPath,{fromTFHub:t.face.mesh.modelPath.includes("tfhub.dev")}):null,!re[2]&&t.face.iris.enabled?A.loadGraphModel(t.face.iris.modelPath,{fromTFHub:t.face.iris.modelPath.includes("tfhub.dev")}):null]);let e=new Rt(re[0],re[1],re[2],t);return t.face.mesh.enabled&&t.debug&&P(`load model: ${t.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),t.face.iris.enabled&&t.debug&&P(`load model: ${t.face.iris.modelPath.match(/\/(.*)\./)[1]}`),e}var v1=ne,z1=le;var Lt={};F(Lt,{PoseNet:()=>Ht,load:()=>Xt});function L0(t){let[e,n,c,r]=t;return{offsets:e,heatmap:n,displacementFwd:c,displacementBwd:r}}var St=class{constructor(e){this.model=e}predict(e){return A.tidy(()=>{let c=e.toFloat().div(127.5).sub(1).expandDims(0),_=this.model.predict(c).map(s=>s.squeeze([0])),o=L0(_);return{heatmapScores:o.heatmap.sigmoid(),offsets:o.offsets,displacementFwd:o.displacementFwd,displacementBwd:o.displacementBwd}})}dispose(){this.model.dispose()}};function jt(t){return Math.floor(t/2)}var Wt=class{constructor(e,n){this.priorityQueue=new Array(e),this.numberOfElements=-1,this.getElementValue=n}enqueue(e){this.priorityQueue[++this.numberOfElements]=e,this.swim(this.numberOfElements)}dequeue(){let e=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,e}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(e){for(;e>0&&this.less(jt(e),e);)this.exchange(e,jt(e)),e=jt(e)}sink(e){for(;2*e<=this.numberOfElements;){let n=2*e;if(ne){h=!1;break}if(!h)break}return h}function M1(t,e,n){let[c,r,_]=n.shape,o=new Wt(c*r*_,({score:s})=>s);for(let s=0;s(t[e]=n,t),{}),X0=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],Rr=X0.map(([t,e])=>[de[t],de[e]]),R1=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function kt(t,e,n,c){return{y:c.get(t,e,n),x:c.get(t,e,n+ae)}}function He(t,e,n){let{heatmapY:c,heatmapX:r,id:_}=t,{y:o,x:s}=kt(c,r,_,n);return{x:t.heatmapX*e+s,y:t.heatmapY*e+o}}function Nt(t,e,n){return tn?n:t}function E1(t,e,n,c){let r=n-t,_=c-e;return r*r+_*_}function Ot(t,e){return{x:t.x+e.x,y:t.y+e.y}}function S1(t,e){let n=e.shape[0],c=new Float32Array(n);for(let r=0;rt.toTensor().mul(A.scalar(e,"int32")).toFloat().add(q0(t,n)))}function C0(t,e){return A.tidy(()=>{let n=t.div(A.scalar(e,"int32"));return t.sub(n.mul(A.scalar(e,"int32")))})}function W1(t){let[e,n,c]=t.shape;return A.tidy(()=>{let _=t.reshape([e*n,c]).argMax(0),o=_.div(A.scalar(n,"int32")).expandDims(1),s=C0(_,n).expandDims(1);return A.concat([o,s],1)})}var k1=R1.map(([t,e])=>[de[t],de[e]]),It=k1.map(([,t])=>t),N1=k1.map(([t])=>t),B0=16;function Y0(t,e,n){let c=n.shape[2]/2;return{y:n.get(e.y,e.x,t),x:n.get(e.y,e.x,c+t)}}function Zt(t,e,n,c){return{y:Nt(Math.round(t.y/e),0,n-1),x:Nt(Math.round(t.x/e),0,c-1)}}function O1(t,e,n,c,r,_,o,s=2){let[h,i]=c.shape,y=Zt(e.position,_,h,i),a=Y0(t,y,o),u=Ot(e.position,a);for(let m=0;m=0;--w){let u=It[w],b=N1[w];h[u]&&!h[b]&&(h[b]=O1(w,h[u],b,e,n,c,_))}for(let w=0;w(c+=b,{position:{y:y.get(x,0),x:y.get(x,1)},part:ie[x],score:b})),u=w.filter(b=>b.score>n);return r.dispose(),i.dispose(),{keypoints:u,score:c/w.length}}var J0=1,V1=16;function L1(t,e,{x:n,y:c},r){return t.some(({keypoints:_})=>{let o=_[r].position;return E1(c,n,o.y,o.x)<=e})}function K0(t,e,n){return n.reduce((r,{position:_,score:o},s)=>(L1(t,e,_,s)||(r+=o),r),0)/n.length}function H1(t,e,n,c,r,_,o){let s=[],h=M1(o,J0,t),i=r^2;for(;s.length<_&&!h.empty();){let y=h.dequeue(),a=He(y.part,V1,e);if(L1(s,i,a,y.part.id))continue;let w=I1(y,t,e,V1,n,c),u=K0(s,i,w);u>o&&s.push({keypoints:w,score:u})}return s}async function X1(t){return Promise.all(t.map(e=>e.buffer()))}function U0(t,e,n){return{score:t.score,keypoints:t.keypoints.map(({score:c,part:r,position:_})=>({score:c,part:r,position:{x:Math.trunc(_.x*n),y:Math.trunc(_.y*e)}}))}}function F1(t,[e,n]){let c=t.squeeze(0),r=c.resizeBilinear([e,n]);return c.dispose(),r}function Vt(t,[e,n],[c,r]){return t.map(o=>U0(o,e/c,n/r))}async function D0(t,e,n,c){return new Promise(async r=>{let _=await X1([e.heatmapScores,e.offsets,e.displacementFwd,e.displacementBwd]),o=_[0],s=_[1],h=_[2],i=_[3],y=await H1(o,s,h,i,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),a=Vt(y,[t.shape[1],t.shape[2]],[c,c]);r(a)})}async function G0(t,e,n,c){return new Promise(async r=>{let _=await Z1(e.heatmapScores,e.offsets,n.body.scoreThreshold),o=Vt([_],[t.shape[1],t.shape[2]],[c,c]);r(o)})}var Ht=class{constructor(e){this.baseModel=e,this.inputSize=e.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(e,n){let c=F1(e,[this.inputSize,this.inputSize]),r=this.baseModel.predict(c,n),_=n.body.maxDetections<2?await G0(e,r,n,this.inputSize):await D0(e,r,n,this.inputSize);return r.heatmapScores.dispose(),r.offsets.dispose(),r.displacementFwd.dispose(),r.displacementBwd.dispose(),c.dispose(),_}dispose(){this.baseModel.dispose()}};async function Xt(t){let e=await A.loadGraphModel(t.body.modelPath),n=new St(e);return t.debug&&P(`load model: ${t.body.modelPath.match(/\/(.*)\./)[1]}`),new Ht(n)}var Yt={};F(Yt,{HandPose:()=>Kt,load:()=>Ut});function Xe(t){return[Math.abs(t.endPoint[0]-t.startPoint[0]),Math.abs(t.endPoint[1]-t.startPoint[1])]}function fe(t){return[t.startPoint[0]+(t.endPoint[0]-t.startPoint[0])/2,t.startPoint[1]+(t.endPoint[1]-t.startPoint[1])/2]}function q1(t,e,n){let c=e.shape[1],r=e.shape[2],_=[[t.startPoint[1]/c,t.startPoint[0]/r,t.endPoint[1]/c,t.endPoint[0]/r]];return A.image.cropAndResize(e,_,[0],n)}function C1(t,e){let n=[t.startPoint[0]*e[0],t.startPoint[1]*e[1]],c=[t.endPoint[0]*e[0],t.endPoint[1]*e[1]],r=t.palmLandmarks.map(_=>[_[0]*e[0],_[1]*e[1]]);return{startPoint:n,endPoint:c,palmLandmarks:r,confidence:t.confidence}}function Fe(t,e=1.5){let n=fe(t),c=Xe(t),r=[e*c[0]/2,e*c[1]/2],_=[n[0]-r[0],n[1]-r[1]],o=[n[0]+r[0],n[1]+r[1]];return{startPoint:_,endPoint:o,palmLandmarks:t.palmLandmarks}}function qe(t){let e=fe(t),n=Xe(t),r=Math.max(...n)/2,_=[e[0]-r,e[1]-r],o=[e[0]+r,e[1]+r];return{startPoint:_,endPoint:o,palmLandmarks:t.palmLandmarks}}var Ft=class{constructor(e,n,c){this.model=e,this.anchors=c.map(r=>[r.x_center,r.y_center]),this.anchorsTensor=A.tensor2d(this.anchors),this.inputSize=n,this.inputSizeTensor=A.tensor1d([n,n]),this.doubleInputSizeTensor=A.tensor1d([n*2,n*2])}normalizeBoxes(e){return A.tidy(()=>{let n=A.slice(e,[0,0],[-1,2]),c=A.slice(e,[0,2],[-1,2]),r=A.add(A.div(n,this.inputSizeTensor),this.anchorsTensor),_=A.div(c,this.doubleInputSizeTensor),o=A.mul(A.sub(r,_),this.inputSizeTensor),s=A.mul(A.add(r,_),this.inputSizeTensor);return A.concat2d([o,s],1)})}normalizeLandmarks(e,n){return A.tidy(()=>{let c=A.add(A.div(e.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return A.mul(c,this.inputSizeTensor)})}async getBoxes(e,n){let c=this.model.predict(e),r=c.squeeze();c.dispose();let _=A.tidy(()=>A.sigmoid(A.slice(r,[0,0],[-1,1])).squeeze()),o=_.dataSync(),s=A.slice(r,[0,1],[-1,4]),h=this.normalizeBoxes(s);s.dispose();let i=await A.image.nonMaxSuppressionAsync(h,o,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),y=i.arraySync();_.dispose(),i.dispose();let a=[];for(let w of y)if(o[w]>=n.hand.minConfidence){let u=A.slice(h,[w,0],[1,-1]),b=A.slice(r,[w,5],[1,14]),x=A.tidy(()=>this.normalizeLandmarks(b,w).reshape([-1,2]));b.dispose(),a.push({box:u,palmLandmarks:x,confidence:o[w]})}return r.dispose(),h.dispose(),a}async estimateHandBounds(e,n){let c=e.shape[1],r=e.shape[2],_=A.tidy(()=>e.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),o=await this.getBoxes(_,n);_.dispose();let s=[];if(!o||o.length===0)return s;for(let h of o){let i=h.box.dataSync(),y=i.slice(0,2),a=i.slice(2,4),w=h.palmLandmarks.arraySync();h.box.dispose(),h.palmLandmarks.dispose(),s.push(C1({startPoint:y,endPoint:a,palmLandmarks:w,confidence:h.confidence},[r/this.inputSize,c/this.inputSize]))}return s}};function Q0(t){return t-2*Math.PI*Math.floor((t+Math.PI)/(2*Math.PI))}function B1(t,e){let n=Math.PI/2-Math.atan2(-(e[1]-t[1]),e[0]-t[0]);return Q0(n)}var Y1=(t,e)=>[[1,0,t],[0,1,e],[0,0,1]];function G(t,e){let n=0;for(let c=0;cCt([..._,1],n)),r=this.calculateLandmarksBoundingBox(c);return Fe(qe(r),en)}getBoxForHandLandmarks(e){let n=this.calculateLandmarksBoundingBox(e),c=Fe(qe(n),U1);c.palmLandmarks=[];for(let r=0;r[o[0]*(u[0]-this.inputSize/2),o[1]*(u[1]-this.inputSize/2),o[2]*u[2]]),h=qt(c,[0,0]),i=s.map(u=>[...Ct(u,h),u[2]]),y=K1(r),a=[...fe(n),1],w=[G(a,y[0]),G(a,y[1])];return i.map(u=>[u[0]+w[0],u[1]+w[1],u[2]])}async estimateHands(e,n){let c=!1,r;(this.skipped===0||this.skipped>n.hand.skipFrames||!n.hand.landmarks||!n.videoOptimized)&&(r=await this.handDetector.estimateHandBounds(e,n),this.skipped=0),n.videoOptimized&&this.skipped++,r&&r.length>0&&(r.length!==this.detectedHands&&this.detectedHands!==n.hand.maxHands||!n.hand.landmarks)&&(this.detectedHands=0,this.storedBoxes=[...r],this.storedBoxes.length>0&&(c=!0));let _=[];n.hand.skipInitial&&this.detectedHands===0&&(this.skipped=0);for(let o=0;o=n.hand.minConfidence){let E=A.reshape(p,[-1,3]),j=E.arraySync();p.dispose(),E.dispose();let g=this.transformRawCoords(j,u,h,w),d=this.getBoxForHandLandmarks(g);this.storedBoxes[o]=d;let T={landmarks:g,confidence:v,box:{topLeft:d.startPoint,bottomRight:d.endPoint}};_.push(T)}else this.storedBoxes[o]=null;p.dispose()}else{let h=Fe(qe(s),U1),i={confidence:s.confidence,box:{topLeft:h.startPoint,bottomRight:h.endPoint}};_.push(i)}}return this.storedBoxes=this.storedBoxes.filter(o=>o!==null),this.detectedHands=_.length,_}calculateLandmarksBoundingBox(e){let n=e.map(o=>o[0]),c=e.map(o=>o[1]),r=[Math.min(...n),Math.min(...c)],_=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:_}}};var 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Q1=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],$1=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var H;async function Gt(t){return H||(H=await A.loadGraphModel(t.body.modelPath),H.width=parseInt(H.signature.inputs["input_1:0"].tensorShape.dim[2].size),H.height=parseInt(H.signature.inputs["input_1:0"].tensorShape.dim[1].size),t.debug&&P(`load model: ${t.body.modelPath.match(/\/(.*)\./)[1]}`)),H}async function Qt(t,e){if(!H||!e.body.enabled)return null;let n={width:t.shape[2],height:t.shape[1]},c=A.image.resizeBilinear(t,[H.width,H.height],!1),r=A.div(c,[255]);c.dispose();let _;if(e.profile){let i=await A.profile(()=>H.predict(r));_=i.result.find(y=>y.size===195||y.size===155).dataSync(),i.result.forEach(y=>y.dispose()),I("blazepose",i)}else{let i=await H.predict(r);_=i.find(y=>y.size===195||y.size===155).dataSync(),i.forEach(y=>y.dispose())}r.dispose();let o=[],s=_.length===195?Q1:$1,h=5;for(let 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_=Math.max(c.box[0],0),s=A*f.lineHeight+c.box[1];f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText(r[A],_+5,s+16)),n.fillStyle=f.labelColor,n.fillText(r[A],_+4,s+15)}if(n.lineWidth=1,c.mesh&&c.mesh.length>0){if(f.drawPoints)for(let A of c.mesh)Ue(n,A[0],A[1],A[2]);if(f.drawPolygons){n.lineWidth=1;for(let A=0;Ac.mesh[s]);o1(n,_)}if(c.annotations&&c.annotations.leftEyeIris){n.strokeStyle=f.useDepth?"rgba(255, 200, 255, 0.3)":f.color,n.beginPath();let A=Math.abs(c.annotations.leftEyeIris[3][0]-c.annotations.leftEyeIris[1][0])/2,_=Math.abs(c.annotations.leftEyeIris[4][1]-c.annotations.leftEyeIris[2][1])/2;n.ellipse(c.annotations.leftEyeIris[0][0],c.annotations.leftEyeIris[0][1],A,_,0,0,2*Math.PI),n.stroke(),f.fillPolygons&&(n.fillStyle=f.useDepth?"rgba(255, 255, 200, 0.3)":f.color,n.fill())}if(c.annotations&&c.annotations.rightEyeIris){n.strokeStyle=f.useDepth?"rgba(255, 200, 255, 0.3)":f.color,n.beginPath();let A=Math.abs(c.annotations.rightEyeIris[3][0]-c.annotations.rightEyeIris[1][0])/2,_=Math.abs(c.annotations.rightEyeIris[4][1]-c.annotations.rightEyeIris[2][1])/2;n.ellipse(c.annotations.rightEyeIris[0][0],c.annotations.rightEyeIris[0][1],A,_,0,0,2*Math.PI),n.stroke(),f.fillPolygons&&(n.fillStyle=f.useDepth?"rgba(255, 255, 200, 0.3)":f.color,n.fill())}}}}}var Q=[];async function A0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round";for(let c=0;c_.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),fe(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),A.length===4&&o1(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftKnee"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftAnkle"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftHeel"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftFoot"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),fe(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightKnee"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightAnkle"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightHeel"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightFoot"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),fe(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftElbow"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftWrist"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftPalm"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),fe(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightElbow"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightWrist"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightPalm"),r&&r.score>S.body.scoreThreshold&&A.push([r.position.x,r.position.y]),fe(n,A)}}}}async function _0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round",n.font=f.font;for(let c of e){if(f.drawBoxes&&(n.strokeStyle=f.color,n.fillStyle=f.color,f.useRawBoxes?xe(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):xe(n,c.box[0],c.box[1],c.box[2],c.box[3]),f.drawLabels&&(f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText("hand",c.box[0]+3,1+c.box[1]+f.lineHeight,c.box[2])),n.fillStyle=f.labelColor,n.fillText("hand",c.box[0]+2,0+c.box[1]+f.lineHeight,c.box[2])),n.stroke()),f.drawPoints&&c.landmarks&&c.landmarks.length>0)for(let r of c.landmarks)n.fillStyle=f.useDepth?`rgba(${127.5+2*r[2]}, ${127.5-2*r[2]}, 255, 0.5)`:f.color,Ue(n,r[0],r[1]);if(f.drawPolygons){let r=A=>{if(!!A)for(let _=0;_0?_-1:0][0],A[_>0?_-1:0][1]),n.lineTo(A[_][0],A[_][1]),n.stroke()};r(c.annotations.indexFinger),r(c.annotations.middleFinger),r(c.annotations.ringFinger),r(c.annotations.pinky),r(c.annotations.thumb)}}}}async function o0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round",n.font=f.font;for(let c of e)if(f.drawBoxes){if(n.strokeStyle=f.color,n.fillStyle=f.color,f.useRawBoxes?xe(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):xe(n,c.box[0],c.box[1],c.box[2],c.box[3]),f.drawLabels){let r=`${Math.round(100*c.score)}% ${c.label}`;f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText(r,c.box[0]+3,1+c.box[1]+f.lineHeight,c.box[2])),n.fillStyle=f.labelColor,n.fillText(r,c.box[0]+2,0+c.box[1]+f.lineHeight,c.box[2])}n.stroke()}}}async function _n(t,e){if(!t||!e||!(t instanceof HTMLCanvasElement)||!(e instanceof HTMLCanvasElement))return;let n=t.getContext("2d");n==null||n.drawImage(t,0,0)}async function on(t,e){!e||!t||t instanceof HTMLCanvasElement&&(c0(t,e.face),A0(t,e.body),_0(t,e.hand),r0(t,e.gesture),o0(t,e.object))}var De=` +`)}var Ue=2048,W=null,O=null,k=null;function A1(t,e){let n;if(!t)throw new Error("Human: Input is missing");if(!(t instanceof A.Tensor)&&!(t instanceof ImageData)&&!(t instanceof ImageBitmap)&&!(t instanceof HTMLVideoElement)&&!(t instanceof HTMLCanvasElement)&&!(t instanceof OffscreenCanvas))throw new Error("Human: Input type is not recognized");if(t instanceof A.Tensor)n=A.clone(t);else{let r=t.naturalWidth||t.videoWidth||t.width||t.shape&&t.shape[1]>0,_=t.naturalHeight||t.videoHeight||t.height||t.shape&&t.shape[2]>0,o=r,s=_;if(o>Ue&&(o=Ue,s=o*_/r),s>Ue&&(s=Ue,o=s*r/_),e.filter.width>0?o=e.filter.width:e.filter.height>0&&(o=r*(e.filter.height/_)),e.filter.height>0?s=e.filter.height:e.filter.width>0&&(s=_*(e.filter.width/r)),!o||!s)throw new Error("Human: Input cannot determine dimension");(!W||W.width!==o||W.height!==s)&&(W=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(o,s):document.createElement("canvas"),W.width!==o&&(W.width=o),W.height!==s&&(W.height=s));let h=W.getContext("2d");if(t instanceof ImageData?h.putImageData(t,0,0):h.drawImage(t,0,0,r,_,0,0,W.width,W.height),e.filter.enabled){if((!k||!O||W.width!==O.width||W.height!==O.height)&&(O=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(W.width,W.height):document.createElement("canvas"),O.width!==W.width&&(O.width=W.width),O.height!==W.height&&(O.height=W.height),k=A.ENV.flags.IS_BROWSER?new c0({canvas:O}):null),!k)return{tensor:null,canvas:W};k.reset(),k.addFilter("brightness",e.filter.brightness),e.filter.contrast!==0&&k.addFilter("contrast",e.filter.contrast),e.filter.sharpness!==0&&k.addFilter("sharpen",e.filter.sharpness),e.filter.blur!==0&&k.addFilter("blur",e.filter.blur),e.filter.saturation!==0&&k.addFilter("saturation",e.filter.saturation),e.filter.hue!==0&&k.addFilter("hue",e.filter.hue),e.filter.negative&&k.addFilter("negative"),e.filter.sepia&&k.addFilter("sepia"),e.filter.vintage&&k.addFilter("brownie"),e.filter.sepia&&k.addFilter("sepia"),e.filter.kodachrome&&k.addFilter("kodachrome"),e.filter.technicolor&&k.addFilter("technicolor"),e.filter.polaroid&&k.addFilter("polaroid"),e.filter.pixelate!==0&&k.addFilter("pixelate",e.filter.pixelate),k.apply(W)}else O=W,k&&(k=null);let i;if(O.data){let a=[O.height,O.width,3];i=A.tensor3d(O.data,a,"int32")}else if(e.backend==="webgl"||O instanceof ImageData)i=A.browser.fromPixels(O);else{let a=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(o,s):document.createElement("canvas");a.width=o,a.height=s;let w=a.getContext("2d");w==null||w.drawImage(O,0,0);let u=w==null?void 0:w.getImageData(0,0,o,s);i=A.browser.fromPixels(u)}let y=i.toFloat();n=y.expandDims(0),i.dispose(),y.dispose()}let c=e.filter.return?O:null;return{tensor:n,canvas:c}}var _1={};F(_1,{all:()=>sn,body:()=>o0,canvas:()=>on,drawOptions:()=>f,face:()=>_0,gesture:()=>A0,hand:()=>s0,object:()=>h0});var S={backend:"webgl",wasmPath:"../assets/",debug:!0,async:!0,profile:!1,deallocate:!1,scoped:!1,videoOptimized:!0,warmup:"face",filter:{enabled:!0,width:0,height:0,return:!0,brightness:0,contrast:0,sharpness:0,blur:0,saturation:0,hue:0,negative:!1,sepia:!1,vintage:!1,kodachrome:!1,technicolor:!1,polaroid:!1,pixelate:0},gesture:{enabled:!0},face:{enabled:!0,detector:{modelPath:"../models/blazeface-back.json",rotation:!1,maxFaces:10,skipFrames:21,skipInitial:!1,minConfidence:.2,iouThreshold:.1,scoreThreshold:.2,return:!1},mesh:{enabled:!0,modelPath:"../models/facemesh.json"},iris:{enabled:!0,modelPath:"../models/iris.json"},description:{enabled:!0,modelPath:"../models/faceres.json",skipFrames:31},emotion:{enabled:!0,minConfidence:.1,skipFrames:32,modelPath:"../models/emotion.json"},age:{enabled:!1,modelPath:"../models/age.json",skipFrames:33},gender:{enabled:!1,minConfidence:.1,modelPath:"../models/gender.json",skipFrames:34},embedding:{enabled:!1,modelPath:"../models/mobileface.json"}},body:{enabled:!0,modelPath:"../models/posenet.json",maxDetections:10,scoreThreshold:.3,nmsRadius:20},hand:{enabled:!0,rotation:!1,skipFrames:12,skipInitial:!1,minConfidence:.1,iouThreshold:.1,scoreThreshold:.5,maxHands:1,landmarks:!0,detector:{modelPath:"../models/handdetect.json"},skeleton:{modelPath:"../models/handskeleton.json"}},object:{enabled:!1,modelPath:"../models/nanodet.json",minConfidence:.2,iouThreshold:.4,maxResults:10,skipFrames:41}};var f={color:"rgba(173, 216, 230, 0.3)",labelColor:"rgba(173, 216, 230, 1)",shadowColor:"black",font:'small-caps 16px "Segoe UI"',lineHeight:20,lineWidth:6,pointSize:2,roundRect:28,drawPoints:!1,drawLabels:!0,drawBoxes:!0,drawPolygons:!0,fillPolygons:!1,useDepth:!0,useCurves:!1,bufferedOutput:!1,useRawBoxes:!1};function De(t,e,n,c=null){t.fillStyle=f.useDepth&&c?`rgba(${127.5+2*(c||0)}, ${127.5-2*(c||0)}, 255, 0.3)`:f.color,t.beginPath(),t.arc(e,n,f.pointSize,0,2*Math.PI),t.fill()}function xe(t,e,n,c,r){if(t.beginPath(),f.useCurves){let _=(e+e+c)/2,o=(n+n+r)/2;t.ellipse(_,o,c/2,r/2,0,0,2*Math.PI)}else t.lineWidth=f.lineWidth,t.moveTo(e+f.roundRect,n),t.lineTo(e+c-f.roundRect,n),t.quadraticCurveTo(e+c,n,e+c,n+f.roundRect),t.lineTo(e+c,n+r-f.roundRect),t.quadraticCurveTo(e+c,n+r,e+c-f.roundRect,n+r),t.lineTo(e+f.roundRect,n+r),t.quadraticCurveTo(e,n+r,e,n+r-f.roundRect),t.lineTo(e,n+f.roundRect),t.quadraticCurveTo(e,n,e+f.roundRect,n),t.closePath();t.stroke()}function o1(t,e=[]){if(!(e===void 0||e.length===0)){t.beginPath(),t.moveTo(e[0][0],e[0][1]);for(let n of e)t.strokeStyle=f.useDepth&&n[2]?`rgba(${127.5+2*n[2]}, ${127.5-2*n[2]}, 255, 0.3)`:f.color,t.fillStyle=f.useDepth&&n[2]?`rgba(${127.5+2*n[2]}, ${127.5-2*n[2]}, 255, 0.3)`:f.color,t.lineTo(n[0],parseInt(n[1]));t.stroke(),f.fillPolygons&&(t.closePath(),t.fill())}}function me(t,e=[]){if(!(e===void 0||e.length===0)){if(!f.useCurves||e.length<=2){o1(t,e);return}t.moveTo(e[0][0],e[0][1]);for(let n=0;n1&&o[1].length>0){let s=_[1]>0?`#${_[1]}`:"",h=`${_[0]} ${s}: ${o[1]}`;f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText(h,8,2+c*f.lineHeight)),n.fillStyle=f.labelColor,n.fillText(h,6,0+c*f.lineHeight),c+=1}}}async function _0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n)for(let c of e){n.font=f.font,n.strokeStyle=f.color,n.fillStyle=f.color,f.drawBoxes&&(f.useRawBoxes?xe(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):xe(n,c.box[0],c.box[1],c.box[2],c.box[3]));let r=[];if(r.push(`face confidence: ${Math.trunc(100*c.confidence)}%`),c.genderConfidence&&r.push(`${c.gender||""} ${Math.trunc(100*c.genderConfidence)}% confident`),c.age&&r.push(`age: ${c.age||""}`),c.iris&&r.push(`iris distance: ${c.iris}`),c.emotion&&c.emotion.length>0){let _=c.emotion.map(o=>`${Math.trunc(100*o.score)}% ${o.emotion}`);r.push(_.join(" "))}c.rotation&&c.rotation.angle&&c.rotation.angle.roll&&r.push(`roll: ${Math.trunc(100*c.rotation.angle.roll)/100} yaw:${Math.trunc(100*c.rotation.angle.yaw)/100} pitch:${Math.trunc(100*c.rotation.angle.pitch)/100}`),r.length===0&&r.push("face"),n.fillStyle=f.color;for(let _=r.length-1;_>=0;_--){let o=Math.max(c.box[0],0),s=_*f.lineHeight+c.box[1];f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText(r[_],o+5,s+16)),n.fillStyle=f.labelColor,n.fillText(r[_],o+4,s+15)}if(n.lineWidth=1,c.mesh&&c.mesh.length>0){if(f.drawPoints)for(let _ of c.mesh)De(n,_[0],_[1],_[2]);if(f.drawPolygons){n.lineWidth=1;for(let _=0;_c.mesh[s]);o1(n,o)}if(c.annotations&&c.annotations.leftEyeIris){n.strokeStyle=f.useDepth?"rgba(255, 200, 255, 0.3)":f.color,n.beginPath();let _=Math.abs(c.annotations.leftEyeIris[3][0]-c.annotations.leftEyeIris[1][0])/2,o=Math.abs(c.annotations.leftEyeIris[4][1]-c.annotations.leftEyeIris[2][1])/2;n.ellipse(c.annotations.leftEyeIris[0][0],c.annotations.leftEyeIris[0][1],_,o,0,0,2*Math.PI),n.stroke(),f.fillPolygons&&(n.fillStyle=f.useDepth?"rgba(255, 255, 200, 0.3)":f.color,n.fill())}if(c.annotations&&c.annotations.rightEyeIris){n.strokeStyle=f.useDepth?"rgba(255, 200, 255, 0.3)":f.color,n.beginPath();let _=Math.abs(c.annotations.rightEyeIris[3][0]-c.annotations.rightEyeIris[1][0])/2,o=Math.abs(c.annotations.rightEyeIris[4][1]-c.annotations.rightEyeIris[2][1])/2;n.ellipse(c.annotations.rightEyeIris[0][0],c.annotations.rightEyeIris[0][1],_,o,0,0,2*Math.PI),n.stroke(),f.fillPolygons&&(n.fillStyle=f.useDepth?"rgba(255, 255, 200, 0.3)":f.color,n.fill())}}}}}var Q=[];async function o0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round";for(let c=0;co.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),me(n,_),_.length=0,r=e[c].keypoints.find(o=>o.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightHip"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftHip"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),_.length===4&&o1(n,_),_.length=0,r=e[c].keypoints.find(o=>o.part==="leftHip"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftKnee"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftAnkle"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftHeel"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftFoot"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),me(n,_),_.length=0,r=e[c].keypoints.find(o=>o.part==="rightHip"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightKnee"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightAnkle"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightHeel"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightFoot"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),me(n,_),_.length=0,r=e[c].keypoints.find(o=>o.part==="leftShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftElbow"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftWrist"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="leftPalm"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),me(n,_),_.length=0,r=e[c].keypoints.find(o=>o.part==="rightShoulder"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightElbow"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightWrist"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),r=e[c].keypoints.find(o=>o.part==="rightPalm"),r&&r.score>S.body.scoreThreshold&&_.push([r.position.x,r.position.y]),me(n,_)}}}}async function s0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round",n.font=f.font;for(let c of e){if(f.drawBoxes&&(n.strokeStyle=f.color,n.fillStyle=f.color,f.useRawBoxes?xe(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):xe(n,c.box[0],c.box[1],c.box[2],c.box[3]),f.drawLabels&&(f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText("hand",c.box[0]+3,1+c.box[1]+f.lineHeight,c.box[2])),n.fillStyle=f.labelColor,n.fillText("hand",c.box[0]+2,0+c.box[1]+f.lineHeight,c.box[2])),n.stroke()),f.drawPoints&&c.landmarks&&c.landmarks.length>0)for(let r of c.landmarks)n.fillStyle=f.useDepth?`rgba(${127.5+2*r[2]}, ${127.5-2*r[2]}, 255, 0.5)`:f.color,De(n,r[0],r[1]);if(f.drawPolygons){let r=_=>{if(!!_)for(let o=0;o<_.length;o++)n.lineWidth=f.lineWidth,n.beginPath(),n.strokeStyle=f.useDepth?`rgba(${127.5+2*_[o][2]}, ${127.5-2*_[o][2]}, 255, 0.5)`:f.color,n.moveTo(_[o>0?o-1:0][0],_[o>0?o-1:0][1]),n.lineTo(_[o][0],_[o][1]),n.stroke()};r(c.annotations.indexFinger),r(c.annotations.middleFinger),r(c.annotations.ringFinger),r(c.annotations.pinky),r(c.annotations.thumb)}}}}async function h0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round",n.font=f.font;for(let c of e)if(f.drawBoxes){if(n.strokeStyle=f.color,n.fillStyle=f.color,f.useRawBoxes?xe(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):xe(n,c.box[0],c.box[1],c.box[2],c.box[3]),f.drawLabels){let r=`${Math.round(100*c.score)}% ${c.label}`;f.shadowColor&&f.shadowColor!==""&&(n.fillStyle=f.shadowColor,n.fillText(r,c.box[0]+3,1+c.box[1]+f.lineHeight,c.box[2])),n.fillStyle=f.labelColor,n.fillText(r,c.box[0]+2,0+c.box[1]+f.lineHeight,c.box[2])}n.stroke()}}}async function on(t,e){if(!t||!e||!(t instanceof HTMLCanvasElement)||!(e instanceof HTMLCanvasElement))return;let n=t.getContext("2d");n==null||n.drawImage(t,0,0)}async function sn(t,e){!e||!t||t instanceof HTMLCanvasElement&&(_0(t,e.face),o0(t,e.body),s0(t,e.hand),A0(t,e.gesture),h0(t,e.object))}var Ge=` /9j/4AAQSkZJRgABAQEAYABgAAD/4QBoRXhpZgAATU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUA AAABAAAARgEoAAMAAAABAAIAAAExAAIAAAARAAAATgAAAAAAAABgAAAAAQAAAGAAAAABcGFpbnQu bmV0IDQuMi4xMwAA/9sAQwAGBAUGBQQGBgUGBwcGCAoQCgoJCQoUDg8MEBcUGBgXFBYWGh0lHxob @@ -163,7 +163,7 @@ PQ4GJ+ashuK0MhWaoWcA0AaOmASMK7jRNPWYBmHyiuepO2x10qfcv6vYxCzYqoGK4HVYVTJrmb5l c6oaM5TUJ8EgGsG4kLNUHT0M64OaqMMikSRsuKbnFMRLG3zVehOaGNE445NNlnVFpDMu6uie9Vo1 8z5mOAOST2pDK91cNN+5tsrH3PrW54a06KxT7fdrlh/q1Pc+tJ6IUdZGvHPLezMcnBOWbsPap5r3 ylFtbdT1xUWNWzU0/Zbwlgfmx8zGsHWtRHmMqE59aAMyNifvHPc1f0gtPdqkY5JosJHeNci2tktY -euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`,Ge=` +euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`,Qe=` /9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAsICAoIBwsKCQoNDAsNERwSEQ8PESIZGhQcKSQrKigk 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loaded"}return null});ue.set(this,async(e=!1)=>{if(this.config.backend&&this.config.backend!==""&&e||this.tf.getBackend()!==this.config.backend){let n=M();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&P("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&P("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let c=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),r=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&P(`wasm execution: ${c?"SIMD":"no SIMD"} ${r?"multithreaded":"singlethreaded"}`),c||P("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&y1();try{await this.tf.setBackend(this.config.backend)}catch(c){P("error: cannot set backend:",this.config.backend,c)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(P("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let c=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&P(`gl version:${c.getParameter(c.VERSION)} renderer:${c.getParameter(c.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(M()-n)}});$e.set(this,async()=>{let e=(r,A="application/octet-stream")=>fetch(`data:${A};base64,${r}`).then(_=>_.blob()),n,c;switch(this.config.warmup){case"face":n=await e(De);break;case"full":n=await e(Ge);break;default:n=null}if(n){let r=await createImageBitmap(n);c=await this.detect(r,this.config),r.close()}return c});et.set(this,async()=>new Promise(e=>{let n,c=0;switch(this.config.warmup){case"face":c=256,n="data:image/jpeg;base64,"+De;break;case"full":case"body":c=1200,n="data:image/jpeg;base64,"+Ge;break;default:n=null}let r=new Image;r.onload=async()=>{let A=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(c,c):document.createElement("canvas");A.width=r.naturalWidth,A.height=r.naturalHeight;let _=A.getContext("2d");_==null||_.drawImage(r,0,0);let s=await this.detect(A,this.config);e(s)},n?r.src=n:e(null)}));tt.set(this,async()=>{let e=_=>Buffer.from(_,"base64"),n=this.config.warmup==="face"?e(De):e(Ge),c=o.node.decodeJpeg(n),r=c.expandDims(0);this.tf.dispose(c);let A=await this.detect(r,this.config);return this.tf.dispose(r),A});this.tf=o,this.draw=_1,this.version=s0,this.config=Ae(S,e),this.state="idle",te(this,ye,0),te(this,me,!1),te(this,pe,!1),te(this,ce,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>A1(n,this.config),this.classes={facemesh:Mt,age:rt,gender:At,emotion:it,faceres:dt,body:this.config.body.modelPath.includes("posenet")?Vt:Dt,hand:Yt,nanodet:t1},this.sysinfo=x1()}profileData(){return this.config.profile?ge:{}}similarity(e,n){return this.config.face.description.enabled?mt(e,n):this.config.face.embedding.enabled?w1(e,n):0}enhance(e){return pt(e)}match(e,n,c=0){return l1(e,n,c)}async load(e={}){this.state="load";let n=M();e&&(this.config=Ae(this.config,e)),V(this,ce)&&(this.config.debug&&P(`version: ${this.version}`),this.config.debug&&P(`tfjs version: 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Promise.all([this.models.face||(this.config.face.enabled?Et(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?ct(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?ht(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?yt(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?wt(this.config):null),this.models.handpose||(this.config.hand.enabled?Ut(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?Xt(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?Gt(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?$t(this.config):null),this.models.nanodet||(this.config.object.enabled?r1(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?ft(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await Et(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await ct(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await ht(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await yt(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await wt(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await Ut(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await Xt(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await Gt(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await $t(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await r1(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await ft(this.config))),V(this,ce)&&(this.config.debug&&P("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),te(this,ce,!1));let c=Math.trunc(M()-n);c>(this.perf.load||0)&&(this.perf.load=c)}async detect(e,n={}){return new Promise(async c=>{var x,m,p,v;this.state="config";let r;this.config=Ae(this.config,n),this.state="check";let A=V(this,Qe).call(this,e);A&&(P(A,e),c({error:A}));let _=M();await V(this,ue).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),r=M();let s=A1(e,this.config);if(!s||!s.tensor){P("could not convert input to tensor"),c({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(M()-r),this.analyze("Get Image:");let h,i,y,a,w;this.config.async?(y=this.config.face.enabled?ut(this,s.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",r=M(),y=this.config.face.enabled?await ut(this,s.tensor):[],w=Math.trunc(M()-r),w>0&&(this.perf.face=w)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?h=this.config.body.enabled?(x=this.models.posenet)==null?void 0:x.estimatePoses(s.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?h=this.config.body.enabled?Qt(s.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(h=this.config.body.enabled?e1(s.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",r=M(),this.config.body.modelPath.includes("posenet")?h=this.config.body.enabled?await((m=this.models.posenet)==null?void 0:m.estimatePoses(s.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?h=this.config.body.enabled?await Qt(s.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(h=this.config.body.enabled?await e1(s.tensor,this.config):[]),w=Math.trunc(M()-r),w>0&&(this.perf.body=w)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(i=this.config.hand.enabled?(p=this.models.handpose)==null?void 0:p.estimateHands(s.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",r=M(),i=this.config.hand.enabled?await((v=this.models.handpose)==null?void 0:v.estimateHands(s.tensor,this.config)):[],w=Math.trunc(M()-r),w>0&&(this.perf.hand=w)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(a=this.config.object.enabled?c1(s.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",r=M(),a=this.config.object.enabled?await c1(s.tensor,this.config):[],w=Math.trunc(M()-r),w>0&&(this.perf.object=w)),this.analyze("End Object:"),this.config.async&&([y,h,i,a]=await Promise.all([y,h,i,a])),s.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let u=[];this.config.gesture.enabled&&(r=M(),u=[...$1(y),...Q1(h),...t0(i),...e0(y)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(M()-r)),this.perf.total=Math.trunc(M()-_),this.state="idle";let b={face:y,body:h,hand:i,gesture:u,object:a,performance:this.perf,canvas:s.canvas};c(b)})}async warmup(e={}){let n=M();e&&(this.config=Ae(this.config,e));let c=this.config.videoOptimized;this.config.videoOptimized=!1;let r;typeof createImageBitmap=="function"?r=await V(this,$e).call(this):typeof Image!="undefined"?r=await V(this,et).call(this):r=await V(this,tt).call(this),this.config.videoOptimized=c;let A=M();return this.config.debug&&P("Warmup",this.config.warmup,Math.round(A-n),"ms",r),r}};ye=new WeakMap,me=new WeakMap,pe=new WeakMap,ce=new WeakMap,Qe=new WeakMap,ue=new WeakMap,$e=new WeakMap,et=new WeakMap,tt=new WeakMap;export{sn as Human,sn as default}; +2Q==`;var i0="1.2.5";var ye,pe,ue,ce,$e,be,et,tt,nt,hn=class{constructor(e={}){ye.set(this,void 0);pe.set(this,void 0);ue.set(this,void 0);ce.set(this,void 0);this.analyze=(...e)=>{if(!L(this,pe))return;let n=this.tf.engine().state.numTensors,c=L(this,ye);te(this,ye,n);let r=n-c;r!==0&&P(...e,r)};$e.set(this,e=>{if(!L(this,ue))return null;if(!e)return"input is not defined";if(this.tf.ENV.flags.IS_NODE&&!(e instanceof A.Tensor))return"input must be a tensor";try{this.tf.getBackend()}catch(n){return"backend not loaded"}return null});be.set(this,async(e=!1)=>{if(this.config.backend&&this.config.backend!==""&&e||this.tf.getBackend()!==this.config.backend){let n=M();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&P("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&P("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let c=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),r=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&P(`wasm execution: ${c?"SIMD":"no SIMD"} ${r?"multithreaded":"singlethreaded"}`),c||P("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&y1();try{await this.tf.setBackend(this.config.backend)}catch(c){P("error: cannot set backend:",this.config.backend,c)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(P("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let c=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&P(`gl version:${c.getParameter(c.VERSION)} renderer:${c.getParameter(c.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(M()-n)}});et.set(this,async()=>{let e=(r,_="application/octet-stream")=>fetch(`data:${_};base64,${r}`).then(o=>o.blob()),n,c;switch(this.config.warmup){case"face":n=await e(Ge);break;case"full":n=await e(Qe);break;default:n=null}if(n){let r=await createImageBitmap(n);c=await this.detect(r,this.config),r.close()}return c});tt.set(this,async()=>new Promise(e=>{let n,c=0;switch(this.config.warmup){case"face":c=256,n="data:image/jpeg;base64,"+Ge;break;case"full":case"body":c=1200,n="data:image/jpeg;base64,"+Qe;break;default:n=null}let r=new Image;r.onload=async()=>{let _=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(c,c):document.createElement("canvas");_.width=r.naturalWidth,_.height=r.naturalHeight;let o=_.getContext("2d");o==null||o.drawImage(r,0,0);let s=await this.detect(_,this.config);e(s)},n?r.src=n:e(null)}));nt.set(this,async()=>{let e=o=>Buffer.from(o,"base64"),n=this.config.warmup==="face"?e(Ge):e(Qe),c=A.node.decodeJpeg(n),r=c.expandDims(0);this.tf.dispose(c);let _=await this.detect(r,this.config);return this.tf.dispose(r),_});this.tf=A,this.draw=_1,this.version=i0,this.config=Ae(S,e),this.state="idle",te(this,ye,0),te(this,pe,!1),te(this,ue,!1),te(this,ce,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>A1(n,this.config),this.classes={facemesh:Mt,age:ct,gender:_t,emotion:at,faceres:ft,body:this.config.body.modelPath.includes("posenet")?Lt:Dt,hand:Yt,nanodet:t1},this.faceTriangulation=v1,this.faceUVMap=z1,this.sysinfo=x1()}profileData(){return this.config.profile?Te:{}}similarity(e,n){return this.config.face.description.enabled?pt(e,n):this.config.face.embedding.enabled?w1(e,n):0}enhance(e){return ut(e)}match(e,n,c=0){return l1(e,n,c)}async load(e={}){this.state="load";let n=M();e&&(this.config=Ae(this.config,e)),L(this,ce)&&(this.config.debug&&P(`version: ${this.version}`),this.config.debug&&P(`tfjs version: ${this.tf.version_core}`),this.config.debug&&P("platform:",this.sysinfo.platform),this.config.debug&&P("agent:",this.sysinfo.agent),await L(this,be).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&P("configuration:",this.config),this.config.debug&&P("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?Et(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?At(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?it(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?wt(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?lt(this.config):null),this.models.handpose||(this.config.hand.enabled?Ut(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?Xt(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?Gt(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?$t(this.config):null),this.models.nanodet||(this.config.object.enabled?r1(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?mt(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await Et(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await At(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await it(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await wt(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await lt(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await Ut(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await Xt(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await Gt(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await $t(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await r1(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await mt(this.config))),L(this,ce)&&(this.config.debug&&P("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),te(this,ce,!1));let c=Math.trunc(M()-n);c>(this.perf.load||0)&&(this.perf.load=c)}async detect(e,n={}){return new Promise(async c=>{var x,m,p,v;this.state="config";let r;this.config=Ae(this.config,n),this.state="check";let _=L(this,$e).call(this,e);_&&(P(_,e),c({error:_}));let o=M();await L(this,be).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),r=M();let s=A1(e,this.config);if(!s||!s.tensor){P("could not convert input to tensor"),c({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(M()-r),this.analyze("Get Image:");let h,i,y,a,w;this.config.async?(y=this.config.face.enabled?bt(this,s.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",r=M(),y=this.config.face.enabled?await bt(this,s.tensor):[],w=Math.trunc(M()-r),w>0&&(this.perf.face=w)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?h=this.config.body.enabled?(x=this.models.posenet)==null?void 0:x.estimatePoses(s.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?h=this.config.body.enabled?Qt(s.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(h=this.config.body.enabled?e1(s.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",r=M(),this.config.body.modelPath.includes("posenet")?h=this.config.body.enabled?await((m=this.models.posenet)==null?void 0:m.estimatePoses(s.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?h=this.config.body.enabled?await Qt(s.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(h=this.config.body.enabled?await e1(s.tensor,this.config):[]),w=Math.trunc(M()-r),w>0&&(this.perf.body=w)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(i=this.config.hand.enabled?(p=this.models.handpose)==null?void 0:p.estimateHands(s.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",r=M(),i=this.config.hand.enabled?await((v=this.models.handpose)==null?void 0:v.estimateHands(s.tensor,this.config)):[],w=Math.trunc(M()-r),w>0&&(this.perf.hand=w)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(a=this.config.object.enabled?c1(s.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",r=M(),a=this.config.object.enabled?await c1(s.tensor,this.config):[],w=Math.trunc(M()-r),w>0&&(this.perf.object=w)),this.analyze("End Object:"),this.config.async&&([y,h,i,a]=await Promise.all([y,h,i,a])),s.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let u=[];this.config.gesture.enabled&&(r=M(),u=[...t0(y),...e0(h),...r0(i),...n0(y)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(M()-r)),this.perf.total=Math.trunc(M()-o),this.state="idle";let b={face:y,body:h,hand:i,gesture:u,object:a,performance:this.perf,canvas:s.canvas};c(b)})}async warmup(e={}){let n=M();e&&(this.config=Ae(this.config,e));let c=this.config.videoOptimized;this.config.videoOptimized=!1;let r;typeof createImageBitmap=="function"?r=await L(this,et).call(this):typeof Image!="undefined"?r=await L(this,tt).call(this):r=await L(this,nt).call(this),this.config.videoOptimized=c;let _=M();return this.config.debug&&P("Warmup",this.config.warmup,Math.round(_-n),"ms",r),r}};ye=new WeakMap,pe=new WeakMap,ue=new WeakMap,ce=new WeakMap,$e=new WeakMap,be=new WeakMap,et=new WeakMap,tt=new WeakMap,nt=new WeakMap;export{hn as Human,hn as default}; //# sourceMappingURL=human.esm-nobundle.js.map diff --git a/dist/human.esm-nobundle.js.map b/dist/human.esm-nobundle.js.map index bb7767db..3f178a96 100644 --- a/dist/human.esm-nobundle.js.map +++ b/dist/human.esm-nobundle.js.map @@ -1,7 +1,7 @@ { "version": 3, "sources": ["../src/helpers.ts", "../src/sysinfo.ts", "../src/tfjs/tf-browser.ts", "../src/tfjs/backend.ts", "../src/age/age.ts", "../src/profile.ts", "../src/gender/gender.ts", "../src/emotion/emotion.ts", "../src/embedding/embedding.ts", "../src/faceres/faceres.ts", "../src/faceall.ts", "../src/blazeface/facemesh.ts", "../src/blazeface/blazeface.ts", "../src/blazeface/box.ts", "../src/blazeface/util.ts", "../src/blazeface/coords.ts", "../src/blazeface/facepipeline.ts", "../src/posenet/posenet.ts", "../src/posenet/modelBase.ts", "../src/posenet/heapSort.ts", "../src/posenet/buildParts.ts", "../src/posenet/keypoints.ts", "../src/posenet/vectors.ts", "../src/posenet/decoders.ts", "../src/posenet/decodePose.ts", "../src/posenet/decodeMultiple.ts", "../src/posenet/util.ts", "../src/handpose/handpose.ts", "../src/handpose/box.ts", "../src/handpose/handdetector.ts", "../src/handpose/util.ts", "../src/handpose/handpipeline.ts", "../src/handpose/anchors.ts", "../src/blazepose/blazepose.ts", "../src/blazepose/annotations.ts", "../src/efficientpose/efficientpose.ts", "../src/nanodet/nanodet.ts", "../src/nanodet/labels.ts", "../src/gesture/gesture.ts", "../src/image/imagefx.js", "../src/image/image.ts", "../src/draw/draw.ts", "../src/config.ts", "../src/sample.ts", "../src/human.ts"], - "sourcesContent": ["// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.109375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.109375,\n },\n {\n w: 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0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) {\n log('Human: invalid input', input);\n return { tensor: null, canvas: null };\n }\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n"], - "mappings": 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+ "sourcesContent": ["// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.078125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.078125,\n },\n {\n w: 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1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (!(input instanceof tf.Tensor) && !(input instanceof ImageData) && !(input instanceof ImageBitmap) && !(input instanceof HTMLVideoElement) && !(input instanceof HTMLCanvasElement) && !(input instanceof OffscreenCanvas)) {\n throw new Error('Human: Input type is not recognized');\n }\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) throw new Error('Human: Input cannot determine dimension');\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n"], + "mappings": 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"names": [] } diff --git a/dist/human.esm.js b/dist/human.esm.js index 029a9eb1..66724b3b 100644 --- a/dist/human.esm.js +++ b/dist/human.esm.js @@ -5,28354 +5,31 @@ author: ' */ -var __defProp = Object.defineProperty; -var __export = (target, all5) => { - for (var name in all5) - __defProp(target, name, {get: all5[name], enumerable: true}); -}; -var __accessCheck = (obj, member, msg) => { - if (!member.has(obj)) - throw TypeError("Cannot " + msg); -}; -var __privateGet = (obj, member, getter) => { - __accessCheck(obj, member, "read from private field"); - return getter ? getter.call(obj) : member.get(obj); -}; -var __privateSet = (obj, member, value, setter) => { - __accessCheck(obj, member, "write to private field"); - setter ? setter.call(obj, value) : member.set(obj, value); - return value; -}; - -// src/helpers.ts -function log(...msg) { - const dt = new Date(); - const ts = `${dt.getHours().toString().padStart(2, "0")}:${dt.getMinutes().toString().padStart(2, "0")}:${dt.getSeconds().toString().padStart(2, "0")}.${dt.getMilliseconds().toString().padStart(3, "0")}`; - if (msg) - console.log(ts, "Human:", ...msg); -} -var now = () => { - if (typeof performance !== "undefined") - return performance.now(); - return parseInt((Number(process.hrtime.bigint()) / 1e3 / 1e3).toString()); -}; -function mergeDeep(...objects) { - const isObject = (obj) => obj && typeof obj === "object"; - return objects.reduce((prev, obj) => { - Object.keys(obj || {}).forEach((key) => { - const pVal = prev[key]; - const oVal = obj[key]; - if (Array.isArray(pVal) && Array.isArray(oVal)) - prev[key] = pVal.concat(...oVal); - else if (isObject(pVal) && isObject(oVal)) - prev[key] = mergeDeep(pVal, oVal); - else - prev[key] = oVal; - }); - return prev; - }, {}); -} - -// src/sysinfo.ts -function info() { - let platform; - let agent; - if (typeof navigator !== "undefined") { - const raw = navigator.userAgent.match(/\(([^()]+)\)/g); - if (raw && raw[0]) { - platform = raw[0].match(/\(([^()]+)\)/g)[0].replace(/\(|\)/g, ""); - agent = navigator.userAgent.replace(raw[0], ""); - if (platform[1]) - agent = agent.replace(raw[1], ""); - agent = agent.replace(/ /g, " "); - } - } else if (typeof process !== "undefined") { - platform = `${process.platform} ${process.arch}`; - agent = `NodeJS ${process.version}`; - } - return {platform, agent}; -} - -// dist/tfjs.esm.js -var tfjs_esm_exports = {}; -__export(tfjs_esm_exports, { - Abs: () => Abs, - Acos: () => Acos, - Acosh: () => Acosh, - AdadeltaOptimizer: () => AdadeltaOptimizer, - AdagradOptimizer: () => AdagradOptimizer, - AdamOptimizer: () => AdamOptimizer, - AdamaxOptimizer: () => AdamaxOptimizer, - Add: () => Add, - AddN: () => AddN, - All: () => All, - Any: () => Any, - ArgMax: () => ArgMax, - ArgMin: () => ArgMin, - Asin: () => Asin, - Asinh: () => Asinh, - Atan: () => Atan, - Atan2: () => Atan2, - Atanh: () => Atanh, - AvgPool: () => AvgPool, - AvgPool3D: () => AvgPool3D, - AvgPool3DGrad: () => AvgPool3DGrad, - AvgPoolGrad: () => AvgPoolGrad, - BackendWasm: () => BackendWasm, - BatchMatMul: () => BatchMatMul, - BatchToSpaceND: () => BatchToSpaceND, - Bincount: () => Bincount, - BroadcastTo: () => BroadcastTo, - Callback: () => Callback, - CallbackList: () => CallbackList, - Cast: () => Cast, - Ceil: () => Ceil, - ClipByValue: () => ClipByValue, - Complex: () => Complex, - ComplexAbs: () => ComplexAbs, - Concat: () => Concat, - Conv2D: () => Conv2D, - Conv2DBackpropFilter: () => Conv2DBackpropFilter, - Conv2DBackpropInput: () => Conv2DBackpropInput, - Conv3D: () => Conv3D, - Conv3DBackpropFilterV2: () => Conv3DBackpropFilterV2, - Conv3DBackpropInputV2: () => Conv3DBackpropInputV2, - Cos: () => Cos, - Cosh: () => Cosh, - CropAndResize: () => CropAndResize, - Cumsum: () => Cumsum, - CustomCallback: () => CustomCallback, - DataStorage: () => DataStorage, - DenseBincount: () => DenseBincount, - DepthToSpace: () => DepthToSpace, - DepthwiseConv2dNative: () => DepthwiseConv2dNative, - DepthwiseConv2dNativeBackpropFilter: () => DepthwiseConv2dNativeBackpropFilter, - DepthwiseConv2dNativeBackpropInput: () => DepthwiseConv2dNativeBackpropInput, - Diag: () => Diag, - Dilation2D: () => Dilation2D, - Dilation2DBackpropFilter: () => Dilation2DBackpropFilter, - Dilation2DBackpropInput: () => Dilation2DBackpropInput, - ENV: () => ENV, - EarlyStopping: () => EarlyStopping, - Elu: () => Elu, - EluGrad: () => EluGrad, - Environment: () => Environment, - Equal: () => Equal, - Erf: () => Erf, - Exp: () => Exp, - ExpandDims: () => ExpandDims, - Expm1: () => Expm1, - FFT: () => FFT, - Fill: () => Fill, - FlipLeftRight: () => FlipLeftRight, - Floor: () => Floor, - FloorDiv: () => FloorDiv, - FromPixels: () => FromPixels, - FusedBatchNorm: () => FusedBatchNorm, - FusedConv2D: () => FusedConv2D, - FusedDepthwiseConv2D: () => FusedDepthwiseConv2D, - GPGPUContext: () => GPGPUContext, - GatherNd: () => GatherNd, - GatherV2: () => GatherV2, - GraphModel: () => GraphModel, - Greater: () => Greater, - GreaterEqual: () => GreaterEqual, - History: () => History, - IFFT: () => IFFT, - Identity: () => Identity, - Imag: () => Imag, - InputSpec: () => InputSpec, - IsFinite: () => IsFinite, - IsInf: () => IsInf, - IsNan: () => IsNan, - KernelBackend: () => KernelBackend, - LRN: () => LRN, - LRNGrad: () => LRNGrad, - LayerVariable: () => LayerVariable, - LayersModel: () => LayersModel, - LeakyRelu: () => LeakyRelu, - Less: () => Less, - LessEqual: () => LessEqual, - LinSpace: () => LinSpace, - Log: () => Log, - Log1p: () => Log1p, - LogSoftmax: () => LogSoftmax, - LogicalAnd: () => LogicalAnd, - LogicalNot: () => LogicalNot, - LogicalOr: () => LogicalOr, - MathBackendCPU: () => MathBackendCPU, - MathBackendWebGL: () => MathBackendWebGL, - Max: () => Max, - MaxPool: () => MaxPool, - MaxPool3D: () => MaxPool3D, - MaxPool3DGrad: () => MaxPool3DGrad, - MaxPoolGrad: () => MaxPoolGrad, - MaxPoolWithArgmax: () => MaxPoolWithArgmax, - Maximum: () => Maximum, - Mean: () => Mean, - Min: () => Min, - Minimum: () => Minimum, - MirrorPad: () => MirrorPad, - Mod: () => Mod, - MomentumOptimizer: () => MomentumOptimizer, - Multinomial: () => Multinomial, - Multiply: () => Multiply, - Neg: () => Neg, - NonMaxSuppressionV3: () => NonMaxSuppressionV3, - NonMaxSuppressionV4: () => NonMaxSuppressionV4, - NonMaxSuppressionV5: () => NonMaxSuppressionV5, - NotEqual: () => NotEqual, - OP_SCOPE_SUFFIX: () => OP_SCOPE_SUFFIX, - OneHot: () => OneHot, - OnesLike: () => OnesLike, - Optimizer: () => Optimizer, - Pack: () => Pack, - PadV2: () => PadV2, - Pool: () => Pool, - Pow: () => Pow, - Prelu: () => Prelu, - Prod: () => Prod, - RMSPropOptimizer: () => RMSPropOptimizer, - RNN: () => RNN, - Range: () => Range, - Rank: () => Rank, - Real: () => Real, - RealDiv: () => RealDiv, - Reciprocal: () => Reciprocal, - Reduction: () => Reduction, - Relu: () => Relu, - Relu6: () => Relu6, - Reshape: () => Reshape, - ResizeBilinear: () => ResizeBilinear, - ResizeBilinearGrad: () => ResizeBilinearGrad, - ResizeNearestNeighbor: () => ResizeNearestNeighbor, - ResizeNearestNeighborGrad: () => ResizeNearestNeighborGrad, - Reverse: () => Reverse, - RotateWithOffset: () => RotateWithOffset, - Round: () => Round, - Rsqrt: () => Rsqrt, - SGDOptimizer: () => SGDOptimizer, - ScatterNd: () => ScatterNd, - Select: () => Select, - Selu: () => Selu, - Sequential: () => Sequential, - Sigmoid: () => Sigmoid, - Sign: () => Sign, - Sin: () => Sin, - Sinh: () => Sinh, - Slice: () => Slice, - Softmax: () => Softmax, - Softplus: () => Softplus, - SpaceToBatchND: () => SpaceToBatchND, - SparseToDense: () => SparseToDense, - SplitV: () => SplitV, - Sqrt: () => Sqrt, - Square: () => Square, - SquaredDifference: () => SquaredDifference, - Step: () => Step, - StridedSlice: () => StridedSlice, - Sub: () => Sub, - Sum: () => Sum, - SymbolicTensor: () => SymbolicTensor, - Tan: () => Tan, - Tanh: () => Tanh, - Tensor: () => Tensor, - TensorBuffer: () => TensorBuffer, - Tile: () => Tile, - TopK: () => TopK, - Transform: () => Transform, - Transpose: () => Transpose, - Unique: () => Unique, - Unpack: () => Unpack, - UnsortedSegmentSum: () => UnsortedSegmentSum, - Variable: () => Variable, - ZerosLike: () => ZerosLike, - _FusedMatMul: () => _FusedMatMul, - abs: () => abs, - acos: () => acos, - acosh: () => acosh, - add: () => add2, - addN: () => addN, - all: () => all, - any: () => any, - argMax: () => argMax, - argMin: () => argMin, - asin: () => asin, - asinh: () => asinh, - atan: () => atan, - atan2: () => atan2, - atanh: () => atanh, - avgPool: () => avgPool, - avgPool3d: () => avgPool3d, - backend: () => backend, - backend_util: () => backend_util_exports, - basicLSTMCell: () => basicLSTMCell, - batchNorm: () => batchNorm, - batchNorm2d: () => batchNorm2d, - batchNorm3d: () => batchNorm3d, - batchNorm4d: () => batchNorm4d, - batchToSpaceND: () => batchToSpaceND, - bincount: () => bincount, - booleanMaskAsync: () => booleanMaskAsync, - broadcastTo: () => broadcastTo, - browser: () => browser_exports, - buffer: () => buffer, - callbacks: () => callbacks, - cast: () => cast, - ceil: () => ceil, - clipByValue: () => clipByValue, - clone: () => clone, - complex: () => complex, - concat: () => concat, - concat1d: () => concat1d, - concat2d: () => concat2d, - concat3d: () => concat3d, - concat4d: () => concat4d, - constraints: () => exports_constraints_exports, - conv1d: () => conv1d, - conv2d: () => conv2d, - conv2dTranspose: () => conv2dTranspose, - conv3d: () => conv3d, - conv3dTranspose: () => conv3dTranspose, - copyRegisteredKernels: () => copyRegisteredKernels, - cos: () => cos, - cosh: () => cosh, - cosineWindow: () => cosineWindow, - cumsum: () => cumsum, - customGrad: () => customGrad, - data: () => dist_exports, - denseBincount: () => denseBincount, - deprecationWarn: () => deprecationWarn, - depthToSpace: () => depthToSpace, - depthwiseConv2d: () => depthwiseConv2d, - deregisterOp: () => deregisterOp, - device_util: () => device_util_exports, - diag: () => diag, - dilation2d: () => dilation2d, - disableDeprecationWarnings: () => disableDeprecationWarnings, - dispose: () => dispose, - disposeVariables: () => disposeVariables, - div: () => div, - divNoNan: () => divNoNan, - dot: () => dot, - dropout: () => dropout, - elu: () => elu, - enableDebugMode: () => enableDebugMode, - enableProdMode: () => enableProdMode, - enclosingPowerOfTwo: () => enclosingPowerOfTwo, - engine: () => engine, - env: () => env, - equal: () => equal, - erf: () => erf, - exp: () => exp, - expandDims: () => expandDims, - expm1: () => expm1, - eye: () => eye, - fft: () => fft, - fill: () => fill, - findBackend: () => findBackend, - findBackendFactory: () => findBackendFactory, - floor: () => floor, - floorDiv: () => floorDiv, - forceHalfFloat: () => forceHalfFloat, - fused: () => fused_ops_exports, - gather: () => gather, - gatherND: () => gatherND, - gather_util: () => gather_nd_util_exports, - getBackend: () => getBackend, - getGradient: () => getGradient, - getKernel: () => getKernel, - getKernelsForBackend: () => getKernelsForBackend, - gpgpu_util: () => gpgpu_util_exports, - grad: () => grad, - grads: () => grads, - greater: () => greater, - greaterEqual: () => greaterEqual, - ifft: () => ifft, - imag: () => imag, - image: () => image, - inTopKAsync: () => inTopKAsync, - initializers: () => exports_initializers_exports, - input: () => input, - io: () => io_exports, - irfft: () => irfft, - isFinite: () => isFinite2, - isInf: () => isInf, - isNaN: () => isNaN2, - keep: () => keep, - kernel_impls: () => kernel_impls_exports, - layers: () => exports_layers_exports, - leakyRelu: () => leakyRelu, - less: () => less, - lessEqual: () => lessEqual, - linalg: () => linalg, - linspace: () => linspace, - loadGraphModel: () => loadGraphModel, - loadLayersModel: () => loadLayersModel, - localResponseNormalization: () => localResponseNormalization, - log: () => log2, - log1p: () => log1p, - logSigmoid: () => logSigmoid, - logSoftmax: () => logSoftmax, - logSumExp: () => logSumExp, - logicalAnd: () => logicalAnd, - logicalNot: () => logicalNot, - logicalOr: () => logicalOr, - logicalXor: () => logicalXor, - losses: () => losses, - matMul: () => matMul, - math: () => math_exports, - max: () => max, - maxPool: () => maxPool, - maxPool3d: () => maxPool3d, - maxPoolWithArgmax: () => maxPoolWithArgmax, - maximum: () => maximum, - mean: () => mean, - memory: () => memory, - metrics: () => exports_metrics_exports, - min: () => min, - minimum: () => minimum, - mirrorPad: () => mirrorPad, - mod: () => mod, - model: () => model, - models: () => exports_models_exports, - moments: () => moments, - movingAverage: () => movingAverage, - mul: () => mul, - multiRNNCell: () => multiRNNCell, - multinomial: () => multinomial, - neg: () => neg, - nextFrame: () => nextFrame, - norm: () => norm, - notEqual: () => notEqual, - oneHot: () => oneHot, - ones: () => ones2, - onesLike: () => onesLike, - op: () => op, - outerProduct: () => outerProduct, - pad: () => pad, - pad1d: () => pad1d, - pad2d: () => pad2d, - pad3d: () => pad3d, - pad4d: () => pad4d, - pool: () => pool, - pow: () => pow, - prelu: () => prelu, - print: () => print2, - prod: () => prod, - profile: () => profile, - rand: () => rand, - randomGamma: () => randomGamma, - randomNormal: () => randomNormal, - randomUniform: () => randomUniform, - range: () => range, - ready: () => ready, - real: () => real, - reciprocal: () => reciprocal, - registerBackend: () => registerBackend, - registerCallbackConstructor: () => registerCallbackConstructor, - registerGradient: () => registerGradient, - registerKernel: () => registerKernel, - registerOp: () => registerOp, - regularizers: () => exports_regularizers_exports, - relu: () => relu, - relu6: () => relu6, - removeBackend: () => removeBackend, - reshape: () => reshape, - reverse: () => reverse, - reverse1d: () => reverse1d, - reverse2d: () => reverse2d, - reverse3d: () => reverse3d, - reverse4d: () => reverse4d, - rfft: () => rfft, - round: () => round2, - rsqrt: () => rsqrt, - scalar: () => scalar, - scatterND: () => scatterND, - scatter_util: () => scatter_nd_util_exports, - selu: () => selu, - separableConv2d: () => separableConv2d, - sequential: () => sequential, - serialization: () => serialization_exports, - setBackend: () => setBackend, - setPlatform: () => setPlatform, - setWasmPath: () => setWasmPath, - setWasmPaths: () => setWasmPaths, - setWebGLContext: () => setWebGLContext, - setdiff1dAsync: () => setdiff1dAsync, - shared: () => shared_exports, - sigmoid: () => sigmoid, - sign: () => sign, - signal: () => signal, - sin: () => sin, - sinh: () => sinh, - slice: () => slice, - slice1d: () => slice1d, - slice2d: () => slice2d, - slice3d: () => slice3d, - slice4d: () => slice4d, - slice_util: () => slice_util_exports, - softmax: () => softmax, - softplus: () => softplus, - spaceToBatchND: () => spaceToBatchND, - sparseToDense: () => sparseToDense, - spectral: () => spectral, - split: () => split, - sqrt: () => sqrt, - square: () => square, - squaredDifference: () => squaredDifference, - squeeze: () => squeeze, - stack: () => stack, - step: () => step, - stridedSlice: () => stridedSlice, - sub: () => sub, - sum: () => sum2, - sumOutType: () => sumOutType, - tan: () => tan, - tanh: () => tanh2, - tensor: () => tensor, - tensor1d: () => tensor1d, - tensor2d: () => tensor2d, - tensor3d: () => tensor3d, - tensor4d: () => tensor4d, - tensor5d: () => tensor5d, - tensor6d: () => tensor6d, - tensor_util: () => tensor_util_exports, - test_util: () => test_util_exports, - tidy: () => tidy, - tile: () => tile, - time: () => time, - topk: () => topk, - train: () => train, - transpose: () => transpose, - truncatedNormal: () => truncatedNormal, - unique: () => unique, - unregisterGradient: () => unregisterGradient, - unregisterKernel: () => unregisterKernel, - unsortedSegmentSum: () => unsortedSegmentSum, - unstack: () => unstack, - upcastType: () => upcastType, - util: () => util_exports, - valueAndGrad: () => valueAndGrad, - valueAndGrads: () => valueAndGrads, - variable: () => variable, - variableGrads: () => variableGrads, - version: () => version13, - version_converter: () => version11, - version_core: () => version6, - version_cpu: () => version7, - version_layers: () => version10, - version_wasm: () => version9, - version_webgl: () => version8, - webgl: () => webgl, - webgl_util: () => webgl_util_exports, - where: () => where, - whereAsync: () => whereAsync, - zeros: () => zeros, - zerosLike: () => zerosLike -}); -var __create = Object.create; -var __defProp2 = Object.defineProperty; -var __getProtoOf = Object.getPrototypeOf; -var __hasOwnProp = Object.prototype.hasOwnProperty; -var __getOwnPropNames = Object.getOwnPropertyNames; -var __getOwnPropDesc = Object.getOwnPropertyDescriptor; -var __markAsModule = (target) => __defProp2(target, "__esModule", {value: true}); -var __commonJS = (cb, mod42) => () => (mod42 || cb((mod42 = {exports: {}}).exports, mod42), mod42.exports); -var __export2 = (target, all42) => { - for (var name in all42) - __defProp2(target, name, {get: all42[name], enumerable: true}); -}; -var __exportStar = (target, module, desc) => { - if (module && typeof module === "object" || typeof module === "function") { - for (let key of __getOwnPropNames(module)) - if (!__hasOwnProp.call(target, key) && key !== "default") - __defProp2(target, key, {get: () => module[key], enumerable: !(desc = __getOwnPropDesc(module, key)) || desc.enumerable}); - } - return target; -}; -var __toModule = (module) => { - return __exportStar(__markAsModule(__defProp2(module != null ? __create(__getProtoOf(module)) : {}, "default", module && module.__esModule && "default" in module ? {get: () => module.default, enumerable: true} : {value: module, enumerable: true})), module); -}; -var require_browser = __commonJS(() => { -}); -var require_alea = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data2) { - data2 = data2.toString(); - for (var i = 0; i < data2.length; i++) { - n += data2.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xor128 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xorwow = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xorshift7 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xor4096 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_tychei = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_crypto = __commonJS(() => { -}); -var require_seedrandom = __commonJS((exports, module) => { - (function(pool3, math) { - var global2 = this, width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - math["seed" + rngname] = seedrandom5; - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } - })([], Math); -}); -var require_seedrandom2 = __commonJS((exports, module) => { - var alea5 = require_alea(); - var xor128 = require_xor128(); - var xorwow = require_xorwow(); - var xorshift7 = require_xorshift7(); - var xor4096 = require_xor4096(); - var tychei = require_tychei(); - var sr = require_seedrandom(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; -}); -var require_path = __commonJS(() => { -}); -var require_worker_threads = __commonJS(() => { -}); -var require_perf_hooks = __commonJS(() => { -}); -var require_tfjs_backend_wasm_threaded_simd = __commonJS((exports, module) => { - var WasmBackendModuleThreadedSimd = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModuleThreadedSimd2) { - WasmBackendModuleThreadedSimd2 = WasmBackendModuleThreadedSimd2 || {}; - function GROWABLE_HEAP_I8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP8; - } - function GROWABLE_HEAP_U8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU8; - } - function GROWABLE_HEAP_I32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP32; - } - function GROWABLE_HEAP_U32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU32; - } - function GROWABLE_HEAP_F64() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPF64; - } - var Module = typeof WasmBackendModuleThreadedSimd2 !== "undefined" ? WasmBackendModuleThreadedSimd2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var ENVIRONMENT_IS_PTHREAD = Module["ENVIRONMENT_IS_PTHREAD"] || false; - if (ENVIRONMENT_IS_PTHREAD) { - buffer2 = Module["buffer"]; - } - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - var nodeWorkerThreads; - try { - nodeWorkerThreads = require_worker_threads(); - } catch (e) { - console.error('The "worker_threads" module is not supported in this node.js build - perhaps a newer version is needed?'); - throw e; - } - global.Worker = nodeWorkerThreads.Worker; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data2; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data2 = read(f, "binary"); - assert3(typeof data2 === "object"); - return data2; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (typeof _scriptDir !== "undefined" && _scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - if (ENVIRONMENT_IS_NODE) { - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - } else { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - if (ENVIRONMENT_IS_NODE) { - if (typeof performance === "undefined") { - global.performance = require_perf_hooks().performance; - } - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var Atomics_load = Atomics.load; - var Atomics_store = Atomics.store; - var Atomics_compareExchange = Atomics.compareExchange; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var wasmModule; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var str = ""; - while (!(idx >= endIdx)) { - var u0 = heap[idx++]; - if (!u0) - return str; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(GROWABLE_HEAP_U8(), ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, GROWABLE_HEAP_U8(), outPtr, maxBytesToWrite); - } - function lengthBytesUTF8(str) { - var len = 0; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) - u = 65536 + ((u & 1023) << 10) | str.charCodeAt(++i) & 1023; - if (u <= 127) - ++len; - else if (u <= 2047) - len += 2; - else if (u <= 65535) - len += 3; - else - len += 4; - } - return len; - } - function writeArrayToMemory(array2, buffer3) { - GROWABLE_HEAP_I8().set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - if (ENVIRONMENT_IS_PTHREAD) { - wasmMemory = Module["wasmMemory"]; - buffer2 = Module["buffer"]; - } else { - if (Module["wasmMemory"]) { - wasmMemory = Module["wasmMemory"]; - } else { - wasmMemory = new WebAssembly.Memory({initial: INITIAL_MEMORY / 65536, maximum: 2147483648 / 65536, shared: true}); - if (!(wasmMemory.buffer instanceof SharedArrayBuffer)) { - err("requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag"); - if (ENVIRONMENT_IS_NODE) { - console.log("(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)"); - } - throw Error("bad memory"); - } - } - } - if (wasmMemory) { - buffer2 = wasmMemory.buffer; - } - INITIAL_MEMORY = buffer2.byteLength; - updateGlobalBufferAndViews(buffer2); - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATEXIT__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - var runtimeExited = false; - if (!ENVIRONMENT_IS_PTHREAD) - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - if (ENVIRONMENT_IS_PTHREAD) - runtimeInitialized = true; - function preRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - if (ENVIRONMENT_IS_PTHREAD) - return; - callRuntimeCallbacks(__ATMAIN__); - } - function exitRuntime() { - if (ENVIRONMENT_IS_PTHREAD) - return; - runtimeExited = true; - } - function postRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - assert3(!ENVIRONMENT_IS_PTHREAD, "addRunDependency cannot be used in a pthread worker"); - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - if (ENVIRONMENT_IS_PTHREAD) - console.error("Pthread aborting at " + new Error().stack); - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm-threaded-simd.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info2 = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmTable = Module["asm"]["F"]; - wasmModule = module2; - if (!ENVIRONMENT_IS_PTHREAD) { - var numWorkersToLoad = PThread.unusedWorkers.length; - PThread.unusedWorkers.forEach(function(w) { - PThread.loadWasmModuleToWorker(w, function() { - if (!--numWorkersToLoad) - removeRunDependency("wasm-instantiate"); - }); - }); - } - } - if (!ENVIRONMENT_IS_PTHREAD) { - addRunDependency("wasm-instantiate"); - } - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"], output["module"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info2); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info2); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info2, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - var ASM_CONSTS = {8991: function($0, $1) { - setTimeout(function() { - __emscripten_do_dispatch_to_thread($0, $1); - }, 0); - }}; - function initPthreadsJS() { - PThread.initRuntime(); - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _emscripten_futex_wake(addr, count2) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true || count2 < 0) - return -28; - if (count2 == 0) - return 0; - if (count2 >= 2147483647) - count2 = Infinity; - var mainThreadWaitAddress = Atomics.load(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2); - var mainThreadWoken = 0; - if (mainThreadWaitAddress == addr) { - var loadedAddr = Atomics.compareExchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, mainThreadWaitAddress, 0); - if (loadedAddr == mainThreadWaitAddress) { - --count2; - mainThreadWoken = 1; - if (count2 <= 0) - return 1; - } - } - var ret = Atomics.notify(GROWABLE_HEAP_I32(), addr >> 2, count2); - if (ret >= 0) - return ret + mainThreadWoken; - throw "Atomics.notify returned an unexpected value " + ret; - } - Module["_emscripten_futex_wake"] = _emscripten_futex_wake; - function killThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! killThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in killThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.terminate(); - PThread.freeThreadData(pthread); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker), 1); - pthread.worker.pthread = void 0; - } - function cancelThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cancelThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cancelThread!"; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.postMessage({cmd: "cancel"}); - } - function cleanupThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cleanupThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cleanupThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - if (pthread) { - var worker = pthread.worker; - PThread.returnWorkerToPool(worker); - } - } - var PThread = {unusedWorkers: [], runningWorkers: [], initMainThreadBlock: function() { - var pthreadPoolSize = 8; - for (var i = 0; i < pthreadPoolSize; ++i) { - PThread.allocateUnusedWorker(); - } - }, initRuntime: function() { - var tb = _malloc(228); - for (var i = 0; i < 228 / 4; ++i) - GROWABLE_HEAP_U32()[tb / 4 + i] = 0; - GROWABLE_HEAP_I32()[tb + 12 >> 2] = tb; - var headPtr = tb + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var tlsMemory = _malloc(512); - for (var i = 0; i < 128; ++i) - GROWABLE_HEAP_U32()[tlsMemory / 4 + i] = 0; - Atomics.store(GROWABLE_HEAP_U32(), tb + 100 >> 2, tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tb + 40 >> 2, tb); - __emscripten_thread_init(tb, !ENVIRONMENT_IS_WORKER, 1); - _emscripten_register_main_browser_thread_id(tb); - }, initWorker: function() { - }, pthreads: {}, threadExitHandlers: [], setThreadStatus: function() { - }, runExitHandlers: function() { - while (PThread.threadExitHandlers.length > 0) { - PThread.threadExitHandlers.pop()(); - } - if (ENVIRONMENT_IS_PTHREAD && _pthread_self()) - ___pthread_tsd_run_dtors(); - }, threadExit: function(exitCode) { - var tb = _pthread_self(); - if (tb) { - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, exitCode); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 56 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 60 >> 2, 0); - PThread.runExitHandlers(); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exit"}); - } - } - }, threadCancel: function() { - PThread.runExitHandlers(); - var tb = _pthread_self(); - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, -1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - postMessage({cmd: "cancelDone"}); - }, terminateAllThreads: function() { - for (var t in PThread.pthreads) { - var pthread = PThread.pthreads[t]; - if (pthread && pthread.worker) { - PThread.returnWorkerToPool(pthread.worker); - } - } - PThread.pthreads = {}; - for (var i = 0; i < PThread.unusedWorkers.length; ++i) { - var worker = PThread.unusedWorkers[i]; - worker.terminate(); - } - PThread.unusedWorkers = []; - for (var i = 0; i < PThread.runningWorkers.length; ++i) { - var worker = PThread.runningWorkers[i]; - var pthread = worker.pthread; - PThread.freeThreadData(pthread); - worker.terminate(); - } - PThread.runningWorkers = []; - }, freeThreadData: function(pthread) { - if (!pthread) - return; - if (pthread.threadInfoStruct) { - var tlsMemory = GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2]; - GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2] = 0; - _free(tlsMemory); - _free(pthread.threadInfoStruct); - } - pthread.threadInfoStruct = 0; - if (pthread.allocatedOwnStack && pthread.stackBase) - _free(pthread.stackBase); - pthread.stackBase = 0; - if (pthread.worker) - pthread.worker.pthread = null; - }, returnWorkerToPool: function(worker) { - PThread.runWithoutMainThreadQueuedCalls(function() { - delete PThread.pthreads[worker.pthread.threadInfoStruct]; - PThread.unusedWorkers.push(worker); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker), 1); - PThread.freeThreadData(worker.pthread); - worker.pthread = void 0; - }); - }, runWithoutMainThreadQueuedCalls: function(func2) { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 0; - try { - func2(); - } finally { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 1; - } - }, receiveObjectTransfer: function(data2) { - }, loadWasmModuleToWorker: function(worker, onFinishedLoading) { - worker.onmessage = function(e) { - var d = e["data"]; - var cmd = d["cmd"]; - if (worker.pthread) - PThread.currentProxiedOperationCallerThread = worker.pthread.threadInfoStruct; - if (d["targetThread"] && d["targetThread"] != _pthread_self()) { - var thread = PThread.pthreads[d.targetThread]; - if (thread) { - thread.worker.postMessage(e.data, d["transferList"]); - } else { - console.error('Internal error! Worker sent a message "' + cmd + '" to target pthread ' + d["targetThread"] + ", but that thread no longer exists!"); - } - PThread.currentProxiedOperationCallerThread = void 0; - return; - } - if (cmd === "processQueuedMainThreadWork") { - _emscripten_main_thread_process_queued_calls(); - } else if (cmd === "spawnThread") { - spawnThread(e.data); - } else if (cmd === "cleanupThread") { - cleanupThread(d["thread"]); - } else if (cmd === "killThread") { - killThread(d["thread"]); - } else if (cmd === "cancelThread") { - cancelThread(d["thread"]); - } else if (cmd === "loaded") { - worker.loaded = true; - if (onFinishedLoading) - onFinishedLoading(worker); - if (worker.runPthread) { - worker.runPthread(); - delete worker.runPthread; - } - } else if (cmd === "print") { - out("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "printErr") { - err("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "alert") { - alert("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "exit") { - var detached = worker.pthread && Atomics.load(GROWABLE_HEAP_U32(), worker.pthread.threadInfoStruct + 64 >> 2); - if (detached) { - PThread.returnWorkerToPool(worker); - } - } else if (cmd === "exitProcess") { - try { - exit(d["returnCode"]); - } catch (e2) { - if (e2 instanceof ExitStatus) - return; - throw e2; - } - } else if (cmd === "cancelDone") { - PThread.returnWorkerToPool(worker); - } else if (cmd === "objectTransfer") { - PThread.receiveObjectTransfer(e.data); - } else if (e.data.target === "setimmediate") { - worker.postMessage(e.data); - } else { - err("worker sent an unknown command " + cmd); - } - PThread.currentProxiedOperationCallerThread = void 0; - }; - worker.onerror = function(e) { - err("pthread sent an error! " + e.filename + ":" + e.lineno + ": " + e.message); - }; - if (ENVIRONMENT_IS_NODE) { - worker.on("message", function(data2) { - worker.onmessage({data: data2}); - }); - worker.on("error", function(data2) { - worker.onerror(data2); - }); - worker.on("exit", function(data2) { - }); - } - worker.postMessage({cmd: "load", urlOrBlob: Module["mainScriptUrlOrBlob"] || _scriptDir, wasmMemory, wasmModule}); - }, allocateUnusedWorker: function() { - var pthreadMainJs = locateFile("tfjs-backend-wasm-threaded-simd.worker.js"); - PThread.unusedWorkers.push(new Worker(pthreadMainJs)); - }, getNewWorker: function() { - if (PThread.unusedWorkers.length == 0) { - PThread.allocateUnusedWorker(); - PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0]); - } - if (PThread.unusedWorkers.length > 0) - return PThread.unusedWorkers.pop(); - else - return null; - }, busySpinWait: function(msecs) { - var t = performance.now() + msecs; - while (performance.now() < t) { - } - }}; - function establishStackSpace(stackTop, stackMax) { - _emscripten_stack_set_limits(stackTop, stackMax); - stackRestore(stackTop); - } - Module["establishStackSpace"] = establishStackSpace; - function getNoExitRuntime() { - return noExitRuntime; - } - Module["getNoExitRuntime"] = getNoExitRuntime; - function invokeEntryPoint(ptr, arg) { - return wasmTable.get(ptr)(arg); - } - Module["invokeEntryPoint"] = invokeEntryPoint; - function ___assert_fail(condition, filename, line, func2) { - abort("Assertion failed: " + UTF8ToString(condition) + ", at: " + [filename ? UTF8ToString(filename) : "unknown filename", line, func2 ? UTF8ToString(func2) : "unknown function"]); - } - function ___call_main(argc, argv) { - var returnCode = _main(argc, argv); - } - var _emscripten_get_now; - if (ENVIRONMENT_IS_NODE) { - _emscripten_get_now = function() { - var t = process["hrtime"](); - return t[0] * 1e3 + t[1] / 1e6; - }; - } else if (ENVIRONMENT_IS_PTHREAD) { - _emscripten_get_now = function() { - return performance.now() - Module["__performance_now_clock_drift"]; - }; - } else if (typeof dateNow !== "undefined") { - _emscripten_get_now = dateNow; - } else - _emscripten_get_now = function() { - return performance.now(); - }; - function setErrNo(value) { - GROWABLE_HEAP_I32()[___errno_location() >> 2] = value; - return value; - } - function _atexit(func2, arg) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(1, 1, func2, arg); - } - function __emscripten_notify_thread_queue(targetThreadId, mainThreadId) { - if (targetThreadId == mainThreadId) { - postMessage({cmd: "processQueuedMainThreadWork"}); - } else if (ENVIRONMENT_IS_PTHREAD) { - postMessage({targetThread: targetThreadId, cmd: "processThreadQueue"}); - } else { - var pthread = PThread.pthreads[targetThreadId]; - var worker = pthread && pthread.worker; - if (!worker) { - return; - } - worker.postMessage({cmd: "processThreadQueue"}); - } - return 1; - } - function _abort() { - abort(); - } - function _emscripten_asm_const_int(code, sigPtr, argbuf) { - var args = readAsmConstArgs(sigPtr, argbuf); - return ASM_CONSTS[code].apply(null, args); - } - function _emscripten_conditional_set_current_thread_status(expectedStatus, newStatus) { - } - function _emscripten_futex_wait(addr, val, timeout) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true) - return -28; - if (!ENVIRONMENT_IS_WEB) { - var ret = Atomics.wait(GROWABLE_HEAP_I32(), addr >> 2, val, timeout); - if (ret === "timed-out") - return -73; - if (ret === "not-equal") - return -6; - if (ret === "ok") - return 0; - throw "Atomics.wait returned an unexpected value " + ret; - } else { - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - var tNow = performance.now(); - var tEnd = tNow + timeout; - var lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - while (1) { - tNow = performance.now(); - if (tNow > tEnd) { - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - return -73; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - if (lastAddr == 0) { - break; - } - _emscripten_main_thread_process_queued_calls(); - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - } - return 0; - } - } - function _emscripten_memcpy_big(dest, src, num) { - GROWABLE_HEAP_U8().copyWithin(dest, src, src + num); - } - function _emscripten_num_logical_cores() { - if (ENVIRONMENT_IS_NODE) - return require("os").cpus().length; - return navigator["hardwareConcurrency"]; - } - function _emscripten_proxy_to_main_thread_js(index, sync) { - var numCallArgs = arguments.length - 2; - var stack2 = stackSave(); - var serializedNumCallArgs = numCallArgs; - var args = stackAlloc(serializedNumCallArgs * 8); - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - var arg = arguments[2 + i]; - GROWABLE_HEAP_F64()[b + i] = arg; - } - var ret = _emscripten_run_in_main_runtime_thread_js(index, serializedNumCallArgs, args, sync); - stackRestore(stack2); - return ret; - } - var _emscripten_receive_on_main_thread_js_callArgs = []; - var readAsmConstArgsArray = []; - function readAsmConstArgs(sigPtr, buf) { - readAsmConstArgsArray.length = 0; - var ch; - buf >>= 2; - while (ch = GROWABLE_HEAP_U8()[sigPtr++]) { - var double = ch < 105; - if (double && buf & 1) - buf++; - readAsmConstArgsArray.push(double ? GROWABLE_HEAP_F64()[buf++ >> 1] : GROWABLE_HEAP_I32()[buf]); - ++buf; - } - return readAsmConstArgsArray; - } - function _emscripten_receive_on_main_thread_js(index, numCallArgs, args) { - _emscripten_receive_on_main_thread_js_callArgs.length = numCallArgs; - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - _emscripten_receive_on_main_thread_js_callArgs[i] = GROWABLE_HEAP_F64()[b + i]; - } - var isEmAsmConst = index < 0; - var func2 = !isEmAsmConst ? proxiedFunctionTable[index] : ASM_CONSTS[-index - 1]; - return func2.apply(null, _emscripten_receive_on_main_thread_js_callArgs); - } - function _emscripten_get_heap_size() { - return GROWABLE_HEAP_U8().length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - if (requestedSize <= oldSize) { - return false; - } - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var JSEvents = {inEventHandler: 0, removeAllEventListeners: function() { - for (var i = JSEvents.eventHandlers.length - 1; i >= 0; --i) { - JSEvents._removeHandler(i); - } - JSEvents.eventHandlers = []; - JSEvents.deferredCalls = []; - }, registerRemoveEventListeners: function() { - if (!JSEvents.removeEventListenersRegistered) { - __ATEXIT__.push(JSEvents.removeAllEventListeners); - JSEvents.removeEventListenersRegistered = true; - } - }, deferredCalls: [], deferCall: function(targetFunction, precedence, argsList) { - function arraysHaveEqualContent(arrA, arrB) { - if (arrA.length != arrB.length) - return false; - for (var i2 in arrA) { - if (arrA[i2] != arrB[i2]) - return false; - } - return true; - } - for (var i in JSEvents.deferredCalls) { - var call = JSEvents.deferredCalls[i]; - if (call.targetFunction == targetFunction && arraysHaveEqualContent(call.argsList, argsList)) { - return; - } - } - JSEvents.deferredCalls.push({targetFunction, precedence, argsList}); - JSEvents.deferredCalls.sort(function(x, y) { - return x.precedence < y.precedence; - }); - }, removeDeferredCalls: function(targetFunction) { - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - if (JSEvents.deferredCalls[i].targetFunction == targetFunction) { - JSEvents.deferredCalls.splice(i, 1); - --i; - } - } - }, canPerformEventHandlerRequests: function() { - return JSEvents.inEventHandler && JSEvents.currentEventHandler.allowsDeferredCalls; - }, runDeferredCalls: function() { - if (!JSEvents.canPerformEventHandlerRequests()) { - return; - } - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - var call = JSEvents.deferredCalls[i]; - JSEvents.deferredCalls.splice(i, 1); - --i; - call.targetFunction.apply(null, call.argsList); - } - }, eventHandlers: [], removeAllHandlersOnTarget: function(target, eventTypeString) { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == target && (!eventTypeString || eventTypeString == JSEvents.eventHandlers[i].eventTypeString)) { - JSEvents._removeHandler(i--); - } - } - }, _removeHandler: function(i) { - var h = JSEvents.eventHandlers[i]; - h.target.removeEventListener(h.eventTypeString, h.eventListenerFunc, h.useCapture); - JSEvents.eventHandlers.splice(i, 1); - }, registerOrRemoveHandler: function(eventHandler) { - var jsEventHandler = function jsEventHandler2(event) { - ++JSEvents.inEventHandler; - JSEvents.currentEventHandler = eventHandler; - JSEvents.runDeferredCalls(); - eventHandler.handlerFunc(event); - JSEvents.runDeferredCalls(); - --JSEvents.inEventHandler; - }; - if (eventHandler.callbackfunc) { - eventHandler.eventListenerFunc = jsEventHandler; - eventHandler.target.addEventListener(eventHandler.eventTypeString, jsEventHandler, eventHandler.useCapture); - JSEvents.eventHandlers.push(eventHandler); - JSEvents.registerRemoveEventListeners(); - } else { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == eventHandler.target && JSEvents.eventHandlers[i].eventTypeString == eventHandler.eventTypeString) { - JSEvents._removeHandler(i--); - } - } - } - }, queueEventHandlerOnThread_iiii: function(targetThread, eventHandlerFunc, eventTypeId, eventData, userData) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - GROWABLE_HEAP_I32()[varargs >> 2] = eventTypeId; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = eventData; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = userData; - __emscripten_call_on_thread(0, targetThread, 637534208, eventHandlerFunc, eventData, varargs); - stackRestore(stackTop); - }, getTargetThreadForEventCallback: function(targetThread) { - switch (targetThread) { - case 1: - return 0; - case 2: - return PThread.currentProxiedOperationCallerThread; - default: - return targetThread; - } - }, getNodeNameForTarget: function(target) { - if (!target) - return ""; - if (target == window) - return "#window"; - if (target == screen) - return "#screen"; - return target && target.nodeName ? target.nodeName : ""; - }, fullscreenEnabled: function() { - return document.fullscreenEnabled || document.webkitFullscreenEnabled; - }}; - function stringToNewUTF8(jsString) { - var length = lengthBytesUTF8(jsString) + 1; - var cString = _malloc(length); - stringToUTF8(jsString, cString, length); - return cString; - } - function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - var targetCanvasPtr = 0; - if (targetCanvas) { - targetCanvasPtr = stringToNewUTF8(targetCanvas); - } - GROWABLE_HEAP_I32()[varargs >> 2] = targetCanvasPtr; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = width; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = height; - __emscripten_call_on_thread(0, targetThread, 657457152, 0, targetCanvasPtr, varargs); - stackRestore(stackTop); - } - function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, targetCanvas, width, height) { - targetCanvas = targetCanvas ? UTF8ToString(targetCanvas) : ""; - _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height); - } - function maybeCStringToJsString(cString) { - return cString > 2 ? UTF8ToString(cString) : cString; - } - var specialHTMLTargets = [0, typeof document !== "undefined" ? document : 0, typeof window !== "undefined" ? window : 0]; - function findEventTarget(target) { - target = maybeCStringToJsString(target); - var domElement = specialHTMLTargets[target] || (typeof document !== "undefined" ? document.querySelector(target) : void 0); - return domElement; - } - function findCanvasEventTarget(target) { - return findEventTarget(target); - } - function _emscripten_set_canvas_element_size_calling_thread(target, width, height) { - var canvas2 = findCanvasEventTarget(target); - if (!canvas2) - return -4; - if (canvas2.canvasSharedPtr) { - GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr >> 2] = width; - GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr + 4 >> 2] = height; - } - if (canvas2.offscreenCanvas || !canvas2.controlTransferredOffscreen) { - if (canvas2.offscreenCanvas) - canvas2 = canvas2.offscreenCanvas; - var autoResizeViewport = false; - if (canvas2.GLctxObject && canvas2.GLctxObject.GLctx) { - var prevViewport = canvas2.GLctxObject.GLctx.getParameter(2978); - autoResizeViewport = prevViewport[0] === 0 && prevViewport[1] === 0 && prevViewport[2] === canvas2.width && prevViewport[3] === canvas2.height; - } - canvas2.width = width; - canvas2.height = height; - if (autoResizeViewport) { - canvas2.GLctxObject.GLctx.viewport(0, 0, width, height); - } - } else if (canvas2.canvasSharedPtr) { - var targetThread = GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr + 8 >> 2]; - _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, target, width, height); - return 1; - } else { - return -4; - } - return 0; - } - function _emscripten_set_canvas_element_size_main_thread(target, width, height) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(2, 1, target, width, height); - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } - function _emscripten_set_canvas_element_size(target, width, height) { - var canvas2 = findCanvasEventTarget(target); - if (canvas2) { - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } else { - return _emscripten_set_canvas_element_size_main_thread(target, width, height); - } - } - function _emscripten_set_current_thread_status(newStatus) { - } - function _emscripten_set_thread_name(threadId, name) { - } - function __webgl_enable_ANGLE_instanced_arrays(ctx) { - var ext = ctx.getExtension("ANGLE_instanced_arrays"); - if (ext) { - ctx["vertexAttribDivisor"] = function(index, divisor) { - ext["vertexAttribDivisorANGLE"](index, divisor); - }; - ctx["drawArraysInstanced"] = function(mode, first, count2, primcount) { - ext["drawArraysInstancedANGLE"](mode, first, count2, primcount); - }; - ctx["drawElementsInstanced"] = function(mode, count2, type, indices, primcount) { - ext["drawElementsInstancedANGLE"](mode, count2, type, indices, primcount); - }; - return 1; - } - } - function __webgl_enable_OES_vertex_array_object(ctx) { - var ext = ctx.getExtension("OES_vertex_array_object"); - if (ext) { - ctx["createVertexArray"] = function() { - return ext["createVertexArrayOES"](); - }; - ctx["deleteVertexArray"] = function(vao) { - ext["deleteVertexArrayOES"](vao); - }; - ctx["bindVertexArray"] = function(vao) { - ext["bindVertexArrayOES"](vao); - }; - ctx["isVertexArray"] = function(vao) { - return ext["isVertexArrayOES"](vao); - }; - return 1; - } - } - function __webgl_enable_WEBGL_draw_buffers(ctx) { - var ext = ctx.getExtension("WEBGL_draw_buffers"); - if (ext) { - ctx["drawBuffers"] = function(n, bufs) { - ext["drawBuffersWEBGL"](n, bufs); - }; - return 1; - } - } - function __webgl_enable_WEBGL_multi_draw(ctx) { - return !!(ctx.multiDrawWebgl = ctx.getExtension("WEBGL_multi_draw")); - } - var GL = {counter: 1, buffers: [], programs: [], framebuffers: [], renderbuffers: [], textures: [], uniforms: [], shaders: [], vaos: [], contexts: {}, offscreenCanvases: {}, timerQueriesEXT: [], programInfos: {}, stringCache: {}, unpackAlignment: 4, recordError: function recordError(errorCode) { - if (!GL.lastError) { - GL.lastError = errorCode; - } - }, getNewId: function(table) { - var ret = GL.counter++; - for (var i = table.length; i < ret; i++) { - table[i] = null; - } - return ret; - }, getSource: function(shader, count2, string, length) { - var source = ""; - for (var i = 0; i < count2; ++i) { - var len = length ? GROWABLE_HEAP_I32()[length + i * 4 >> 2] : -1; - source += UTF8ToString(GROWABLE_HEAP_I32()[string + i * 4 >> 2], len < 0 ? void 0 : len); - } - return source; - }, createContext: function(canvas2, webGLContextAttributes) { - var ctx = canvas2.getContext("webgl", webGLContextAttributes); - if (!ctx) - return 0; - var handle = GL.registerContext(ctx, webGLContextAttributes); - return handle; - }, registerContext: function(ctx, webGLContextAttributes) { - var handle = _malloc(8); - GROWABLE_HEAP_I32()[handle + 4 >> 2] = _pthread_self(); - var context = {handle, attributes: webGLContextAttributes, version: webGLContextAttributes.majorVersion, GLctx: ctx}; - if (ctx.canvas) - ctx.canvas.GLctxObject = context; - GL.contexts[handle] = context; - if (typeof webGLContextAttributes.enableExtensionsByDefault === "undefined" || webGLContextAttributes.enableExtensionsByDefault) { - GL.initExtensions(context); - } - return handle; - }, makeContextCurrent: function(contextHandle) { - GL.currentContext = GL.contexts[contextHandle]; - Module.ctx = GLctx = GL.currentContext && GL.currentContext.GLctx; - return !(contextHandle && !GLctx); - }, getContext: function(contextHandle) { - return GL.contexts[contextHandle]; - }, deleteContext: function(contextHandle) { - if (GL.currentContext === GL.contexts[contextHandle]) - GL.currentContext = null; - if (typeof JSEvents === "object") - JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas); - if (GL.contexts[contextHandle] && GL.contexts[contextHandle].GLctx.canvas) - GL.contexts[contextHandle].GLctx.canvas.GLctxObject = void 0; - _free(GL.contexts[contextHandle].handle); - GL.contexts[contextHandle] = null; - }, initExtensions: function(context) { - if (!context) - context = GL.currentContext; - if (context.initExtensionsDone) - return; - context.initExtensionsDone = true; - var GLctx2 = context.GLctx; - __webgl_enable_ANGLE_instanced_arrays(GLctx2); - __webgl_enable_OES_vertex_array_object(GLctx2); - __webgl_enable_WEBGL_draw_buffers(GLctx2); - GLctx2.disjointTimerQueryExt = GLctx2.getExtension("EXT_disjoint_timer_query"); - __webgl_enable_WEBGL_multi_draw(GLctx2); - var exts = GLctx2.getSupportedExtensions() || []; - exts.forEach(function(ext) { - if (ext.indexOf("lose_context") < 0 && ext.indexOf("debug") < 0) { - GLctx2.getExtension(ext); - } - }); - }, populateUniformTable: function(program) { - var p2 = GL.programs[program]; - var ptable = GL.programInfos[program] = {uniforms: {}, maxUniformLength: 0, maxAttributeLength: -1, maxUniformBlockNameLength: -1}; - var utable = ptable.uniforms; - var numUniforms = GLctx.getProgramParameter(p2, 35718); - for (var i = 0; i < numUniforms; ++i) { - var u = GLctx.getActiveUniform(p2, i); - var name = u.name; - ptable.maxUniformLength = Math.max(ptable.maxUniformLength, name.length + 1); - if (name.slice(-1) == "]") { - name = name.slice(0, name.lastIndexOf("[")); - } - var loc = GLctx.getUniformLocation(p2, name); - if (loc) { - var id = GL.getNewId(GL.uniforms); - utable[name] = [u.size, id]; - GL.uniforms[id] = loc; - for (var j = 1; j < u.size; ++j) { - var n = name + "[" + j + "]"; - loc = GLctx.getUniformLocation(p2, n); - id = GL.getNewId(GL.uniforms); - GL.uniforms[id] = loc; - } - } - } - }}; - var __emscripten_webgl_power_preferences = ["default", "low-power", "high-performance"]; - function _emscripten_webgl_do_create_context(target, attributes) { - var a = attributes >> 2; - var powerPreference = GROWABLE_HEAP_I32()[a + (24 >> 2)]; - var contextAttributes = {alpha: !!GROWABLE_HEAP_I32()[a + (0 >> 2)], depth: !!GROWABLE_HEAP_I32()[a + (4 >> 2)], stencil: !!GROWABLE_HEAP_I32()[a + (8 >> 2)], antialias: !!GROWABLE_HEAP_I32()[a + (12 >> 2)], premultipliedAlpha: !!GROWABLE_HEAP_I32()[a + (16 >> 2)], preserveDrawingBuffer: !!GROWABLE_HEAP_I32()[a + (20 >> 2)], powerPreference: __emscripten_webgl_power_preferences[powerPreference], failIfMajorPerformanceCaveat: !!GROWABLE_HEAP_I32()[a + (28 >> 2)], majorVersion: GROWABLE_HEAP_I32()[a + (32 >> 2)], minorVersion: GROWABLE_HEAP_I32()[a + (36 >> 2)], enableExtensionsByDefault: GROWABLE_HEAP_I32()[a + (40 >> 2)], explicitSwapControl: GROWABLE_HEAP_I32()[a + (44 >> 2)], proxyContextToMainThread: GROWABLE_HEAP_I32()[a + (48 >> 2)], renderViaOffscreenBackBuffer: GROWABLE_HEAP_I32()[a + (52 >> 2)]}; - var canvas2 = findCanvasEventTarget(target); - if (!canvas2) { - return 0; - } - if (contextAttributes.explicitSwapControl) { - return 0; - } - var contextHandle = GL.createContext(canvas2, contextAttributes); - return contextHandle; - } - function _emscripten_webgl_create_context(a0, a12) { - return _emscripten_webgl_do_create_context(a0, a12); - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = GROWABLE_HEAP_I32()[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(3, 1, fd); - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(4, 1, fd, offset_low, offset_high, whence, newOffset); - } - function _fd_write(fd, iov, iovcnt, pnum) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(5, 1, fd, iov, iovcnt, pnum); - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = GROWABLE_HEAP_I32()[iov + i * 8 >> 2]; - var len = GROWABLE_HEAP_I32()[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, GROWABLE_HEAP_U8()[ptr + j]); - } - num += len; - } - GROWABLE_HEAP_I32()[pnum >> 2] = num; - return 0; - } - function _pthread_cleanup_pop(execute2) { - var routine = PThread.threadExitHandlers.pop(); - if (execute2) - routine(); - } - function _pthread_cleanup_push(routine, arg) { - PThread.threadExitHandlers.push(function() { - wasmTable.get(routine)(arg); - }); - } - function spawnThread(threadParams) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! spawnThread() can only ever be called from main application thread!"; - var worker = PThread.getNewWorker(); - if (worker.pthread !== void 0) - throw "Internal error!"; - if (!threadParams.pthread_ptr) - throw "Internal error, no pthread ptr!"; - PThread.runningWorkers.push(worker); - var tlsMemory = _malloc(128 * 4); - for (var i = 0; i < 128; ++i) { - GROWABLE_HEAP_I32()[tlsMemory + i * 4 >> 2] = 0; - } - var stackHigh = threadParams.stackBase + threadParams.stackSize; - var pthread = PThread.pthreads[threadParams.pthread_ptr] = {worker, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize, allocatedOwnStack: threadParams.allocatedOwnStack, threadInfoStruct: threadParams.pthread_ptr}; - var tis = pthread.threadInfoStruct >> 2; - Atomics.store(GROWABLE_HEAP_U32(), tis + (64 >> 2), threadParams.detached); - Atomics.store(GROWABLE_HEAP_U32(), tis + (100 >> 2), tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tis + (40 >> 2), pthread.threadInfoStruct); - Atomics.store(GROWABLE_HEAP_U32(), tis + (80 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (76 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 8 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 12 >> 2), threadParams.detached); - var global_libc = _emscripten_get_global_libc(); - var global_locale = global_libc + 40; - Atomics.store(GROWABLE_HEAP_U32(), tis + (172 >> 2), global_locale); - worker.pthread = pthread; - var msg = {cmd: "run", start_routine: threadParams.startRoutine, arg: threadParams.arg, threadInfoStruct: threadParams.pthread_ptr, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize}; - worker.runPthread = function() { - msg.time = performance.now(); - worker.postMessage(msg, threadParams.transferList); - }; - if (worker.loaded) { - worker.runPthread(); - delete worker.runPthread; - } - } - function _pthread_create(pthread_ptr, attr, start_routine, arg) { - if (typeof SharedArrayBuffer === "undefined") { - err("Current environment does not support SharedArrayBuffer, pthreads are not available!"); - return 6; - } - if (!pthread_ptr) { - err("pthread_create called with a null thread pointer!"); - return 28; - } - var transferList = []; - var error = 0; - if (ENVIRONMENT_IS_PTHREAD && (transferList.length === 0 || error)) { - return _emscripten_sync_run_in_main_thread_4(687865856, pthread_ptr, attr, start_routine, arg); - } - if (error) - return error; - var stackSize = 0; - var stackBase = 0; - var detached = 0; - if (attr && attr != -1) { - stackSize = GROWABLE_HEAP_I32()[attr >> 2]; - stackSize += 81920; - stackBase = GROWABLE_HEAP_I32()[attr + 8 >> 2]; - detached = GROWABLE_HEAP_I32()[attr + 12 >> 2] !== 0; - } else { - stackSize = 2097152; - } - var allocatedOwnStack = stackBase == 0; - if (allocatedOwnStack) { - stackBase = _memalign(16, stackSize); - } else { - stackBase -= stackSize; - assert3(stackBase > 0); - } - var threadInfoStruct = _malloc(228); - for (var i = 0; i < 228 >> 2; ++i) - GROWABLE_HEAP_U32()[(threadInfoStruct >> 2) + i] = 0; - GROWABLE_HEAP_I32()[pthread_ptr >> 2] = threadInfoStruct; - GROWABLE_HEAP_I32()[threadInfoStruct + 12 >> 2] = threadInfoStruct; - var headPtr = threadInfoStruct + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var threadParams = {stackBase, stackSize, allocatedOwnStack, detached, startRoutine: start_routine, pthread_ptr: threadInfoStruct, arg, transferList}; - if (ENVIRONMENT_IS_PTHREAD) { - threadParams.cmd = "spawnThread"; - postMessage(threadParams, transferList); - } else { - spawnThread(threadParams); - } - return 0; - } - function _sysconf(name) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(6, 1, name); - switch (name) { - case 30: - return 16384; - case 85: - var maxHeapSize = 2147483648; - return maxHeapSize / 16384; - case 132: - case 133: - case 12: - case 137: - case 138: - case 15: - case 235: - case 16: - case 17: - case 18: - case 19: - case 20: - case 149: - case 13: - case 10: - case 236: - case 153: - case 9: - case 21: - case 22: - case 159: - case 154: - case 14: - case 77: - case 78: - case 139: - case 82: - case 68: - case 67: - case 164: - case 11: - case 29: - case 47: - case 48: - case 95: - case 52: - case 51: - case 46: - return 200809; - case 27: - case 246: - case 127: - case 128: - case 23: - case 24: - case 160: - case 161: - case 181: - case 182: - case 242: - case 183: - case 184: - case 243: - case 244: - case 245: - case 165: - case 178: - case 179: - case 49: - case 50: - case 168: - case 169: - case 175: - case 170: - case 171: - case 172: - case 97: - case 76: - case 32: - case 173: - case 35: - case 80: - case 81: - case 79: - return -1; - case 176: - case 177: - case 7: - case 155: - case 8: - case 157: - case 125: - case 126: - case 92: - case 93: - case 129: - case 130: - case 131: - case 94: - case 91: - return 1; - case 74: - case 60: - case 69: - case 70: - case 4: - return 1024; - case 31: - case 42: - case 72: - return 32; - case 87: - case 26: - case 33: - return 2147483647; - case 34: - case 1: - return 47839; - case 38: - case 36: - return 99; - case 43: - case 37: - return 2048; - case 0: - return 2097152; - case 3: - return 65536; - case 28: - return 32768; - case 44: - return 32767; - case 75: - return 16384; - case 39: - return 1e3; - case 89: - return 700; - case 71: - return 256; - case 40: - return 255; - case 2: - return 100; - case 180: - return 64; - case 25: - return 20; - case 5: - return 16; - case 6: - return 6; - case 73: - return 4; - case 84: { - if (typeof navigator === "object") - return navigator["hardwareConcurrency"] || 1; - return 1; - } - } - setErrNo(28); - return -1; - } - if (!ENVIRONMENT_IS_PTHREAD) - PThread.initMainThreadBlock(); - var GLctx; - var proxiedFunctionTable = [null, _atexit, _emscripten_set_canvas_element_size_main_thread, _fd_close, _fd_seek, _fd_write, _sysconf]; - var asmLibraryArg = {e: ___assert_fail, r: ___call_main, x: __emscripten_notify_thread_queue, b: _abort, y: _emscripten_asm_const_int, j: _emscripten_conditional_set_current_thread_status, c: _emscripten_futex_wait, d: _emscripten_futex_wake, f: _emscripten_get_now, p: _emscripten_memcpy_big, z: _emscripten_num_logical_cores, u: _emscripten_receive_on_main_thread_js, q: _emscripten_resize_heap, v: _emscripten_set_canvas_element_size, i: _emscripten_set_current_thread_status, t: _emscripten_set_thread_name, w: _emscripten_webgl_create_context, m: _fd_close, n: _fd_seek, g: _fd_write, o: initPthreadsJS, a: wasmMemory || Module["wasmMemory"], k: _pthread_cleanup_pop, l: _pthread_cleanup_push, h: _pthread_create, s: _sysconf}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["La"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["Ma"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["Na"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["Oa"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["Pa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["Qa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["Ra"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["Sa"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Ta"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ua"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Va"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Wa"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Xa"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Ya"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Za"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["_a"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["$a"]).apply(null, arguments); - }; - var ___errno_location = Module["___errno_location"] = function() { - return (___errno_location = Module["___errno_location"] = Module["asm"]["ab"]).apply(null, arguments); - }; - var _emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = function() { - return (_emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = Module["asm"]["bb"]).apply(null, arguments); - }; - var _pthread_self = Module["_pthread_self"] = function() { - return (_pthread_self = Module["_pthread_self"] = Module["asm"]["cb"]).apply(null, arguments); - }; - var ___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = function() { - return (___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = Module["asm"]["db"]).apply(null, arguments); - }; - var _emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = function() { - return (_emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = Module["asm"]["eb"]).apply(null, arguments); - }; - var _emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = function() { - return (_emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = Module["asm"]["fb"]).apply(null, arguments); - }; - var _emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = function() { - return (_emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = Module["asm"]["gb"]).apply(null, arguments); - }; - var __emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = function() { - return (__emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = Module["asm"]["hb"]).apply(null, arguments); - }; - var _emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = function() { - return (_emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = Module["asm"]["ib"]).apply(null, arguments); - }; - var _emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = function() { - return (_emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = Module["asm"]["jb"]).apply(null, arguments); - }; - var __emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = function() { - return (__emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = Module["asm"]["kb"]).apply(null, arguments); - }; - var _emscripten_tls_init = Module["_emscripten_tls_init"] = function() { - return (_emscripten_tls_init = Module["_emscripten_tls_init"] = Module["asm"]["lb"]).apply(null, arguments); - }; - var __emscripten_thread_init = Module["__emscripten_thread_init"] = function() { - return (__emscripten_thread_init = Module["__emscripten_thread_init"] = Module["asm"]["mb"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["nb"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["ob"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["pb"]).apply(null, arguments); - }; - var _emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = function() { - return (_emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = Module["asm"]["qb"]).apply(null, arguments); - }; - var _memalign = Module["_memalign"] = function() { - return (_memalign = Module["_memalign"] = Module["asm"]["rb"]).apply(null, arguments); - }; - var __emscripten_allow_main_runtime_queued_calls = Module["__emscripten_allow_main_runtime_queued_calls"] = 9880; - var __emscripten_main_thread_futex = Module["__emscripten_main_thread_futex"] = 11368; - Module["cwrap"] = cwrap; - Module["PThread"] = PThread; - Module["PThread"] = PThread; - Module["wasmMemory"] = wasmMemory; - Module["ExitStatus"] = ExitStatus; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run2(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run2(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - if (ENVIRONMENT_IS_PTHREAD) { - readyPromiseResolve(Module); - postMessage({cmd: "loaded"}); - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run2; - function exit(status, implicit) { - if (implicit && noExitRuntime && status === 0) { - return; - } - if (!implicit) { - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exitProcess", returnCode: status}); - throw new ExitStatus(status); - } else { - } - } - if (noExitRuntime) { - } else { - PThread.terminateAllThreads(); - EXITSTATUS = status; - exitRuntime(); - if (Module["onExit"]) - Module["onExit"](status); - ABORT = true; - } - quit_(status, new ExitStatus(status)); - } - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - if (ENVIRONMENT_IS_PTHREAD) { - noExitRuntime = false; - PThread.initWorker(); - } - run2(); - return WasmBackendModuleThreadedSimd2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModuleThreadedSimd; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModuleThreadedSimd; - }); - else if (typeof exports === "object") - exports["WasmBackendModuleThreadedSimd"] = WasmBackendModuleThreadedSimd; -}); -var require_tfjs_backend_wasm = __commonJS((exports, module) => { - var WasmBackendModule = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModule2) { - WasmBackendModule2 = WasmBackendModule2 || {}; - var Module = typeof WasmBackendModule2 !== "undefined" ? WasmBackendModule2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data2; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data2 = read(f, "binary"); - assert3(typeof data2 === "object"); - return data2; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (_scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - var UTF8Decoder = typeof TextDecoder !== "undefined" ? new TextDecoder("utf8") : void 0; - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var endPtr = idx; - while (heap[endPtr] && !(endPtr >= endIdx)) - ++endPtr; - if (endPtr - idx > 16 && heap.subarray && UTF8Decoder) { - return UTF8Decoder.decode(heap.subarray(idx, endPtr)); - } else { - var str = ""; - while (idx < endPtr) { - var u0 = heap[idx++]; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(HEAPU8, ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, HEAPU8, outPtr, maxBytesToWrite); - } - function writeArrayToMemory(array2, buffer3) { - HEAP8.set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - function preRun() { - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - callRuntimeCallbacks(__ATMAIN__); - } - function postRun() { - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info2 = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmMemory = Module["asm"]["g"]; - updateGlobalBufferAndViews(wasmMemory.buffer); - wasmTable = Module["asm"]["m"]; - removeRunDependency("wasm-instantiate"); - } - addRunDependency("wasm-instantiate"); - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info2); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info2); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info2, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _abort() { - abort(); - } - function _emscripten_memcpy_big(dest, src, num) { - HEAPU8.copyWithin(dest, src, src + num); - } - function _emscripten_get_heap_size() { - return HEAPU8.length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = HEAP32[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - } - function _fd_write(fd, iov, iovcnt, pnum) { - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = HEAP32[iov + i * 8 >> 2]; - var len = HEAP32[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, HEAPU8[ptr + j]); - } - num += len; - } - HEAP32[pnum >> 2] = num; - return 0; - } - var asmLibraryArg = {a: _abort, d: _emscripten_memcpy_big, e: _emscripten_resize_heap, f: _fd_close, c: _fd_seek, b: _fd_write}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["h"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["i"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["j"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["k"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["l"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["n"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["o"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["p"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["q"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["r"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["s"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["t"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["u"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["v"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["w"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["x"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["y"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["z"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["F"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["La"]).apply(null, arguments); - }; - Module["cwrap"] = cwrap; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run2(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run2(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run2; - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - run2(); - return WasmBackendModule2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModule; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModule; - }); - else if (typeof exports === "object") - exports["WasmBackendModule"] = WasmBackendModule; -}); -var require_alea2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data2) { - data2 = String(data2); - for (var i = 0; i < data2.length; i++) { - n += data2.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xor1282 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xorwow2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xorshift72 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_xor40962 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_tychei2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); -var require_seedrandom3 = __commonJS((exports, module) => { - (function(global2, pool3, math) { - var width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } else { - math["seed" + rngname] = seedrandom5; - } - })(typeof self !== "undefined" ? self : exports, [], Math); -}); -var require_seedrandom4 = __commonJS((exports, module) => { - var alea5 = require_alea2(); - var xor128 = require_xor1282(); - var xorwow = require_xorwow2(); - var xorshift7 = require_xorshift72(); - var xor4096 = require_xor40962(); - var tychei = require_tychei2(); - var sr = require_seedrandom3(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; -}); -var require_string_decoder = __commonJS(() => { -}); -var version = "3.3.0"; -var version2 = "3.3.0"; -var version3 = "3.3.0"; -var version4 = "3.3.0"; -var version5 = "3.3.0"; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EPSILON_FLOAT32 = 1e-7; -var EPSILON_FLOAT16 = 1e-4; -var DataStorage = class { - constructor(backend22, dataMover) { - this.backend = backend22; - this.dataMover = dataMover; - this.data = new WeakMap(); - this.dataIdsCount = 0; - } - get(dataId) { - if (!this.data.has(dataId)) { - this.dataMover.moveData(this.backend, dataId); - } - return this.data.get(dataId); - } - set(dataId, value) { - this.dataIdsCount++; - this.data.set(dataId, value); - } - has(dataId) { - return this.data.has(dataId); - } - delete(dataId) { - this.dataIdsCount--; - return this.data.delete(dataId); - } - numDataIds() { - return this.dataIdsCount; - } -}; -var KernelBackend = class { - refCount(dataId) { - return notYetImplemented("refCount"); - } - incRef(dataId) { - return notYetImplemented("incRef"); - } - timerAvailable() { - return true; - } - time(f) { - return notYetImplemented("time"); - } - read(dataId) { - return notYetImplemented("read"); - } - readSync(dataId) { - return notYetImplemented("readSync"); - } - numDataIds() { - return notYetImplemented("numDataIds"); - } - disposeData(dataId, force) { - return notYetImplemented("disposeData"); - } - write(values, shape, dtype) { - return notYetImplemented("write"); - } - move(dataId, values, shape, dtype, refCount) { - return notYetImplemented("move"); - } - memory() { - return notYetImplemented("memory"); - } - floatPrecision() { - return notYetImplemented("floatPrecision"); - } - epsilon() { - return this.floatPrecision() === 32 ? EPSILON_FLOAT32 : EPSILON_FLOAT16; - } - dispose() { - return notYetImplemented("dispose"); - } -}; -function notYetImplemented(kernelName) { - throw new Error(`'${kernelName}' not yet implemented or not found in the registry. This kernel may not be supported by the tfjs backend you have chosen`); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function shuffle(array2) { - let counter = array2.length; - let temp = 0; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - array2[counter] = array2[index]; - array2[index] = temp; - } -} -function shuffleCombo(array2, array22) { - if (array2.length !== array22.length) { - throw new Error(`Array sizes must match to be shuffled together First array length was ${array2.length}Second array length was ${array22.length}`); - } - let counter = array2.length; - let temp, temp2; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - temp2 = array22[counter]; - array2[counter] = array2[index]; - array22[counter] = array22[index]; - array2[index] = temp; - array22[index] = temp2; - } -} -function clamp(min6, x, max6) { - return Math.max(min6, Math.min(x, max6)); -} -function nearestLargerEven(val) { - return val % 2 === 0 ? val : val + 1; -} -function sum(arr) { - let sum6 = 0; - for (let i = 0; i < arr.length; i++) { - sum6 += arr[i]; - } - return sum6; -} -function randUniform(a, b) { - const r = Math.random(); - return b * r + (1 - r) * a; -} -function distSquared(a, b) { - let result = 0; - for (let i = 0; i < a.length; i++) { - const diff = Number(a[i]) - Number(b[i]); - result += diff * diff; - } - return result; -} -function assert(expr, msg) { - if (!expr) { - throw new Error(typeof msg === "string" ? msg : msg()); - } -} -function assertShapesMatch(shapeA, shapeB, errorMessagePrefix = "") { - assert(arraysEqual(shapeA, shapeB), () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); -} -function assertNonNull(a) { - assert(a != null, () => `The input to the tensor constructor must be a non-null value.`); -} -function flatten(arr, result = [], skipTypedArray = false) { - if (result == null) { - result = []; - } - if (Array.isArray(arr) || isTypedArray(arr) && !skipTypedArray) { - for (let i = 0; i < arr.length; ++i) { - flatten(arr[i], result, skipTypedArray); - } - } else { - result.push(arr); - } - return result; -} -function sizeFromShape(shape) { - if (shape.length === 0) { - return 1; - } - let size = shape[0]; - for (let i = 1; i < shape.length; i++) { - size *= shape[i]; - } - return size; -} -function isScalarShape(shape) { - return shape.length === 0; -} -function arraysEqual(n1, n2) { - if (n1 === n2) { - return true; - } - if (n1 == null || n2 == null) { - return false; - } - if (n1.length !== n2.length) { - return false; - } - for (let i = 0; i < n1.length; i++) { - if (n1[i] !== n2[i]) { - return false; - } - } - return true; -} -function isInt(a) { - return a % 1 === 0; -} -function tanh(x) { - if (Math.tanh != null) { - return Math.tanh(x); - } - if (x === Infinity) { - return 1; - } else if (x === -Infinity) { - return -1; - } else { - const e2x = Math.exp(2 * x); - return (e2x - 1) / (e2x + 1); - } -} -function sizeToSquarishShape(size) { - const width = Math.ceil(Math.sqrt(size)); - return [width, Math.ceil(size / width)]; -} -function createShuffledIndices(n) { - const shuffledIndices = new Uint32Array(n); - for (let i = 0; i < n; ++i) { - shuffledIndices[i] = i; - } - shuffle(shuffledIndices); - return shuffledIndices; -} -function rightPad(a, size) { - if (size <= a.length) { - return a; - } - return a + " ".repeat(size - a.length); -} -function repeatedTry(checkFn, delayFn = (counter) => 0, maxCounter) { - return new Promise((resolve, reject) => { - let tryCount = 0; - const tryFn = () => { - if (checkFn()) { - resolve(); - return; - } - tryCount++; - const nextBackoff = delayFn(tryCount); - if (maxCounter != null && tryCount >= maxCounter) { - reject(); - return; - } - setTimeout(tryFn, nextBackoff); - }; - tryFn(); - }); -} -function inferFromImplicitShape(shape, size) { - let shapeProd = 1; - let implicitIdx = -1; - for (let i = 0; i < shape.length; ++i) { - if (shape[i] >= 0) { - shapeProd *= shape[i]; - } else if (shape[i] === -1) { - if (implicitIdx !== -1) { - throw Error(`Shapes can only have 1 implicit size. Found -1 at dim ${implicitIdx} and dim ${i}`); - } - implicitIdx = i; - } else if (shape[i] < 0) { - throw Error(`Shapes can not be < 0. Found ${shape[i]} at dim ${i}`); - } - } - if (implicitIdx === -1) { - if (size > 0 && size !== shapeProd) { - throw Error(`Size(${size}) must match the product of shape ${shape}`); - } - return shape; - } - if (shapeProd === 0) { - throw Error(`Cannot infer the missing size in [${shape}] when there are 0 elements`); - } - if (size % shapeProd !== 0) { - throw Error(`The implicit shape can't be a fractional number. Got ${size} / ${shapeProd}`); - } - const newShape = shape.slice(); - newShape[implicitIdx] = size / shapeProd; - return newShape; -} -function parseAxisParam(axis, shape) { - const rank = shape.length; - axis = axis == null ? shape.map((s, i) => i) : [].concat(axis); - assert(axis.every((ax) => ax >= -rank && ax < rank), () => `All values in axis param must be in range [-${rank}, ${rank}) but got axis ${axis}`); - assert(axis.every((ax) => isInt(ax)), () => `All values in axis param must be integers but got axis ${axis}`); - return axis.map((a) => a < 0 ? rank + a : a); -} -function squeezeShape(shape, axis) { - const newShape = []; - const keptDims = []; - const isEmptyArray = axis != null && Array.isArray(axis) && axis.length === 0; - const axes = axis == null || isEmptyArray ? null : parseAxisParam(axis, shape).sort(); - let j = 0; - for (let i = 0; i < shape.length; ++i) { - if (axes != null) { - if (axes[j] === i && shape[i] !== 1) { - throw new Error(`Can't squeeze axis ${i} since its dim '${shape[i]}' is not 1`); - } - if ((axes[j] == null || axes[j] > i) && shape[i] === 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - if (axes[j] <= i) { - j++; - } - } - if (shape[i] !== 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - } - return {newShape, keptDims}; -} -function getTypedArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; -} -function getArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else if (dtype === "string") { - values = new Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; -} -function checkConversionForErrors(vals, dtype) { - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - throw Error(`A tensor of type ${dtype} being uploaded contains ${num}.`); - } - } -} -function isValidDtype(dtype) { - return dtype === "bool" || dtype === "complex64" || dtype === "float32" || dtype === "int32" || dtype === "string"; -} -function hasEncodingLoss(oldType, newType) { - if (newType === "complex64") { - return false; - } - if (newType === "float32" && oldType !== "complex64") { - return false; - } - if (newType === "int32" && oldType !== "float32" && oldType !== "complex64") { - return false; - } - if (newType === "bool" && oldType === "bool") { - return false; - } - return true; -} -function isTypedArray(a) { - return a instanceof Float32Array || a instanceof Int32Array || a instanceof Uint8Array; -} -function bytesPerElement(dtype) { - if (dtype === "float32" || dtype === "int32") { - return 4; - } else if (dtype === "complex64") { - return 8; - } else if (dtype === "bool") { - return 1; - } else { - throw new Error(`Unknown dtype ${dtype}`); - } -} -function bytesFromStringArray(arr) { - if (arr == null) { - return 0; - } - let bytes = 0; - arr.forEach((x) => bytes += x.length); - return bytes; -} -function isString(value) { - return typeof value === "string" || value instanceof String; -} -function isBoolean(value) { - return typeof value === "boolean"; -} -function isNumber(value) { - return typeof value === "number"; -} -function inferDtype(values) { - if (Array.isArray(values)) { - return inferDtype(values[0]); - } - if (values instanceof Float32Array) { - return "float32"; - } else if (values instanceof Int32Array || values instanceof Uint8Array) { - return "int32"; - } else if (isNumber(values)) { - return "float32"; - } else if (isString(values)) { - return "string"; - } else if (isBoolean(values)) { - return "bool"; - } - return "float32"; -} -function isFunction(f) { - return !!(f && f.constructor && f.call && f.apply); -} -function nearestDivisor(size, start) { - for (let i = start; i < size; ++i) { - if (size % i === 0) { - return i; - } - } - return size; -} -function computeStrides(shape) { - const rank = shape.length; - if (rank < 2) { - return []; - } - const strides = new Array(rank - 1); - strides[rank - 2] = shape[rank - 1]; - for (let i = rank - 3; i >= 0; --i) { - strides[i] = strides[i + 1] * shape[i + 1]; - } - return strides; -} -function createNestedArray(offset, shape, a) { - const ret = new Array(); - if (shape.length === 1) { - const d = shape[0]; - for (let i = 0; i < d; i++) { - ret[i] = a[offset + i]; - } - } else { - const d = shape[0]; - const rest = shape.slice(1); - const len = rest.reduce((acc, c) => acc * c); - for (let i = 0; i < d; i++) { - ret[i] = createNestedArray(offset + i * len, rest, a); - } - } - return ret; -} -function toNestedArray(shape, a) { - if (shape.length === 0) { - return a[0]; - } - const size = shape.reduce((acc, c) => acc * c); - if (size === 0) { - return []; - } - if (size !== a.length) { - throw new Error(`[${shape}] does not match the input size ${a.length}.`); - } - return createNestedArray(0, shape, a); -} -function makeOnesTypedArray(size, dtype) { - const array2 = makeZerosTypedArray(size, dtype); - for (let i = 0; i < array2.length; i++) { - array2[i] = 1; - } - return array2; -} -function makeZerosTypedArray(size, dtype) { - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(size); - } else if (dtype === "int32") { - return new Int32Array(size); - } else if (dtype === "bool") { - return new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function makeZerosNestedTypedArray(shape, dtype) { - const size = shape.reduce((prev, curr) => prev * curr, 1); - if (dtype == null || dtype === "float32") { - return toNestedArray(shape, new Float32Array(size)); - } else if (dtype === "int32") { - return toNestedArray(shape, new Int32Array(size)); - } else if (dtype === "bool") { - return toNestedArray(shape, new Uint8Array(size)); - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function assertNonNegativeIntegerDimensions(shape) { - shape.forEach((dimSize) => { - assert(Number.isInteger(dimSize) && dimSize >= 0, () => `Tensor must have a shape comprised of positive integers but got shape [${shape}].`); - }); -} -function locToIndex(locs, rank, strides) { - if (rank === 0) { - return 0; - } else if (rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += strides[i] * locs[i]; - } - return index; -} -function indexToLoc(index, rank, strides) { - if (rank === 0) { - return []; - } else if (rank === 1) { - return [index]; - } - const locs = new Array(rank); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / strides[i]); - index -= locs[i] * strides[i]; - } - locs[locs.length - 1] = index; - return locs; -} -function isPromise(object2) { - return object2 && object2.then && typeof object2.then === "function"; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TENSORFLOWJS_FLAGS_PREFIX = "tfjsflags"; -var Environment = class { - constructor(global2) { - this.global = global2; - this.flags = {}; - this.flagRegistry = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - setPlatform(platformName, platform) { - if (this.platform != null) { - console.warn(`Platform ${this.platformName} has already been set. Overwriting the platform with ${platform}.`); - } - this.platformName = platformName; - this.platform = platform; - } - registerFlag(flagName, evaluationFn, setHook) { - this.flagRegistry[flagName] = {evaluationFn, setHook}; - if (this.urlFlags[flagName] != null) { - const flagValue = this.urlFlags[flagName]; - console.warn(`Setting feature override from URL ${flagName}: ${flagValue}.`); - this.set(flagName, flagValue); - } - } - async getAsync(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - this.flags[flagName] = await this.evaluateFlag(flagName); - return this.flags[flagName]; - } - get(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - const flagValue = this.evaluateFlag(flagName); - if (isPromise(flagValue)) { - throw new Error(`Flag ${flagName} cannot be synchronously evaluated. Please use getAsync() instead.`); - } - this.flags[flagName] = flagValue; - return this.flags[flagName]; - } - getNumber(flagName) { - return this.get(flagName); - } - getBool(flagName) { - return this.get(flagName); - } - getFlags() { - return this.flags; - } - get features() { - return this.flags; - } - set(flagName, value) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot set flag ${flagName} as it has not been registered.`); - } - this.flags[flagName] = value; - if (this.flagRegistry[flagName].setHook != null) { - this.flagRegistry[flagName].setHook(value); - } - } - evaluateFlag(flagName) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot evaluate flag '${flagName}': no evaluation function found.`); - } - return this.flagRegistry[flagName].evaluationFn(); - } - setFlags(flags) { - this.flags = Object.assign({}, flags); - } - reset() { - this.flags = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - populateURLFlags() { - if (typeof this.global === "undefined" || typeof this.global.location === "undefined" || typeof this.global.location.search === "undefined") { - return; - } - const urlParams = getQueryParams(this.global.location.search); - if (TENSORFLOWJS_FLAGS_PREFIX in urlParams) { - const keyValues = urlParams[TENSORFLOWJS_FLAGS_PREFIX].split(","); - keyValues.forEach((keyValue) => { - const [key, value] = keyValue.split(":"); - this.urlFlags[key] = parseValue(key, value); - }); - } - } -}; -function getQueryParams(queryString) { - const params = {}; - queryString.replace(/[?&]([^=?&]+)(?:=([^&]*))?/g, (s, ...t) => { - decodeParam(params, t[0], t[1]); - return t.join("="); - }); - return params; -} -function decodeParam(params, name, value) { - params[decodeURIComponent(name)] = decodeURIComponent(value || ""); -} -function parseValue(flagName, value) { - value = value.toLowerCase(); - if (value === "true" || value === "false") { - return value === "true"; - } else if (`${+value}` === value) { - return +value; - } - throw new Error(`Could not parse value flag value ${value} for flag ${flagName}.`); -} -function env() { - return ENV; -} -var ENV = null; -function setEnvironmentGlobal(environment) { - ENV = environment; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var globalNameSpace; -function getGlobalNamespace() { - if (globalNameSpace == null) { - let ns; - if (typeof window !== "undefined") { - ns = window; - } else if (typeof global !== "undefined") { - ns = global; - } else if (typeof process !== "undefined") { - ns = process; - } else if (typeof self !== "undefined") { - ns = self; - } else { - throw new Error("Could not find a global object"); - } - globalNameSpace = ns; - } - return globalNameSpace; -} -function getGlobalMap() { - const ns = getGlobalNamespace(); - if (ns._tfGlobals == null) { - ns._tfGlobals = new Map(); - } - return ns._tfGlobals; -} -function getGlobal(key, init2) { - const globalMap = getGlobalMap(); - if (globalMap.has(key)) { - return globalMap.get(key); - } else { - const singleton = init2(); - globalMap.set(key, singleton); - return globalMap.get(key); - } -} -var Abs = "Abs"; -var Acos = "Acos"; -var Acosh = "Acosh"; -var Add = "Add"; -var AddN = "AddN"; -var All = "All"; -var Any = "Any"; -var ArgMax = "ArgMax"; -var ArgMin = "ArgMin"; -var Asin = "Asin"; -var Asinh = "Asinh"; -var Atan = "Atan"; -var Atanh = "Atanh"; -var Atan2 = "Atan2"; -var AvgPool = "AvgPool"; -var AvgPoolGrad = "AvgPoolGrad"; -var AvgPool3D = "AvgPool3D"; -var AvgPool3DGrad = "AvgPool3DGrad"; -var BatchMatMul = "BatchMatMul"; -var BatchToSpaceND = "BatchToSpaceND"; -var Bincount = "Bincount"; -var BroadcastTo = "BroadcastTo"; -var Cast = "Cast"; -var Ceil = "Ceil"; -var ClipByValue = "ClipByValue"; -var Complex = "Complex"; -var ComplexAbs = "ComplexAbs"; -var Concat = "Concat"; -var Conv2D = "Conv2D"; -var Conv2DBackpropFilter = "Conv2DBackpropFilter"; -var Conv2DBackpropInput = "Conv2DBackpropInput"; -var Conv3D = "Conv3D"; -var Conv3DBackpropFilterV2 = "Conv3DBackpropFilterV2"; -var Conv3DBackpropInputV2 = "Conv3DBackpropInputV2"; -var Cos = "Cos"; -var Cosh = "Cosh"; -var Cumsum = "Cumsum"; -var CropAndResize = "CropAndResize"; -var DenseBincount = "DenseBincount"; -var DepthToSpace = "DepthToSpace"; -var DepthwiseConv2dNative = "DepthwiseConv2dNative"; -var DepthwiseConv2dNativeBackpropFilter = "DepthwiseConv2dNativeBackpropFilter"; -var DepthwiseConv2dNativeBackpropInput = "DepthwiseConv2dNativeBackpropInput"; -var Diag = "Diag"; -var Dilation2D = "Dilation2D"; -var Dilation2DBackpropInput = "Dilation2DBackpropInput"; -var Dilation2DBackpropFilter = "Dilation2DBackpropFilter"; -var RealDiv = "RealDiv"; -var Elu = "Elu"; -var EluGrad = "EluGrad"; -var Erf = "Erf"; -var Equal = "Equal"; -var Exp = "Exp"; -var ExpandDims = "ExpandDims"; -var Expm1 = "Expm1"; -var FFT = "FFT"; -var Fill = "Fill"; -var FlipLeftRight = "FlipLeftRight"; -var Floor = "Floor"; -var FloorDiv = "FloorDiv"; -var FusedBatchNorm = "FusedBatchNorm"; -var GatherV2 = "GatherV2"; -var GatherNd = "GatherNd"; -var Greater = "Greater"; -var GreaterEqual = "GreaterEqual"; -var Identity = "Identity"; -var IFFT = "IFFT"; -var Imag = "Imag"; -var IsFinite = "IsFinite"; -var IsInf = "IsInf"; -var IsNan = "IsNan"; -var LeakyRelu = "LeakyRelu"; -var Less = "Less"; -var LessEqual = "LessEqual"; -var LinSpace = "LinSpace"; -var Log = "Log"; -var Log1p = "Log1p"; -var LogicalAnd = "LogicalAnd"; -var LogicalNot = "LogicalNot"; -var LogicalOr = "LogicalOr"; -var LogSoftmax = "LogSoftmax"; -var LRN = "LRN"; -var LRNGrad = "LRNGrad"; -var Max = "Max"; -var Maximum = "Maximum"; -var MaxPool = "MaxPool"; -var MaxPoolGrad = "MaxPoolGrad"; -var MaxPool3D = "MaxPool3D"; -var MaxPool3DGrad = "MaxPool3DGrad"; -var MaxPoolWithArgmax = "MaxPoolWithArgmax"; -var Mean = "Mean"; -var Min = "Min"; -var Minimum = "Minimum"; -var MirrorPad = "MirrorPad"; -var Mod = "Mod"; -var Multinomial = "Multinomial"; -var Multiply = "Multiply"; -var Neg = "Neg"; -var NotEqual = "NotEqual"; -var NonMaxSuppressionV3 = "NonMaxSuppressionV3"; -var NonMaxSuppressionV4 = "NonMaxSuppressionV4"; -var NonMaxSuppressionV5 = "NonMaxSuppressionV5"; -var OnesLike = "OnesLike"; -var OneHot = "OneHot"; -var Pack = "Pack"; -var PadV2 = "PadV2"; -var Pool = "Pool"; -var Pow = "Pow"; -var Prelu = "Prelu"; -var Prod = "Prod"; -var Range = "Range"; -var Real = "Real"; -var Reciprocal = "Reciprocal"; -var Relu = "Relu"; -var Reshape = "Reshape"; -var ResizeNearestNeighbor = "ResizeNearestNeighbor"; -var ResizeNearestNeighborGrad = "ResizeNearestNeighborGrad"; -var ResizeBilinear = "ResizeBilinear"; -var ResizeBilinearGrad = "ResizeBilinearGrad"; -var Relu6 = "Relu6"; -var Reverse = "Reverse"; -var Round = "Round"; -var Rsqrt = "Rsqrt"; -var ScatterNd = "ScatterNd"; -var Select = "Select"; -var Selu = "Selu"; -var Slice = "Slice"; -var Sin = "Sin"; -var Sinh = "Sinh"; -var Sign = "Sign"; -var Sigmoid = "Sigmoid"; -var Softplus = "Softplus"; -var Sqrt = "Sqrt"; -var Sum = "Sum"; -var SpaceToBatchND = "SpaceToBatchND"; -var SplitV = "SplitV"; -var Softmax = "Softmax"; -var SquaredDifference = "SquaredDifference"; -var Square = "Square"; -var Sub = "Sub"; -var SparseToDense = "SparseToDense"; -var StridedSlice = "StridedSlice"; -var Tan = "Tan"; -var Tanh = "Tanh"; -var Tile = "Tile"; -var TopK = "TopK"; -var Transform = "Transform"; -var Transpose = "Transpose"; -var Unique = "Unique"; -var Unpack = "Unpack"; -var UnsortedSegmentSum = "UnsortedSegmentSum"; -var ZerosLike = "ZerosLike"; -var Step = "Step"; -var FromPixels = "FromPixels"; -var RotateWithOffset = "RotateWithOffset"; -var _FusedMatMul = "_FusedMatMul"; -var FusedConv2D = "FusedConv2D"; -var FusedDepthwiseConv2D = "FusedDepthwiseConv2D"; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var kernelRegistry = getGlobal("kernelRegistry", () => new Map()); -var gradRegistry = getGlobal("gradRegistry", () => new Map()); -function getKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - return kernelRegistry.get(key); -} -function getGradient(kernelName) { - return gradRegistry.get(kernelName); -} -function getKernelsForBackend(backendName) { - const it = kernelRegistry.entries(); - const result = []; - while (true) { - const {done, value} = it.next(); - if (done) { - break; - } - const [key, config3] = value; - const [backend22] = key.split("_"); - if (backend22 === backendName) { - result.push(config3); - } - } - return result; -} -function registerKernel(config3) { - const {kernelName, backendName} = config3; - const key = makeKey(kernelName, backendName); - if (kernelRegistry.has(key)) { - console.warn(`The kernel '${kernelName}' for backend '${backendName}' is already registered`); - } - kernelRegistry.set(key, config3); -} -function registerGradient(config3) { - const {kernelName} = config3; - if (gradRegistry.has(kernelName)) { - if (env().getBool("DEBUG")) { - console.warn(`Overriding the gradient for '${kernelName}'`); - } - } - gradRegistry.set(kernelName, config3); -} -function unregisterKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - if (!kernelRegistry.has(key)) { - throw new Error(`The kernel '${kernelName}' for backend '${backendName}' is not registered`); - } - kernelRegistry.delete(key); -} -function unregisterGradient(kernelName) { - if (!gradRegistry.has(kernelName)) { - throw new Error(`The gradient '${kernelName}' for backend is not registered`); - } - gradRegistry.delete(kernelName); -} -function copyRegisteredKernels(registeredBackendName, newBackendName) { - const kernels = getKernelsForBackend(registeredBackendName); - kernels.forEach((kernelConfig) => { - const newKernelConfig = Object.assign({}, kernelConfig, {backendName: newBackendName}); - registerKernel(newKernelConfig); - }); -} -function makeKey(kernelName, backendName) { - return `${backendName}_${kernelName}`; -} -var util_exports = {}; -__export2(util_exports, { - arraysEqual: () => arraysEqual, - assert: () => assert, - assertNonNegativeIntegerDimensions: () => assertNonNegativeIntegerDimensions, - assertNonNull: () => assertNonNull, - assertShapesMatch: () => assertShapesMatch, - bytesFromStringArray: () => bytesFromStringArray, - bytesPerElement: () => bytesPerElement, - checkConversionForErrors: () => checkConversionForErrors, - clamp: () => clamp, - computeStrides: () => computeStrides, - createScalarValue: () => createScalarValue, - createShuffledIndices: () => createShuffledIndices, - decodeString: () => decodeString, - distSquared: () => distSquared, - encodeString: () => encodeString, - fetch: () => fetch2, - flatten: () => flatten, - getArrayFromDType: () => getArrayFromDType, - getTypedArrayFromDType: () => getTypedArrayFromDType, - hasEncodingLoss: () => hasEncodingLoss, - indexToLoc: () => indexToLoc, - inferDtype: () => inferDtype, - inferFromImplicitShape: () => inferFromImplicitShape, - isBoolean: () => isBoolean, - isFunction: () => isFunction, - isInt: () => isInt, - isNumber: () => isNumber, - isPromise: () => isPromise, - isScalarShape: () => isScalarShape, - isString: () => isString, - isTypedArray: () => isTypedArray, - isValidDtype: () => isValidDtype, - locToIndex: () => locToIndex, - makeOnesTypedArray: () => makeOnesTypedArray, - makeZerosNestedTypedArray: () => makeZerosNestedTypedArray, - makeZerosTypedArray: () => makeZerosTypedArray, - nearestDivisor: () => nearestDivisor, - nearestLargerEven: () => nearestLargerEven, - now: () => now2, - parseAxisParam: () => parseAxisParam, - randUniform: () => randUniform, - repeatedTry: () => repeatedTry, - rightPad: () => rightPad, - shuffle: () => shuffle, - shuffleCombo: () => shuffleCombo, - sizeFromShape: () => sizeFromShape, - sizeToSquarishShape: () => sizeToSquarishShape, - squeezeShape: () => squeezeShape, - sum: () => sum, - tanh: () => tanh, - toNestedArray: () => toNestedArray, - toTypedArray: () => toTypedArray -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function createScalarValue(value, dtype) { - if (dtype === "string") { - return encodeString(value); - } - return toTypedArray([value], dtype); -} -function noConversionNeeded(a, dtype) { - return a instanceof Float32Array && dtype === "float32" || a instanceof Int32Array && dtype === "int32" || a instanceof Uint8Array && dtype === "bool"; -} -function toTypedArray(a, dtype) { - if (dtype === "string") { - throw new Error("Cannot convert a string[] to a TypedArray"); - } - if (Array.isArray(a)) { - a = flatten(a); - } - if (env().getBool("DEBUG")) { - checkConversionForErrors(a, dtype); - } - if (noConversionNeeded(a, dtype)) { - return a; - } - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(a); - } else if (dtype === "int32") { - return new Int32Array(a); - } else if (dtype === "bool") { - const bool = new Uint8Array(a.length); - for (let i = 0; i < bool.length; ++i) { - if (Math.round(a[i]) !== 0) { - bool[i] = 1; - } - } - return bool; - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function now2() { - return env().platform.now(); -} -function fetch2(path, requestInits) { - return env().platform.fetch(path, requestInits); -} -function encodeString(s, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.encode(s, encoding); -} -function decodeString(bytes, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.decode(bytes, encoding); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Profiler = class { - constructor(backendTimer, logger) { - this.backendTimer = backendTimer; - this.logger = logger; - if (logger == null) { - this.logger = new Logger(); - } - } - profileKernel(kernelName, inputs, f) { - let outputs; - const holdResultWrapperFn = () => { - outputs = f(); - }; - let timer; - const start = now2(); - if (this.backendTimer.timerAvailable()) { - timer = this.backendTimer.time(holdResultWrapperFn); - } else { - holdResultWrapperFn(); - for (const output of outputs) { - output.dataSync(); - } - timer = Promise.resolve({kernelMs: now2() - start}); - } - if (env().getBool("CHECK_COMPUTATION_FOR_ERRORS")) { - for (let i = 0; i < outputs.length; i++) { - const output = outputs[i]; - output.data().then((tensorVals) => { - checkComputationForErrors(tensorVals, output.dtype, kernelName); - }); - } - } - const kernelProfile = { - kernelName, - outputs, - inputs, - timeMs: timer.then((timing) => timing.kernelMs), - extraInfo: timer.then((timing) => timing.getExtraProfileInfo != null ? timing.getExtraProfileInfo() : "") - }; - return kernelProfile; - } - logKernelProfile(kernelProfile) { - const {kernelName, outputs, timeMs, inputs, extraInfo} = kernelProfile; - outputs.forEach((result) => { - Promise.all([result.data(), timeMs, extraInfo]).then((valueContainer) => { - this.logger.logKernelProfile(kernelName, result, valueContainer[0], valueContainer[1], inputs, valueContainer[2]); - }); - }); - } -}; -function checkComputationForErrors(vals, dtype, kernelName) { - if (dtype !== "float32") { - return false; - } - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - console.warn(`Found ${num} in the result of '${kernelName}'`); - return true; - } - } - return false; -} -var Logger = class { - logKernelProfile(name, result, vals, timeMs, inputs, extraInfo) { - const time2 = typeof timeMs === "number" ? rightPad(`${timeMs}ms`, 9) : timeMs["error"]; - const paddedName = rightPad(name, 25); - const rank = result.rank; - const size = result.size; - const shape = rightPad(result.shape.toString(), 14); - let inputShapesDescription = ""; - for (const name2 in inputs) { - const input2 = inputs[name2]; - if (input2 != null) { - const inputShape = input2.shape || result.shape; - const inputRank = inputShape.length; - inputShapesDescription += `${name2}: ${inputRank}D ${inputRank > 0 ? inputShape : ""} `; - } - } - console.log(`%c${paddedName} %c${time2} %c${rank}D ${shape} %c${size} %c${inputShapesDescription} %c${extraInfo}`, "font-weight:bold", "color:red", "color:blue", "color: orange", "color: green", "color: steelblue"); - } -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getFilteredNodesXToY(tape, xs, y) { - const tensorsFromX = {}; - const nodesFromX = {}; - for (let i = 0; i < xs.length; i++) { - tensorsFromX[xs[i].id] = true; - } - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (const inputName in nodeInputs) { - const input2 = nodeInputs[inputName]; - let anyInputFromX = false; - for (let j = 0; j < xs.length; j++) { - if (tensorsFromX[input2.id]) { - node.outputs.forEach((output) => tensorsFromX[output.id] = true); - anyInputFromX = true; - nodesFromX[node.id] = true; - break; - } - } - if (anyInputFromX) { - break; - } - } - } - const tensorsLeadToY = {}; - tensorsLeadToY[y.id] = true; - const nodesToY = {}; - for (let i = tape.length - 1; i >= 0; i--) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (let j = 0; j < node.outputs.length; j++) { - if (tensorsLeadToY[node.outputs[j].id]) { - for (const inputName in nodeInputs) { - tensorsLeadToY[nodeInputs[inputName].id] = true; - nodesToY[node.id] = true; - } - break; - } - } - } - const filteredTape = []; - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - if (nodesFromX[node.id] && nodesToY[node.id]) { - const prunedInputs = {}; - for (const inputName in node.inputs) { - const nodeInput = node.inputs[inputName]; - if (tensorsFromX[nodeInput.id]) { - prunedInputs[inputName] = nodeInput; - } - } - const prunedNode = Object.assign({}, node); - prunedNode.inputs = prunedInputs; - prunedNode.outputs = node.outputs; - filteredTape.push(prunedNode); - } - } - return filteredTape; -} -function backpropagateGradients(tensorAccumulatedGradientMap, filteredTape, tidy2, add5) { - for (let i = filteredTape.length - 1; i >= 0; i--) { - const node = filteredTape[i]; - const dys = []; - node.outputs.forEach((o) => { - const gradTensor = tensorAccumulatedGradientMap[o.id]; - if (gradTensor != null) { - dys.push(gradTensor); - } else { - dys.push(null); - } - }); - if (node.gradient == null) { - throw new Error(`Cannot compute gradient: gradient function not found for ${node.kernelName}.`); - } - const inputGradients = node.gradient(dys); - for (const inputName in node.inputs) { - if (!(inputName in inputGradients)) { - throw new Error(`Cannot backprop through input ${inputName}. Available gradients found: ${Object.keys(inputGradients)}.`); - } - const dx = tidy2(() => inputGradients[inputName]()); - if (dx.dtype !== "float32") { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input ${inputName} must have 'float32' dtype, but has '${dx.dtype}'`); - } - const x = node.inputs[inputName]; - if (!arraysEqual(dx.shape, x.shape)) { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input '${inputName}' has shape '${dx.shape}', which does not match the shape of the input '${x.shape}'`); - } - if (tensorAccumulatedGradientMap[x.id] == null) { - tensorAccumulatedGradientMap[x.id] = dx; - } else { - const curGradient = tensorAccumulatedGradientMap[x.id]; - tensorAccumulatedGradientMap[x.id] = add5(curGradient, dx); - curGradient.dispose(); - } - } - } -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FORMAT_LIMIT_NUM_VALS = 20; -var FORMAT_NUM_FIRST_LAST_VALS = 3; -var FORMAT_NUM_SIG_DIGITS = 7; -function tensorToString(vals, shape, dtype, verbose) { - const strides = computeStrides(shape); - const padPerCol = computeMaxSizePerColumn(vals, shape, dtype, strides); - const rank = shape.length; - const valsLines = subTensorToString(vals, shape, dtype, strides, padPerCol); - const lines2 = ["Tensor"]; - if (verbose) { - lines2.push(` dtype: ${dtype}`); - lines2.push(` rank: ${rank}`); - lines2.push(` shape: [${shape}]`); - lines2.push(` values:`); - } - lines2.push(valsLines.map((l) => " " + l).join("\n")); - return lines2.join("\n"); -} -function computeMaxSizePerColumn(vals, shape, dtype, strides) { - const n = sizeFromShape(shape); - const numCols = strides[strides.length - 1]; - const padPerCol = new Array(numCols).fill(0); - const rank = shape.length; - const valuesOrTuples = dtype === "complex64" ? createComplexTuples(vals) : vals; - if (rank > 1) { - for (let row = 0; row < n / numCols; row++) { - const offset = row * numCols; - for (let j = 0; j < numCols; j++) { - padPerCol[j] = Math.max(padPerCol[j], valToString(valuesOrTuples[offset + j], 0, dtype).length); - } - } - } - return padPerCol; -} -function valToString(val, pad3, dtype) { - let valStr; - if (Array.isArray(val)) { - valStr = `${parseFloat(val[0].toFixed(FORMAT_NUM_SIG_DIGITS))} + ${parseFloat(val[1].toFixed(FORMAT_NUM_SIG_DIGITS))}j`; - } else if (isString(val)) { - valStr = `'${val}'`; - } else if (dtype === "bool") { - valStr = boolNumToString(val); - } else { - valStr = parseFloat(val.toFixed(FORMAT_NUM_SIG_DIGITS)).toString(); - } - return rightPad(valStr, pad3); -} -function boolNumToString(v) { - return v === 0 ? "false" : "true"; -} -function subTensorToString(vals, shape, dtype, strides, padPerCol, isLast = true) { - const storagePerElement = dtype === "complex64" ? 2 : 1; - const size = shape[0]; - const rank = shape.length; - if (rank === 0) { - if (dtype === "complex64") { - const complexTuple = createComplexTuples(vals); - return [valToString(complexTuple[0], 0, dtype)]; - } - if (dtype === "bool") { - return [boolNumToString(vals[0])]; - } - return [vals[0].toString()]; - } - if (rank === 1) { - if (size > FORMAT_LIMIT_NUM_VALS) { - const firstValsSize = FORMAT_NUM_FIRST_LAST_VALS * storagePerElement; - let firstVals = Array.from(vals.slice(0, firstValsSize)); - let lastVals = Array.from(vals.slice((size - FORMAT_NUM_FIRST_LAST_VALS) * storagePerElement, size * storagePerElement)); - if (dtype === "complex64") { - firstVals = createComplexTuples(firstVals); - lastVals = createComplexTuples(lastVals); - } - return [ - "[" + firstVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + ", ..., " + lastVals.map((x, i) => valToString(x, padPerCol[size - FORMAT_NUM_FIRST_LAST_VALS + i], dtype)).join(", ") + "]" - ]; - } - const displayVals = dtype === "complex64" ? createComplexTuples(vals) : Array.from(vals); - return [ - "[" + displayVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + "]" - ]; - } - const subshape = shape.slice(1); - const substrides = strides.slice(1); - const stride = strides[0] * storagePerElement; - const lines2 = []; - if (size > FORMAT_LIMIT_NUM_VALS) { - for (let i = 0; i < FORMAT_NUM_FIRST_LAST_VALS; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, false)); - } - lines2.push("..."); - for (let i = size - FORMAT_NUM_FIRST_LAST_VALS; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } else { - for (let i = 0; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } - const sep = rank === 2 ? "," : ""; - lines2[0] = "[" + lines2[0] + sep; - for (let i = 1; i < lines2.length - 1; i++) { - lines2[i] = " " + lines2[i] + sep; - } - let newLineSep = ",\n"; - for (let i = 2; i < rank; i++) { - newLineSep += "\n"; - } - lines2[lines2.length - 1] = " " + lines2[lines2.length - 1] + "]" + (isLast ? "" : newLineSep); - return lines2; -} -function createComplexTuples(vals) { - const complexTuples = []; - for (let i = 0; i < vals.length; i += 2) { - complexTuples.push([vals[i], vals[i + 1]]); - } - return complexTuples; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TensorBuffer = class { - constructor(shape, dtype, values) { - this.dtype = dtype; - this.shape = shape.slice(); - this.size = sizeFromShape(shape); - if (values != null) { - const n = values.length; - assert(n === this.size, () => `Length of values '${n}' does not match the size inferred by the shape '${this.size}'.`); - } - if (dtype === "complex64") { - throw new Error(`complex64 dtype TensorBuffers are not supported. Please create a TensorBuffer for the real and imaginary parts separately and call tf.complex(real, imag).`); - } - this.values = values || getArrayFromDType(dtype, this.size); - this.strides = computeStrides(shape); - } - set(value, ...locs) { - if (locs.length === 0) { - locs = [0]; - } - assert(locs.length === this.rank, () => `The number of provided coordinates (${locs.length}) must match the rank (${this.rank})`); - const index = this.locToIndex(locs); - this.values[index] = value; - } - get(...locs) { - if (locs.length === 0) { - locs = [0]; - } - let i = 0; - for (const loc of locs) { - if (loc < 0 || loc >= this.shape[i]) { - const msg = `Requested out of range element at ${locs}. Buffer shape=${this.shape}`; - throw new Error(msg); - } - i++; - } - let index = locs[locs.length - 1]; - for (let i2 = 0; i2 < locs.length - 1; ++i2) { - index += this.strides[i2] * locs[i2]; - } - return this.values[index]; - } - locToIndex(locs) { - if (this.rank === 0) { - return 0; - } else if (this.rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += this.strides[i] * locs[i]; - } - return index; - } - indexToLoc(index) { - if (this.rank === 0) { - return []; - } else if (this.rank === 1) { - return [index]; - } - const locs = new Array(this.shape.length); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / this.strides[i]); - index -= locs[i] * this.strides[i]; - } - locs[locs.length - 1] = index; - return locs; - } - get rank() { - return this.shape.length; - } - toTensor() { - return trackerFn().makeTensor(this.values, this.shape, this.dtype); - } -}; -var trackerFn = null; -var opHandler = null; -var deprecationWarningFn = null; -function setTensorTracker(fn) { - trackerFn = fn; -} -function setOpHandler(handler) { - opHandler = handler; -} -function setDeprecationWarningFn(fn) { - deprecationWarningFn = fn; -} -var Tensor = class { - constructor(shape, dtype, dataId, id) { - this.kept = false; - this.isDisposedInternal = false; - this.shape = shape.slice(); - this.dtype = dtype || "float32"; - this.size = sizeFromShape(shape); - this.strides = computeStrides(shape); - this.dataId = dataId; - this.id = id; - this.rankType = this.rank < 5 ? this.rank.toString() : "higher"; - } - get rank() { - return this.shape.length; - } - async buffer() { - const vals = await this.data(); - return opHandler.buffer(this.shape, this.dtype, vals); - } - bufferSync() { - return opHandler.buffer(this.shape, this.dtype, this.dataSync()); - } - async array() { - const vals = await this.data(); - return toNestedArray(this.shape, vals); - } - arraySync() { - return toNestedArray(this.shape, this.dataSync()); - } - async data() { - this.throwIfDisposed(); - const data2 = trackerFn().read(this.dataId); - if (this.dtype === "string") { - const bytes = await data2; - try { - return bytes.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data2; - } - dataSync() { - this.throwIfDisposed(); - const data2 = trackerFn().readSync(this.dataId); - if (this.dtype === "string") { - try { - return data2.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data2; - } - async bytes() { - this.throwIfDisposed(); - const data2 = await trackerFn().read(this.dataId); - if (this.dtype === "string") { - return data2; - } else { - return new Uint8Array(data2.buffer); - } - } - dispose() { - if (this.isDisposed) { - return; - } - trackerFn().disposeTensor(this); - this.isDisposedInternal = true; - } - get isDisposed() { - return this.isDisposedInternal; - } - throwIfDisposed() { - if (this.isDisposed) { - throw new Error(`Tensor is disposed.`); - } - } - print(verbose = false) { - return opHandler.print(this, verbose); - } - clone() { - this.throwIfDisposed(); - return opHandler.clone(this); - } - toString(verbose = false) { - const vals = this.dataSync(); - return tensorToString(vals, this.shape, this.dtype, verbose); - } - cast(dtype) { - this.throwIfDisposed(); - return opHandler.cast(this, dtype); - } - variable(trainable = true, name, dtype) { - this.throwIfDisposed(); - return trackerFn().makeVariable(this, trainable, name, dtype); - } -}; -Object.defineProperty(Tensor, Symbol.hasInstance, { - value: (instance) => { - return !!instance && instance.data != null && instance.dataSync != null && instance.throwIfDisposed != null; - } -}); -function getGlobalTensorClass() { - return getGlobal("Tensor", () => { - return Tensor; - }); -} -getGlobalTensorClass(); -var Variable = class extends Tensor { - constructor(initialValue, trainable, name, tensorId) { - super(initialValue.shape, initialValue.dtype, initialValue.dataId, tensorId); - this.trainable = trainable; - this.name = name; - } - assign(newValue) { - if (newValue.dtype !== this.dtype) { - throw new Error(`dtype of the new value (${newValue.dtype}) and previous value (${this.dtype}) must match`); - } - if (!arraysEqual(newValue.shape, this.shape)) { - throw new Error(`shape of the new value (${newValue.shape}) and previous value (${this.shape}) must match`); - } - trackerFn().disposeTensor(this); - this.dataId = newValue.dataId; - trackerFn().incRef(this, null); - } - dispose() { - trackerFn().disposeVariable(this); - this.isDisposedInternal = true; - } -}; -Object.defineProperty(Variable, Symbol.hasInstance, { - value: (instance) => { - return instance instanceof Tensor && instance.assign != null && instance.assign instanceof Function; - } -}); -var tensor_util_exports = {}; -__export2(tensor_util_exports, { - assertTypesMatch: () => assertTypesMatch, - getTensorsInContainer: () => getTensorsInContainer, - isTensorInList: () => isTensorInList, - makeTypesMatch: () => makeTypesMatch -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Rank; -(function(Rank2) { - Rank2["R0"] = "R0"; - Rank2["R1"] = "R1"; - Rank2["R2"] = "R2"; - Rank2["R3"] = "R3"; - Rank2["R4"] = "R4"; - Rank2["R5"] = "R5"; - Rank2["R6"] = "R6"; -})(Rank || (Rank = {})); -var UpcastInt32AndMap; -(function(UpcastInt32AndMap2) { - UpcastInt32AndMap2["float32"] = "float32"; - UpcastInt32AndMap2["int32"] = "int32"; - UpcastInt32AndMap2["bool"] = "int32"; - UpcastInt32AndMap2["complex64"] = "complex64"; -})(UpcastInt32AndMap || (UpcastInt32AndMap = {})); -var UpcastBoolAndMap; -(function(UpcastBoolAndMap2) { - UpcastBoolAndMap2["float32"] = "float32"; - UpcastBoolAndMap2["int32"] = "int32"; - UpcastBoolAndMap2["bool"] = "bool"; - UpcastBoolAndMap2["complex64"] = "complex64"; -})(UpcastBoolAndMap || (UpcastBoolAndMap = {})); -var UpcastFloat32AndMap; -(function(UpcastFloat32AndMap2) { - UpcastFloat32AndMap2["float32"] = "float32"; - UpcastFloat32AndMap2["int32"] = "float32"; - UpcastFloat32AndMap2["bool"] = "float32"; - UpcastFloat32AndMap2["complex64"] = "complex64"; -})(UpcastFloat32AndMap || (UpcastFloat32AndMap = {})); -var UpcastComplex64AndMap; -(function(UpcastComplex64AndMap2) { - UpcastComplex64AndMap2["float32"] = "complex64"; - UpcastComplex64AndMap2["int32"] = "complex64"; - UpcastComplex64AndMap2["bool"] = "complex64"; - UpcastComplex64AndMap2["complex64"] = "complex64"; -})(UpcastComplex64AndMap || (UpcastComplex64AndMap = {})); -var upcastTypeMap = { - float32: UpcastFloat32AndMap, - int32: UpcastInt32AndMap, - bool: UpcastBoolAndMap, - complex64: UpcastComplex64AndMap -}; -function upcastType(typeA, typeB) { - if (typeA === "string" || typeB === "string") { - if (typeA === "string" && typeB === "string") { - return "string"; - } - throw new Error(`Can not upcast ${typeA} with ${typeB}`); - } - return upcastTypeMap[typeA][typeB]; -} -function sumOutType(type) { - return upcastType(type, "int32"); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function makeTypesMatch(a, b) { - if (a.dtype === b.dtype) { - return [a, b]; - } - const dtype = upcastType(a.dtype, b.dtype); - return [a.cast(dtype), b.cast(dtype)]; -} -function assertTypesMatch(a, b) { - assert(a.dtype === b.dtype, () => `The dtypes of the first(${a.dtype}) and second(${b.dtype}) input must match`); -} -function isTensorInList(tensor2, tensorList) { - return tensorList.some((x) => x.id === tensor2.id); -} -function getTensorsInContainer(result) { - const list = []; - const seen = new Set(); - walkTensorContainer(result, list, seen); - return list; -} -function walkTensorContainer(container, list, seen) { - if (container == null) { - return; - } - if (container instanceof Tensor) { - list.push(container); - return; - } - if (!isIterable(container)) { - return; - } - const iterable = container; - for (const k in iterable) { - const val = iterable[k]; - if (!seen.has(val)) { - seen.add(val); - walkTensorContainer(val, list, seen); - } - } -} -function isIterable(obj) { - return Array.isArray(obj) || typeof obj === "object"; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function isRegisteredKernelInvocation(kernelInvocation) { - return kernelInvocation.kernelName != null; -} -var EngineState = class { - constructor() { - this.registeredVariables = {}; - this.nextTapeNodeId = 0; - this.numBytes = 0; - this.numTensors = 0; - this.numStringTensors = 0; - this.numDataBuffers = 0; - this.gradientDepth = 0; - this.kernelDepth = 0; - this.scopeStack = []; - this.numDataMovesStack = []; - this.nextScopeId = 0; - this.tensorInfo = new WeakMap(); - this.profiling = false; - this.activeProfile = { - newBytes: 0, - newTensors: 0, - peakBytes: 0, - kernels: [], - result: null, - get kernelNames() { - return Array.from(new Set(this.kernels.map((k) => k.name))); - } - }; - } - dispose() { - for (const variableName in this.registeredVariables) { - this.registeredVariables[variableName].dispose(); - } - } -}; -var Engine = class { - constructor(ENV5) { - this.ENV = ENV5; - this.registry = {}; - this.registryFactory = {}; - this.pendingBackendInitId = 0; - this.state = new EngineState(); - } - async ready() { - if (this.pendingBackendInit != null) { - return this.pendingBackendInit.then(() => { - }); - } - if (this.backendInstance != null) { - return; - } - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const success = await this.initializeBackend(backendName).success; - if (success) { - await this.setBackend(backendName); - return; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - get backend() { - if (this.pendingBackendInit != null) { - throw new Error(`Backend '${this.backendName}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - if (this.backendInstance == null) { - const {name, asyncInit} = this.initializeBackendsAndReturnBest(); - if (asyncInit) { - throw new Error(`The highest priority backend '${name}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - this.setBackend(name); - } - return this.backendInstance; - } - backendNames() { - return Object.keys(this.registryFactory); - } - findBackend(backendName) { - if (!(backendName in this.registry)) { - if (backendName in this.registryFactory) { - const {asyncInit} = this.initializeBackend(backendName); - if (asyncInit) { - return null; - } - } else { - return null; - } - } - return this.registry[backendName]; - } - findBackendFactory(backendName) { - if (!(backendName in this.registryFactory)) { - return null; - } - return this.registryFactory[backendName].factory; - } - registerBackend(backendName, factory, priority = 1) { - if (backendName in this.registryFactory) { - console.warn(`${backendName} backend was already registered. Reusing existing backend factory.`); - return false; - } - this.registryFactory[backendName] = {factory, priority}; - return true; - } - async setBackend(backendName) { - if (this.registryFactory[backendName] == null) { - throw new Error(`Backend name '${backendName}' not found in registry`); - } - this.backendName = backendName; - if (this.registry[backendName] == null) { - this.backendInstance = null; - const {success, asyncInit} = this.initializeBackend(backendName); - const result = asyncInit ? await success : success; - if (!result) { - return false; - } - } - this.backendInstance = this.registry[backendName]; - this.setupRegisteredKernels(); - this.profiler = new Profiler(this.backendInstance); - return true; - } - setupRegisteredKernels() { - const kernels = getKernelsForBackend(this.backendName); - kernels.forEach((kernel) => { - if (kernel.setupFunc != null) { - kernel.setupFunc(this.backendInstance); - } - }); - } - disposeRegisteredKernels(backendName) { - const kernels = getKernelsForBackend(backendName); - kernels.forEach((kernel) => { - if (kernel.disposeFunc != null) { - kernel.disposeFunc(this.registry[backendName]); - } - }); - } - initializeBackend(backendName) { - const registryFactoryEntry = this.registryFactory[backendName]; - if (registryFactoryEntry == null) { - throw new Error(`Cannot initialize backend ${backendName}, no registration found.`); - } - try { - const backend22 = registryFactoryEntry.factory(); - if (backend22 && !(backend22 instanceof KernelBackend) && typeof backend22.then === "function") { - const promiseId = ++this.pendingBackendInitId; - const success = backend22.then((backendInstance) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.registry[backendName] = backendInstance; - this.pendingBackendInit = null; - return true; - }).catch((err) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.pendingBackendInit = null; - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return false; - }); - this.pendingBackendInit = success; - return {success, asyncInit: true}; - } else { - this.registry[backendName] = backend22; - return {success: true, asyncInit: false}; - } - } catch (err) { - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return {success: false, asyncInit: false}; - } - } - removeBackend(backendName) { - if (!(backendName in this.registryFactory)) { - throw new Error(`${backendName} backend not found in registry`); - } - if (this.backendName === backendName && this.pendingBackendInit != null) { - this.pendingBackendInitId++; - } - if (backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - delete this.registryFactory[backendName]; - if (this.backendName === backendName) { - this.pendingBackendInit = null; - this.backendName = null; - this.backendInstance = null; - } - } - getSortedBackends() { - if (Object.keys(this.registryFactory).length === 0) { - throw new Error("No backend found in registry."); - } - return Object.keys(this.registryFactory).sort((a, b) => { - return this.registryFactory[b].priority - this.registryFactory[a].priority; - }); - } - initializeBackendsAndReturnBest() { - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const {success, asyncInit} = this.initializeBackend(backendName); - if (asyncInit || success) { - return {name: backendName, asyncInit}; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - moveData(backend22, dataId) { - const info2 = this.state.tensorInfo.get(dataId); - const srcBackend = info2.backend; - const values = this.readSync(dataId); - const refCount = srcBackend.refCount(dataId); - srcBackend.disposeData(dataId, true); - info2.backend = backend22; - backend22.move(dataId, values, info2.shape, info2.dtype, refCount); - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]++; - } - } - tidy(nameOrFn, fn) { - let name = null; - if (fn == null) { - if (typeof nameOrFn !== "function") { - throw new Error("Please provide a function to tidy()"); - } - fn = nameOrFn; - } else { - if (typeof nameOrFn !== "string" && !(nameOrFn instanceof String)) { - throw new Error("When calling with two arguments, the first argument to tidy() must be a string"); - } - if (typeof fn !== "function") { - throw new Error("When calling with two arguments, the 2nd argument to tidy() must be a function"); - } - name = nameOrFn; - } - let result; - return this.scopedRun(() => this.startScope(name), () => this.endScope(result), () => { - result = fn(); - if (result instanceof Promise) { - console.error("Cannot return a Promise inside of tidy."); - } - return result; - }); - } - scopedRun(start, end, f) { - start(); - try { - const res = f(); - end(); - return res; - } catch (ex) { - end(); - throw ex; - } - } - nextTensorId() { - return Engine.nextTensorId++; - } - nextVariableId() { - return Engine.nextVariableId++; - } - clone(x) { - const y = ENGINE.runKernel(Identity, {x}); - const inputs = {x}; - const grad2 = (dy) => ({ - x: () => { - const dtype = "float32"; - const gradInputs = {x: dy}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, gradInputs, attrs); - } - }); - const saved = []; - this.addTapeNode(this.state.activeScope.name, inputs, [y], grad2, saved, {}); - return y; - } - runKernel(kernelName, inputs, attrs) { - const hasKernel = getKernel(kernelName, this.backendName) != null; - if (!hasKernel) { - throw new Error(`Kernel '${kernelName}' not registered for backend '${this.backendName}'`); - } - return this.runKernelFunc({kernelName, inputs, attrs}); - } - shouldCheckForMemLeaks() { - return this.ENV.getBool("IS_TEST"); - } - checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos) { - const numDataIdsAfter = this.backend.numDataIds(); - let numOutputDataIds = 0; - outInfos.forEach((info2) => { - numOutputDataIds += info2.dtype === "complex64" ? 3 : 1; - }); - const numMoves = this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]; - const dataIdsLeaked = numDataIdsAfter - numDataIdsBefore - numOutputDataIds - numMoves; - if (dataIdsLeaked > 0) { - throw new Error(`Backend '${this.backendName}' has an internal memory leak (${dataIdsLeaked} data ids) after running '${kernelName}'`); - } - } - runKernelFunc(kernelParams) { - let outputs; - let saved = []; - const isTapeOn = this.isTapeOn(); - const startingBytecount = this.state.numBytes; - const startingNumTensors = this.state.numTensors; - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack.push(0); - } - let kernelFunc3; - if (this.backendName == null) { - this.backend; - } - let out; - const kernelOrScopeName = isRegisteredKernelInvocation(kernelParams) ? kernelParams.kernelName : this.state.activeScope != null ? this.state.activeScope.name : ""; - if (isRegisteredKernelInvocation(kernelParams)) { - const {kernelName, inputs: inputs2, attrs: attrs2} = kernelParams; - if (this.backendName == null) { - this.backend; - } - const kernel = getKernel(kernelName, this.backendName); - assert(kernel != null, () => `Cannot find registered kernel '${kernelName}' for backend '${this.backendName}'`); - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = kernel.kernelFunc({inputs: inputs2, attrs: attrs2, backend: this.backend}); - const outInfos = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos); - } - const outTensors = outInfos.map((outInfo) => { - if (outInfo.rank != null) { - return outInfo; - } - const {dataId, shape, dtype} = outInfo; - return this.makeTensorFromDataId(dataId, shape, dtype); - }); - if (isTapeOn) { - const tensorsToSave = this.getTensorsForGradient(kernelName, inputs2, outTensors); - saved = this.saveTensorsForBackwardMode(tensorsToSave); - } - return outTensors; - }; - } else { - const {forwardFunc} = kernelParams; - const saveFunc = (tensors) => { - if (!isTapeOn) { - return; - } - saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - }; - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = this.tidy(() => forwardFunc(this.backend, saveFunc)); - const outs = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelOrScopeName, numDataIdsBefore, outs); - } - return outs; - }; - } - const {inputs, attrs} = kernelParams; - const backwardsFunc = isRegisteredKernelInvocation(kernelParams) ? null : kernelParams.backwardsFunc; - let kernelProfile; - this.scopedRun(() => this.state.kernelDepth++, () => this.state.kernelDepth--, () => { - if (!this.ENV.getBool("DEBUG") && !this.state.profiling) { - outputs = kernelFunc3(); - } else { - kernelProfile = this.profiler.profileKernel(kernelOrScopeName, inputs, () => kernelFunc3()); - if (this.ENV.getBool("DEBUG")) { - this.profiler.logKernelProfile(kernelProfile); - } - outputs = kernelProfile.outputs; - } - }); - if (isTapeOn) { - this.addTapeNode(kernelOrScopeName, inputs, outputs, backwardsFunc, saved, attrs); - } - if (this.state.profiling) { - this.state.activeProfile.kernels.push({ - name: kernelOrScopeName, - bytesAdded: this.state.numBytes - startingBytecount, - totalBytesSnapshot: this.state.numBytes, - tensorsAdded: this.state.numTensors - startingNumTensors, - totalTensorsSnapshot: this.state.numTensors, - inputShapes: Object.keys(inputs).map((key) => inputs[key] != null ? inputs[key].shape : null), - outputShapes: outputs.map((item) => item.shape), - kernelTimeMs: kernelProfile.timeMs, - extraInfo: kernelProfile.extraInfo - }); - } - return Array.isArray(out) ? outputs : outputs[0]; - } - saveTensorsForBackwardMode(tensors) { - const saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - return saved; - } - getTensorsForGradient(kernelName, inputs, outputs) { - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - const inputsToSave = gradConfig.inputsToSave || []; - const outputsToSave = gradConfig.outputsToSave || []; - let inputTensorsToSave; - if (gradConfig.saveAllInputs) { - assert(Array.isArray(inputs), () => "saveAllInputs is true, expected inputs to be an array."); - inputTensorsToSave = Object.keys(inputs).map((key) => inputs[key]); - } else { - inputTensorsToSave = inputsToSave.map((inputName) => inputs[inputName]); - } - const outputTensorsToSave = outputs.filter((_, i) => outputsToSave[i]); - return inputTensorsToSave.concat(outputTensorsToSave); - } - return []; - } - makeTensor(values, shape, dtype, backend22) { - if (values == null) { - throw new Error("Values passed to engine.makeTensor() are null"); - } - dtype = dtype || "float32"; - backend22 = backend22 || this.backend; - let backendVals = values; - if (dtype === "string" && isString(values[0])) { - backendVals = values.map((d) => encodeString(d)); - } - const dataId = backend22.write(backendVals, shape, dtype); - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend22); - if (dtype === "string") { - const info2 = this.state.tensorInfo.get(dataId); - const newBytes = bytesFromStringArray(backendVals); - this.state.numBytes += newBytes - info2.bytes; - info2.bytes = newBytes; - } - return t; - } - makeTensorFromDataId(dataId, shape, dtype, backend22) { - dtype = dtype || "float32"; - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend22); - return t; - } - makeVariable(initialValue, trainable = true, name, dtype) { - name = name || this.nextVariableId().toString(); - if (dtype != null && dtype !== initialValue.dtype) { - initialValue = initialValue.cast(dtype); - } - const v = new Variable(initialValue, trainable, name, this.nextTensorId()); - if (this.state.registeredVariables[v.name] != null) { - throw new Error(`Variable with name ${v.name} was already registered`); - } - this.state.registeredVariables[v.name] = v; - this.incRef(v, this.backend); - return v; - } - trackTensor(a, backend22) { - this.state.numTensors++; - if (a.dtype === "string") { - this.state.numStringTensors++; - } - let bytes = 0; - if (a.dtype !== "complex64" && a.dtype !== "string") { - bytes = a.size * bytesPerElement(a.dtype); - } - this.state.numBytes += bytes; - if (!this.state.tensorInfo.has(a.dataId)) { - this.state.numDataBuffers++; - this.state.tensorInfo.set(a.dataId, { - backend: backend22 || this.backend, - dtype: a.dtype, - shape: a.shape, - bytes - }); - } - if (!(a instanceof Variable)) { - this.track(a); - } - } - incRef(a, backend22) { - this.trackTensor(a, backend22); - this.backend.incRef(a.dataId); - } - removeDataId(dataId, backend22) { - if (this.state.tensorInfo.has(dataId) && this.state.tensorInfo.get(dataId).backend === backend22) { - this.state.tensorInfo.delete(dataId); - this.state.numDataBuffers--; - } - } - disposeTensor(a) { - if (!this.state.tensorInfo.has(a.dataId)) { - return; - } - const info2 = this.state.tensorInfo.get(a.dataId); - this.state.numTensors--; - if (a.dtype === "string") { - this.state.numStringTensors--; - this.state.numBytes -= info2.bytes; - } - if (a.dtype !== "complex64" && a.dtype !== "string") { - const bytes = a.size * bytesPerElement(a.dtype); - this.state.numBytes -= bytes; - } - if (info2.backend.disposeData(a.dataId)) { - this.removeDataId(a.dataId, info2.backend); - } - } - disposeVariables() { - for (const varName in this.state.registeredVariables) { - const v = this.state.registeredVariables[varName]; - this.disposeVariable(v); - } - } - disposeVariable(v) { - this.disposeTensor(v); - if (this.state.registeredVariables[v.name] != null) { - delete this.state.registeredVariables[v.name]; - } - } - memory() { - const info2 = this.backend.memory(); - info2.numTensors = this.state.numTensors; - info2.numDataBuffers = this.state.numDataBuffers; - info2.numBytes = this.state.numBytes; - if (this.state.numStringTensors > 0) { - info2.unreliable = true; - if (info2.reasons == null) { - info2.reasons = []; - } - info2.reasons.push("Memory usage by string tensors is approximate (2 bytes per character)"); - } - return info2; - } - async profile(query) { - this.state.profiling = true; - const startBytes = this.state.numBytes; - const startNumTensors = this.state.numTensors; - this.state.activeProfile.kernels = []; - this.state.activeProfile.result = await query(); - this.state.profiling = false; - this.state.activeProfile.peakBytes = Math.max(...this.state.activeProfile.kernels.map((d) => d.totalBytesSnapshot)); - this.state.activeProfile.newBytes = this.state.numBytes - startBytes; - this.state.activeProfile.newTensors = this.state.numTensors - startNumTensors; - for (const kernel of this.state.activeProfile.kernels) { - kernel.kernelTimeMs = await kernel.kernelTimeMs; - kernel.extraInfo = await kernel.extraInfo; - } - return this.state.activeProfile; - } - isTapeOn() { - return this.state.gradientDepth > 0 && this.state.kernelDepth === 0; - } - addTapeNode(kernelName, inputs, outputs, gradientsFunc, saved, attrs) { - const tapeNode = {id: this.state.nextTapeNodeId++, kernelName, inputs, outputs, saved}; - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - gradientsFunc = gradConfig.gradFunc; - } - if (gradientsFunc != null) { - tapeNode.gradient = (dys) => { - dys = dys.map((dy, i) => { - if (dy == null) { - const output = outputs[i]; - const vals = makeZerosTypedArray(output.size, output.dtype); - return this.makeTensor(vals, output.shape, output.dtype); - } - return dy; - }); - return gradientsFunc(dys.length > 1 ? dys : dys[0], saved, attrs); - }; - } - this.state.activeTape.push(tapeNode); - } - keep(result) { - result.kept = true; - return result; - } - startTape() { - if (this.state.gradientDepth === 0) { - this.state.activeTape = []; - } - this.state.gradientDepth++; - } - endTape() { - this.state.gradientDepth--; - } - startScope(name) { - const scopeInfo = { - track: [], - name: "unnamed scope", - id: this.state.nextScopeId++ - }; - if (name) { - scopeInfo.name = name; - } - this.state.scopeStack.push(scopeInfo); - this.state.activeScope = scopeInfo; - } - endScope(result) { - const tensorsToTrackInParent = getTensorsInContainer(result); - const tensorsToTrackInParentSet = new Set(tensorsToTrackInParent.map((t) => t.id)); - for (let i = 0; i < this.state.activeScope.track.length; i++) { - const tensor2 = this.state.activeScope.track[i]; - if (!tensor2.kept && !tensorsToTrackInParentSet.has(tensor2.id)) { - tensor2.dispose(); - } - } - const oldScope = this.state.scopeStack.pop(); - this.state.activeScope = this.state.scopeStack.length === 0 ? null : this.state.scopeStack[this.state.scopeStack.length - 1]; - tensorsToTrackInParent.forEach((tensor2) => { - if (!tensor2.kept && tensor2.scopeId === oldScope.id) { - this.track(tensor2); - } - }); - } - gradients(f, xs, dy, allowNoGradients = false) { - assert(xs.length > 0, () => "gradients() received an empty list of xs."); - if (dy != null && dy.dtype !== "float32") { - throw new Error(`dy must have 'float32' dtype, but has '${dy.dtype}'`); - } - const y = this.scopedRun(() => this.startTape(), () => this.endTape(), () => this.tidy("forward", f)); - assert(y instanceof Tensor, () => "The result y returned by f() must be a tensor."); - const filteredTape = getFilteredNodesXToY(this.state.activeTape, xs, y); - if (!allowNoGradients && filteredTape.length === 0 && xs.length > 0) { - throw new Error("Cannot compute gradient of y=f(x) with respect to x. Make sure that the f you passed encloses all operations that lead from x to y."); - } - return this.tidy("backward", () => { - const accumulatedGradientMap = {}; - accumulatedGradientMap[y.id] = dy == null ? ones(y.shape) : dy; - backpropagateGradients(accumulatedGradientMap, filteredTape, (f2) => this.tidy(f2), add); - const grads2 = xs.map((x) => accumulatedGradientMap[x.id]); - if (this.state.gradientDepth === 0) { - this.state.activeTape.forEach((node) => { - for (const tensor2 of node.saved) { - tensor2.dispose(); - } - }); - this.state.activeTape = null; - } - return {value: y, grads: grads2}; - }); - } - customGrad(f) { - assert(isFunction(f), () => "The f passed in customGrad(f) must be a function."); - return (...inputs) => { - assert(inputs.every((t) => t instanceof Tensor), () => "The args passed in customGrad(f)(x1, x2,...) must all be tensors"); - let res; - const inputMap = {}; - inputs.forEach((input2, i) => { - inputMap[i] = input2; - }); - const forwardFunc = (_, save) => { - res = f(...[...inputs, save]); - assert(res.value instanceof Tensor, () => "The function f passed in customGrad(f) must return an object where `obj.value` is a tensor"); - assert(isFunction(res.gradFunc), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function."); - return res.value; - }; - const backwardsFunc = (dy, saved) => { - const gradRes = res.gradFunc(dy, saved); - const grads2 = Array.isArray(gradRes) ? gradRes : [gradRes]; - assert(grads2.length === inputs.length, () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns the same number of tensors as inputs passed to f(...)."); - assert(grads2.every((t) => t instanceof Tensor), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns a list of only tensors."); - const gradMap = {}; - grads2.forEach((grad2, i) => { - gradMap[i] = () => grad2; - }); - return gradMap; - }; - return this.runKernelFunc({ - forwardFunc, - backwardsFunc, - inputs: inputMap - }); - }; - } - readSync(dataId) { - const info2 = this.state.tensorInfo.get(dataId); - return info2.backend.readSync(dataId); - } - read(dataId) { - const info2 = this.state.tensorInfo.get(dataId); - return info2.backend.read(dataId); - } - async time(query) { - const start = now2(); - const timingInfo = await this.backend.time(query); - timingInfo.wallMs = now2() - start; - return timingInfo; - } - track(result) { - if (this.state.activeScope != null) { - result.scopeId = this.state.activeScope.id; - this.state.activeScope.track.push(result); - } - return result; - } - get registeredVariables() { - return this.state.registeredVariables; - } - reset() { - this.pendingBackendInitId++; - this.state.dispose(); - this.ENV.reset(); - this.state = new EngineState(); - for (const backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - this.backendName = null; - this.backendInstance = null; - this.pendingBackendInit = null; - } -}; -Engine.nextTensorId = 0; -Engine.nextVariableId = 0; -function ones(shape) { - const values = makeOnesTypedArray(sizeFromShape(shape), "float32"); - return ENGINE.makeTensor(values, shape, "float32"); -} -function getOrMakeEngine() { - const ns = getGlobalNamespace(); - if (ns._tfengine == null) { - const environment = new Environment(ns); - ns._tfengine = new Engine(environment); - } - setEnvironmentGlobal(ns._tfengine.ENV); - setTensorTracker(() => ns._tfengine); - return ns._tfengine; -} -var ENGINE = getOrMakeEngine(); -function add(a, b) { - const inputs = {a, b}; - return ENGINE.runKernel(Add, inputs); -} -var device_util_exports = {}; -__export2(device_util_exports, { - isBrowser: () => isBrowser, - isMobile: () => isMobile -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function _isNavigatorDefined() { - return typeof navigator !== "undefined" && navigator != null; -} -function isMobile() { - if (_isNavigatorDefined()) { - const a = navigator.userAgent || navigator.vendor || window.opera; - return /(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i.test(a) || /1207|6310|6590|3gso|4thp|50[1-6]i|770s|802s|a wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i.test(a.substr(0, 4)); - } - return false; -} -function isBrowser() { - return typeof window !== "undefined" && window.document != null || typeof WorkerGlobalScope !== "undefined"; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ENV2 = env(); -ENV2.registerFlag("DEBUG", () => false, (debugValue) => { - if (debugValue) { - console.warn("Debugging mode is ON. The output of every math call will be downloaded to CPU and checked for NaNs. This significantly impacts performance."); - } -}); -ENV2.registerFlag("IS_BROWSER", () => isBrowser()); -ENV2.registerFlag("IS_NODE", () => typeof process !== "undefined" && typeof process.versions !== "undefined" && typeof process.versions.node !== "undefined"); -ENV2.registerFlag("IS_CHROME", () => typeof navigator !== "undefined" && navigator != null && navigator.userAgent != null && /Chrome/.test(navigator.userAgent) && /Google Inc/.test(navigator.vendor)); -ENV2.registerFlag("PROD", () => false); -ENV2.registerFlag("TENSORLIKE_CHECK_SHAPE_CONSISTENCY", () => ENV2.getBool("DEBUG")); -ENV2.registerFlag("DEPRECATION_WARNINGS_ENABLED", () => true); -ENV2.registerFlag("IS_TEST", () => false); -ENV2.registerFlag("CHECK_COMPUTATION_FOR_ERRORS", () => true); -ENV2.registerFlag("WRAP_TO_IMAGEBITMAP", () => false); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function inferShape(val, dtype) { - let firstElem = val; - if (isTypedArray(val)) { - return dtype === "string" ? [] : [val.length]; - } - if (!Array.isArray(val)) { - return []; - } - const shape = []; - while (Array.isArray(firstElem) || isTypedArray(firstElem) && dtype !== "string") { - shape.push(firstElem.length); - firstElem = firstElem[0]; - } - if (Array.isArray(val) && env().getBool("TENSORLIKE_CHECK_SHAPE_CONSISTENCY")) { - deepAssertShapeConsistency(val, shape, []); - } - return shape; -} -function deepAssertShapeConsistency(val, shape, indices) { - indices = indices || []; - if (!Array.isArray(val) && !isTypedArray(val)) { - assert(shape.length === 0, () => `Element arr[${indices.join("][")}] is a primitive, but should be an array/TypedArray of ${shape[0]} elements`); - return; - } - assert(shape.length > 0, () => `Element arr[${indices.join("][")}] should be a primitive, but is an array of ${val.length} elements`); - assert(val.length === shape[0], () => `Element arr[${indices.join("][")}] should have ${shape[0]} elements, but has ${val.length} elements`); - const subShape = shape.slice(1); - for (let i = 0; i < val.length; ++i) { - deepAssertShapeConsistency(val[i], subShape, indices.concat(i)); - } -} -function assertDtype(expectedDtype, actualDType, argName, functionName) { - if (expectedDtype === "string_or_numeric") { - return; - } - if (expectedDtype == null) { - throw new Error(`Expected dtype cannot be null.`); - } - if (expectedDtype !== "numeric" && expectedDtype !== actualDType || expectedDtype === "numeric" && actualDType === "string") { - throw new Error(`Argument '${argName}' passed to '${functionName}' must be ${expectedDtype} tensor, but got ${actualDType} tensor`); - } -} -function convertToTensor(x, argName, functionName, parseAsDtype = "numeric") { - if (x instanceof Tensor) { - assertDtype(parseAsDtype, x.dtype, argName, functionName); - return x; - } - let inferredDtype = inferDtype(x); - if (inferredDtype !== "string" && ["bool", "int32", "float32"].indexOf(parseAsDtype) >= 0) { - inferredDtype = parseAsDtype; - } - assertDtype(parseAsDtype, inferredDtype, argName, functionName); - if (x == null || !isTypedArray(x) && !Array.isArray(x) && typeof x !== "number" && typeof x !== "boolean" && typeof x !== "string") { - const type = x == null ? "null" : x.constructor.name; - throw new Error(`Argument '${argName}' passed to '${functionName}' must be a Tensor or TensorLike, but got '${type}'`); - } - const inferredShape = inferShape(x, inferredDtype); - if (!isTypedArray(x) && !Array.isArray(x)) { - x = [x]; - } - const skipTypedArray = true; - const values = inferredDtype !== "string" ? toTypedArray(x, inferredDtype) : flatten(x, [], skipTypedArray); - return ENGINE.makeTensor(values, inferredShape, inferredDtype); -} -function convertToTensorArray(arg, argName, functionName, parseAsDtype = "numeric") { - if (!Array.isArray(arg)) { - throw new Error(`Argument ${argName} passed to ${functionName} must be a \`Tensor[]\` or \`TensorLike[]\``); - } - const tensors = arg; - return tensors.map((t, i) => convertToTensor(t, `${argName}[${i}]`, functionName, parseAsDtype)); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OP_SCOPE_SUFFIX = "__op"; -function op(f) { - const keys = Object.keys(f); - if (keys.length !== 1) { - throw new Error(`Please provide an object with a single key (operation name) mapping to a function. Got an object with ${keys.length} keys.`); - } - let opName = keys[0]; - const fn = f[opName]; - if (opName.endsWith("_")) { - opName = opName.substring(0, opName.length - 1); - } - opName = opName + OP_SCOPE_SUFFIX; - const f2 = (...args) => { - ENGINE.startScope(opName); - try { - const result = fn(...args); - if (isPromise(result)) { - console.error("Cannot return a Promise inside of tidy."); - } - ENGINE.endScope(result); - return result; - } catch (ex) { - ENGINE.endScope(null); - throw ex; - } - }; - Object.defineProperty(f2, "name", {value: opName, configurable: true}); - return f2; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function complex_(real4, imag4) { - const $real = convertToTensor(real4, "real", "complex"); - const $imag = convertToTensor(imag4, "imag", "complex"); - assertShapesMatch($real.shape, $imag.shape, `real and imag shapes, ${$real.shape} and ${$imag.shape}, must match in call to tf.complex().`); - const inputs = {real: $real, imag: $imag}; - return ENGINE.runKernel(Complex, inputs); -} -var complex = op({complex_}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function makeTensor(values, shape, inferredShape, dtype) { - if (dtype == null) { - dtype = inferDtype(values); - } - if (dtype === "complex64") { - throw new Error(`Cannot construct a complex64 tensor directly. Please use tf.complex(real, imag).`); - } - if (!isTypedArray(values) && !Array.isArray(values) && typeof values !== "number" && typeof values !== "boolean" && typeof values !== "string") { - throw new Error("values passed to tensor(values) must be a number/boolean/string or an array of numbers/booleans/strings, or a TypedArray"); - } - if (shape != null) { - assertNonNegativeIntegerDimensions(shape); - const providedSize = sizeFromShape(shape); - const inferredSize = sizeFromShape(inferredShape); - assert(providedSize === inferredSize, () => `Based on the provided shape, [${shape}], the tensor should have ${providedSize} values but has ${inferredSize}`); - for (let i = 0; i < inferredShape.length; ++i) { - const inferred = inferredShape[i]; - const flatDimsDontMatch = i === inferredShape.length - 1 ? inferred !== sizeFromShape(shape.slice(i)) : true; - assert(inferredShape[i] === shape[i] || !flatDimsDontMatch, () => `Error creating a new Tensor. Inferred shape (${inferredShape}) does not match the provided shape (${shape}). `); - } - } - if (!isTypedArray(values) && !Array.isArray(values)) { - values = [values]; - } - shape = shape || inferredShape; - values = dtype !== "string" ? toTypedArray(values, dtype) : flatten(values, [], true); - return ENGINE.makeTensor(values, shape, dtype); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function tensor(values, shape, dtype) { - const inferredShape = inferShape(values, dtype); - return makeTensor(values, shape, inferredShape, dtype); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DTYPE_VALUE_SIZE_MAP = { - float32: 4, - float16: 2, - int32: 4, - uint16: 2, - uint8: 1, - bool: 1, - complex64: 8 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var NUM_BYTES_STRING_LENGTH = 4; -async function encodeWeights(tensors, group) { - const specs = []; - const dataPromises = []; - const names = Array.isArray(tensors) ? tensors.map((tensor2) => tensor2.name) : Object.keys(tensors); - for (let i = 0; i < names.length; ++i) { - const name = names[i]; - const t = Array.isArray(tensors) ? tensors[i].tensor : tensors[name]; - if (t.dtype !== "float32" && t.dtype !== "int32" && t.dtype !== "bool" && t.dtype !== "string" && t.dtype !== "complex64") { - throw new Error(`Unsupported dtype in weight '${name}': ${t.dtype}`); - } - const spec = {name, shape: t.shape, dtype: t.dtype}; - if (t.dtype === "string") { - const utf8bytes = new Promise(async (resolve) => { - const vals = await t.bytes(); - const totalNumBytes = vals.reduce((p2, c) => p2 + c.length, 0) + NUM_BYTES_STRING_LENGTH * vals.length; - const bytes = new Uint8Array(totalNumBytes); - let offset = 0; - for (let i2 = 0; i2 < vals.length; i2++) { - const val = vals[i2]; - const bytesOfLength = new Uint8Array(new Uint32Array([val.length]).buffer); - bytes.set(bytesOfLength, offset); - offset += NUM_BYTES_STRING_LENGTH; - bytes.set(val, offset); - offset += val.length; - } - resolve(bytes); - }); - dataPromises.push(utf8bytes); - } else { - dataPromises.push(t.data()); - } - if (group != null) { - spec.group = group; - } - specs.push(spec); - } - const tensorValues = await Promise.all(dataPromises); - return {data: concatenateTypedArrays(tensorValues), specs}; -} -function decodeWeights(buffer2, specs) { - const out = {}; - let float16Decode; - let offset = 0; - for (const spec of specs) { - const name = spec.name; - const dtype = spec.dtype; - const shape = spec.shape; - const size = sizeFromShape(shape); - let values; - if ("quantization" in spec) { - const quantization = spec.quantization; - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - if (!("min" in quantization && "scale" in quantization)) { - throw new Error(`Weight ${spec.name} with quantization ${quantization.dtype} doesn't have corresponding metadata min and scale.`); - } - } else if (quantization.dtype === "float16") { - if (dtype !== "float32") { - throw new Error(`Weight ${spec.name} is quantized with ${quantization.dtype} which only supports weights of type float32 not ${dtype}.`); - } - } else { - throw new Error(`Weight ${spec.name} has unknown quantization dtype ${quantization.dtype}. Supported quantization dtypes are: 'uint8', 'uint16', and 'float16'.`); - } - const quantizationSizeFactor = DTYPE_VALUE_SIZE_MAP[quantization.dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * quantizationSizeFactor); - const quantizedArray = quantization.dtype === "uint8" ? new Uint8Array(byteBuffer) : new Uint16Array(byteBuffer); - if (dtype === "float32") { - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - values = new Float32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = v * quantization.scale + quantization.min; - } - } else if (quantization.dtype === "float16") { - if (float16Decode === void 0) { - float16Decode = getFloat16Decoder(); - } - values = float16Decode(quantizedArray); - } else { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type float32.`); - } - } else if (dtype === "int32") { - if (quantization.dtype !== "uint8" && quantization.dtype !== "uint16") { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type int32.`); - } - values = new Int32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = Math.round(v * quantization.scale + quantization.min); - } - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * quantizationSizeFactor; - } else if (dtype === "string") { - const size2 = sizeFromShape(spec.shape); - values = []; - for (let i = 0; i < size2; i++) { - const byteLength = new Uint32Array(buffer2.slice(offset, offset + NUM_BYTES_STRING_LENGTH))[0]; - offset += NUM_BYTES_STRING_LENGTH; - const bytes = new Uint8Array(buffer2.slice(offset, offset + byteLength)); - values.push(bytes); - offset += byteLength; - } - } else { - const dtypeFactor = DTYPE_VALUE_SIZE_MAP[dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * dtypeFactor); - if (dtype === "float32") { - values = new Float32Array(byteBuffer); - } else if (dtype === "int32") { - values = new Int32Array(byteBuffer); - } else if (dtype === "bool") { - values = new Uint8Array(byteBuffer); - } else if (dtype === "complex64") { - values = new Float32Array(byteBuffer); - const real4 = new Float32Array(values.length / 2); - const image3 = new Float32Array(values.length / 2); - for (let i = 0; i < real4.length; i++) { - real4[i] = values[i * 2]; - image3[i] = values[i * 2 + 1]; - } - const realTensor = tensor(real4, shape, "float32"); - const imageTensor = tensor(image3, shape, "float32"); - out[name] = complex(realTensor, imageTensor); - realTensor.dispose(); - imageTensor.dispose(); - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * dtypeFactor; - } - if (dtype !== "complex64") { - out[name] = tensor(values, shape, dtype); - } - } - return out; -} -function concatenateTypedArrays(xs) { - if (xs === null) { - throw new Error(`Invalid input value: ${JSON.stringify(xs)}`); - } - let totalByteLength = 0; - const normalizedXs = []; - xs.forEach((x) => { - totalByteLength += x.byteLength; - normalizedXs.push(x.byteLength === x.buffer.byteLength ? x : new x.constructor(x)); - if (!(x instanceof Float32Array || x instanceof Int32Array || x instanceof Uint8Array)) { - throw new Error(`Unsupported TypedArray subtype: ${x.constructor.name}`); - } - }); - const y = new Uint8Array(totalByteLength); - let offset = 0; - normalizedXs.forEach((x) => { - y.set(new Uint8Array(x.buffer), offset); - offset += x.byteLength; - }); - return y.buffer; -} -var useNodeBuffer = typeof Buffer !== "undefined" && (typeof Blob === "undefined" || typeof atob === "undefined" || typeof btoa === "undefined"); -function stringByteLength(str) { - if (useNodeBuffer) { - return Buffer.byteLength(str); - } - return new Blob([str]).size; -} -function arrayBufferToBase64String(buffer2) { - if (useNodeBuffer) { - return Buffer.from(buffer2).toString("base64"); - } - const buf = new Uint8Array(buffer2); - let s = ""; - for (let i = 0, l = buf.length; i < l; i++) { - s += String.fromCharCode(buf[i]); - } - return btoa(s); -} -function base64StringToArrayBuffer(str) { - if (useNodeBuffer) { - const buf = Buffer.from(str, "base64"); - return buf.buffer.slice(buf.byteOffset, buf.byteOffset + buf.byteLength); - } - const s = atob(str); - const buffer2 = new Uint8Array(s.length); - for (let i = 0; i < s.length; ++i) { - buffer2.set([s.charCodeAt(i)], i); - } - return buffer2.buffer; -} -function concatenateArrayBuffers(buffers) { - if (buffers.length === 1) { - return buffers[0]; - } - let totalByteLength = 0; - buffers.forEach((buffer2) => { - totalByteLength += buffer2.byteLength; - }); - const temp = new Uint8Array(totalByteLength); - let offset = 0; - buffers.forEach((buffer2) => { - temp.set(new Uint8Array(buffer2), offset); - offset += buffer2.byteLength; - }); - return temp.buffer; -} -function basename(path) { - const SEPARATOR = "/"; - path = path.trim(); - while (path.endsWith(SEPARATOR)) { - path = path.slice(0, path.length - 1); - } - const items = path.split(SEPARATOR); - return items[items.length - 1]; -} -function getModelArtifactsInfoForJSON(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("Expected JSON model topology, received ArrayBuffer."); - } - return { - dateSaved: new Date(), - modelTopologyType: "JSON", - modelTopologyBytes: modelArtifacts.modelTopology == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.modelTopology)), - weightSpecsBytes: modelArtifacts.weightSpecs == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.weightSpecs)), - weightDataBytes: modelArtifacts.weightData == null ? 0 : modelArtifacts.weightData.byteLength - }; -} -function computeFloat16MantisaTable() { - const convertMantissa = (i) => { - let m = i << 13; - let e = 0; - while ((m & 8388608) === 0) { - e -= 8388608; - m <<= 1; - } - m &= ~8388608; - e += 947912704; - return m | e; - }; - const mantisaTable = new Uint32Array(2048); - mantisaTable[0] = 0; - for (let i = 1; i < 1024; i++) { - mantisaTable[i] = convertMantissa(i); - } - for (let i = 1024; i < 2048; i++) { - mantisaTable[i] = 939524096 + (i - 1024 << 13); - } - return mantisaTable; -} -function computeFloat16ExponentTable() { - const exponentTable = new Uint32Array(64); - exponentTable[0] = 0; - exponentTable[31] = 1199570944; - exponentTable[32] = 2147483648; - exponentTable[63] = 3347054592; - for (let i = 1; i < 31; i++) { - exponentTable[i] = i << 23; - } - for (let i = 33; i < 63; i++) { - exponentTable[i] = 2147483648 + (i - 32 << 23); - } - return exponentTable; -} -function computeFloat16OffsetTable() { - const offsetTable = new Uint32Array(64); - for (let i = 0; i < 64; i++) { - offsetTable[i] = 1024; - } - offsetTable[0] = offsetTable[32] = 0; - return offsetTable; -} -function getFloat16Decoder() { - const mantisaTable = computeFloat16MantisaTable(); - const exponentTable = computeFloat16ExponentTable(); - const offsetTable = computeFloat16OffsetTable(); - return (quantizedArray) => { - const buffer2 = new ArrayBuffer(4 * quantizedArray.length); - const bufferUint32View = new Uint32Array(buffer2); - for (let index = 0; index < quantizedArray.length; index++) { - const float16Bits = quantizedArray[index]; - const float32Bits = mantisaTable[offsetTable[float16Bits >> 10] + (float16Bits & 1023)] + exponentTable[float16Bits >> 10]; - bufferUint32View[index] = float32Bits; - } - return new Float32Array(buffer2); - }; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var IORouterRegistry = class { - constructor() { - this.saveRouters = []; - this.loadRouters = []; - } - static getInstance() { - if (IORouterRegistry.instance == null) { - IORouterRegistry.instance = new IORouterRegistry(); - } - return IORouterRegistry.instance; - } - static registerSaveRouter(saveRouter) { - IORouterRegistry.getInstance().saveRouters.push(saveRouter); - } - static registerLoadRouter(loadRouter) { - IORouterRegistry.getInstance().loadRouters.push(loadRouter); - } - static getSaveHandlers(url) { - return IORouterRegistry.getHandlers(url, "save"); - } - static getLoadHandlers(url, loadOptions) { - return IORouterRegistry.getHandlers(url, "load", loadOptions); - } - static getHandlers(url, handlerType, loadOptions) { - const validHandlers = []; - const routers = handlerType === "load" ? IORouterRegistry.getInstance().loadRouters : IORouterRegistry.getInstance().saveRouters; - routers.forEach((router) => { - const handler = router(url, loadOptions); - if (handler !== null) { - validHandlers.push(handler); - } - }); - return validHandlers; - } -}; -var registerSaveRouter = (loudRouter) => IORouterRegistry.registerSaveRouter(loudRouter); -var registerLoadRouter = (loudRouter) => IORouterRegistry.registerLoadRouter(loudRouter); -var getSaveHandlers = (url) => IORouterRegistry.getSaveHandlers(url); -var getLoadHandlers = (url, loadOptions) => IORouterRegistry.getLoadHandlers(url, loadOptions); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DATABASE_NAME = "tensorflowjs"; -var DATABASE_VERSION = 1; -var MODEL_STORE_NAME = "models_store"; -var INFO_STORE_NAME = "model_info_store"; -function getIndexedDBFactory() { - if (!env().getBool("IS_BROWSER")) { - throw new Error("Failed to obtain IndexedDB factory because the current environmentis not a web browser."); - } - const theWindow = typeof window === "undefined" ? self : window; - const factory = theWindow.indexedDB || theWindow.mozIndexedDB || theWindow.webkitIndexedDB || theWindow.msIndexedDB || theWindow.shimIndexedDB; - if (factory == null) { - throw new Error("The current browser does not appear to support IndexedDB."); - } - return factory; -} -function setUpDatabase(openRequest) { - const db = openRequest.result; - db.createObjectStore(MODEL_STORE_NAME, {keyPath: "modelPath"}); - db.createObjectStore(INFO_STORE_NAME, {keyPath: "modelPath"}); -} -var BrowserIndexedDB = class { - constructor(modelPath) { - this.indexedDB = getIndexedDBFactory(); - if (modelPath == null || !modelPath) { - throw new Error("For IndexedDB, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } - return this.databaseAction(this.modelPath, modelArtifacts); - } - async load() { - return this.databaseAction(this.modelPath); - } - databaseAction(modelPath, modelArtifacts) { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - if (modelArtifacts == null) { - const modelTx = db.transaction(MODEL_STORE_NAME, "readonly"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const getRequest = modelStore.get(this.modelPath); - getRequest.onsuccess = () => { - if (getRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${this.modelPath}' in IndexedDB.`)); - } else { - resolve(getRequest.result.modelArtifacts); - } - }; - getRequest.onerror = (error) => { - db.close(); - return reject(getRequest.error); - }; - modelTx.oncomplete = () => db.close(); - } else { - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - let infoStore = infoTx.objectStore(INFO_STORE_NAME); - const putInfoRequest = infoStore.put({modelPath: this.modelPath, modelArtifactsInfo}); - let modelTx; - putInfoRequest.onsuccess = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const putModelRequest = modelStore.put({ - modelPath: this.modelPath, - modelArtifacts, - modelArtifactsInfo - }); - putModelRequest.onsuccess = () => resolve({modelArtifactsInfo}); - putModelRequest.onerror = (error) => { - infoStore = infoTx.objectStore(INFO_STORE_NAME); - const deleteInfoRequest = infoStore.delete(this.modelPath); - deleteInfoRequest.onsuccess = () => { - db.close(); - return reject(putModelRequest.error); - }; - deleteInfoRequest.onerror = (error2) => { - db.close(); - return reject(putModelRequest.error); - }; - }; - }; - putInfoRequest.onerror = (error) => { - db.close(); - return reject(putInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - } - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } -}; -BrowserIndexedDB.URL_SCHEME = "indexeddb://"; -var indexedDBRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserIndexedDB.URL_SCHEME)) { - return browserIndexedDB(url.slice(BrowserIndexedDB.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(indexedDBRouter); -IORouterRegistry.registerLoadRouter(indexedDBRouter); -function browserIndexedDB(modelPath) { - return new BrowserIndexedDB(modelPath); -} -function maybeStripScheme(key) { - return key.startsWith(BrowserIndexedDB.URL_SCHEME) ? key.slice(BrowserIndexedDB.URL_SCHEME.length) : key; -} -var BrowserIndexedDBManager = class { - constructor() { - this.indexedDB = getIndexedDBFactory(); - } - async listModels() { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const tx = db.transaction(INFO_STORE_NAME, "readonly"); - const store = tx.objectStore(INFO_STORE_NAME); - const getAllInfoRequest = store.getAll(); - getAllInfoRequest.onsuccess = () => { - const out = {}; - for (const item of getAllInfoRequest.result) { - out[item.modelPath] = item.modelArtifactsInfo; - } - resolve(out); - }; - getAllInfoRequest.onerror = (error) => { - db.close(); - return reject(getAllInfoRequest.error); - }; - tx.oncomplete = () => db.close(); - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } - async removeModel(path) { - path = maybeStripScheme(path); - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - const infoStore = infoTx.objectStore(INFO_STORE_NAME); - const getInfoRequest = infoStore.get(path); - let modelTx; - getInfoRequest.onsuccess = () => { - if (getInfoRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${path}' in IndexedDB.`)); - } else { - const deleteInfoRequest = infoStore.delete(path); - const deleteModelData = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const deleteModelRequest = modelStore.delete(path); - deleteModelRequest.onsuccess = () => resolve(getInfoRequest.result.modelArtifactsInfo); - deleteModelRequest.onerror = (error) => reject(getInfoRequest.error); - }; - deleteInfoRequest.onsuccess = deleteModelData; - deleteInfoRequest.onerror = (error) => { - deleteModelData(); - db.close(); - return reject(getInfoRequest.error); - }; - } - }; - getInfoRequest.onerror = (error) => { - db.close(); - return reject(getInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PATH_SEPARATOR = "/"; -var PATH_PREFIX = "tensorflowjs_models"; -var INFO_SUFFIX = "info"; -var MODEL_TOPOLOGY_SUFFIX = "model_topology"; -var WEIGHT_SPECS_SUFFIX = "weight_specs"; -var WEIGHT_DATA_SUFFIX = "weight_data"; -var MODEL_METADATA_SUFFIX = "model_metadata"; -function getModelKeys(path) { - return { - info: [PATH_PREFIX, path, INFO_SUFFIX].join(PATH_SEPARATOR), - topology: [PATH_PREFIX, path, MODEL_TOPOLOGY_SUFFIX].join(PATH_SEPARATOR), - weightSpecs: [PATH_PREFIX, path, WEIGHT_SPECS_SUFFIX].join(PATH_SEPARATOR), - weightData: [PATH_PREFIX, path, WEIGHT_DATA_SUFFIX].join(PATH_SEPARATOR), - modelMetadata: [PATH_PREFIX, path, MODEL_METADATA_SUFFIX].join(PATH_SEPARATOR) - }; -} -function getModelPathFromKey(key) { - const items = key.split(PATH_SEPARATOR); - if (items.length < 3) { - throw new Error(`Invalid key format: ${key}`); - } - return items.slice(1, items.length - 1).join(PATH_SEPARATOR); -} -function maybeStripScheme2(key) { - return key.startsWith(BrowserLocalStorage.URL_SCHEME) ? key.slice(BrowserLocalStorage.URL_SCHEME.length) : key; -} -var BrowserLocalStorage = class { - constructor(modelPath) { - if (!env().getBool("IS_BROWSER") || typeof window === "undefined" || typeof window.localStorage === "undefined") { - throw new Error("The current environment does not support local storage."); - } - this.LS = window.localStorage; - if (modelPath == null || !modelPath) { - throw new Error("For local storage, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - this.keys = getModelKeys(this.modelPath); - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } else { - const topology = JSON.stringify(modelArtifacts.modelTopology); - const weightSpecs = JSON.stringify(modelArtifacts.weightSpecs); - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - try { - this.LS.setItem(this.keys.info, JSON.stringify(modelArtifactsInfo)); - this.LS.setItem(this.keys.topology, topology); - this.LS.setItem(this.keys.weightSpecs, weightSpecs); - this.LS.setItem(this.keys.weightData, arrayBufferToBase64String(modelArtifacts.weightData)); - const result = { - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy - }; - if (modelArtifacts.signature != null) { - result.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - result.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - result.modelInitializer = modelArtifacts.modelInitializer; - } - this.LS.setItem(this.keys.modelMetadata, JSON.stringify(result)); - return {modelArtifactsInfo}; - } catch (err) { - this.LS.removeItem(this.keys.info); - this.LS.removeItem(this.keys.topology); - this.LS.removeItem(this.keys.weightSpecs); - this.LS.removeItem(this.keys.weightData); - this.LS.removeItem(this.keys.modelMetadata); - throw new Error(`Failed to save model '${this.modelPath}' to local storage: size quota being exceeded is a possible cause of this failure: modelTopologyBytes=${modelArtifactsInfo.modelTopologyBytes}, weightSpecsBytes=${modelArtifactsInfo.weightSpecsBytes}, weightDataBytes=${modelArtifactsInfo.weightDataBytes}.`); - } - } - } - async load() { - const info2 = JSON.parse(this.LS.getItem(this.keys.info)); - if (info2 == null) { - throw new Error(`In local storage, there is no model with name '${this.modelPath}'`); - } - if (info2.modelTopologyType !== "JSON") { - throw new Error("BrowserLocalStorage does not support loading non-JSON model topology yet."); - } - const out = {}; - const topology = JSON.parse(this.LS.getItem(this.keys.topology)); - if (topology == null) { - throw new Error(`In local storage, the topology of model '${this.modelPath}' is missing.`); - } - out.modelTopology = topology; - const weightSpecs = JSON.parse(this.LS.getItem(this.keys.weightSpecs)); - if (weightSpecs == null) { - throw new Error(`In local storage, the weight specs of model '${this.modelPath}' are missing.`); - } - out.weightSpecs = weightSpecs; - const metadataString = this.LS.getItem(this.keys.modelMetadata); - if (metadataString != null) { - const metadata = JSON.parse(metadataString); - out.format = metadata["format"]; - out.generatedBy = metadata["generatedBy"]; - out.convertedBy = metadata["convertedBy"]; - if (metadata["signature"] != null) { - out.signature = metadata["signature"]; - } - if (metadata["userDefinedMetadata"] != null) { - out.userDefinedMetadata = metadata["userDefinedMetadata"]; - } - if (metadata["modelInitializer"] != null) { - out.modelInitializer = metadata["modelInitializer"]; - } - } - const weightDataBase64 = this.LS.getItem(this.keys.weightData); - if (weightDataBase64 == null) { - throw new Error(`In local storage, the binary weight values of model '${this.modelPath}' are missing.`); - } - out.weightData = base64StringToArrayBuffer(weightDataBase64); - return out; - } -}; -BrowserLocalStorage.URL_SCHEME = "localstorage://"; -var localStorageRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserLocalStorage.URL_SCHEME)) { - return browserLocalStorage(url.slice(BrowserLocalStorage.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(localStorageRouter); -IORouterRegistry.registerLoadRouter(localStorageRouter); -function browserLocalStorage(modelPath) { - return new BrowserLocalStorage(modelPath); -} -var BrowserLocalStorageManager = class { - constructor() { - assert(env().getBool("IS_BROWSER"), () => "Current environment is not a web browser"); - assert(typeof window === "undefined" || typeof window.localStorage !== "undefined", () => "Current browser does not appear to support localStorage"); - this.LS = window.localStorage; - } - async listModels() { - const out = {}; - const prefix = PATH_PREFIX + PATH_SEPARATOR; - const suffix = PATH_SEPARATOR + INFO_SUFFIX; - for (let i = 0; i < this.LS.length; ++i) { - const key = this.LS.key(i); - if (key.startsWith(prefix) && key.endsWith(suffix)) { - const modelPath = getModelPathFromKey(key); - out[modelPath] = JSON.parse(this.LS.getItem(key)); - } - } - return out; - } - async removeModel(path) { - path = maybeStripScheme2(path); - const keys = getModelKeys(path); - if (this.LS.getItem(keys.info) == null) { - throw new Error(`Cannot find model at path '${path}'`); - } - const info2 = JSON.parse(this.LS.getItem(keys.info)); - this.LS.removeItem(keys.info); - this.LS.removeItem(keys.topology); - this.LS.removeItem(keys.weightSpecs); - this.LS.removeItem(keys.weightData); - return info2; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var URL_SCHEME_SUFFIX = "://"; -var ModelStoreManagerRegistry = class { - constructor() { - this.managers = {}; - } - static getInstance() { - if (ModelStoreManagerRegistry.instance == null) { - ModelStoreManagerRegistry.instance = new ModelStoreManagerRegistry(); - } - return ModelStoreManagerRegistry.instance; - } - static registerManager(scheme, manager) { - assert(scheme != null, () => "scheme must not be undefined or null."); - if (scheme.endsWith(URL_SCHEME_SUFFIX)) { - scheme = scheme.slice(0, scheme.indexOf(URL_SCHEME_SUFFIX)); - } - assert(scheme.length > 0, () => "scheme must not be an empty string."); - const registry = ModelStoreManagerRegistry.getInstance(); - assert(registry.managers[scheme] == null, () => `A model store manager is already registered for scheme '${scheme}'.`); - registry.managers[scheme] = manager; - } - static getManager(scheme) { - const manager = this.getInstance().managers[scheme]; - if (manager == null) { - throw new Error(`Cannot find model manager for scheme '${scheme}'`); - } - return manager; - } - static getSchemes() { - return Object.keys(this.getInstance().managers); - } -}; -function parseURL(url) { - if (url.indexOf(URL_SCHEME_SUFFIX) === -1) { - throw new Error(`The url string provided does not contain a scheme. Supported schemes are: ${ModelStoreManagerRegistry.getSchemes().join(",")}`); - } - return { - scheme: url.split(URL_SCHEME_SUFFIX)[0], - path: url.split(URL_SCHEME_SUFFIX)[1] - }; -} -async function cloneModelInternal(sourceURL, destURL, deleteSource = false) { - assert(sourceURL !== destURL, () => `Old path and new path are the same: '${sourceURL}'`); - const loadHandlers = IORouterRegistry.getLoadHandlers(sourceURL); - assert(loadHandlers.length > 0, () => `Copying failed because no load handler is found for source URL ${sourceURL}.`); - assert(loadHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) load handlers for source URL ${sourceURL}.`); - const loadHandler = loadHandlers[0]; - const saveHandlers = IORouterRegistry.getSaveHandlers(destURL); - assert(saveHandlers.length > 0, () => `Copying failed because no save handler is found for destination URL ${destURL}.`); - assert(saveHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) save handlers for destination URL ${destURL}.`); - const saveHandler = saveHandlers[0]; - const sourceScheme = parseURL(sourceURL).scheme; - const sourcePath = parseURL(sourceURL).path; - const sameMedium = sourceScheme === parseURL(sourceURL).scheme; - const modelArtifacts = await loadHandler.load(); - if (deleteSource && sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - const saveResult = await saveHandler.save(modelArtifacts); - if (deleteSource && !sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - return saveResult.modelArtifactsInfo; -} -async function listModels() { - const schemes = ModelStoreManagerRegistry.getSchemes(); - const out = {}; - for (const scheme of schemes) { - const schemeOut = await ModelStoreManagerRegistry.getManager(scheme).listModels(); - for (const path in schemeOut) { - const url = scheme + URL_SCHEME_SUFFIX + path; - out[url] = schemeOut[path]; - } - } - return out; -} -async function removeModel(url) { - const schemeAndPath = parseURL(url); - const manager = ModelStoreManagerRegistry.getManager(schemeAndPath.scheme); - return manager.removeModel(schemeAndPath.path); -} -async function copyModel(sourceURL, destURL) { - const deleteSource = false; - return cloneModelInternal(sourceURL, destURL, deleteSource); -} -async function moveModel(sourceURL, destURL) { - const deleteSource = true; - return cloneModelInternal(sourceURL, destURL, deleteSource); -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PlatformBrowser = class { - fetch(path, init2) { - return fetch(path, init2); - } - now() { - return performance.now(); - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Browser's encoder only supports utf-8, but got ${encoding}`); - } - if (this.textEncoder == null) { - this.textEncoder = new TextEncoder(); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - return new TextDecoder(encoding).decode(bytes); - } -}; -if (env().get("IS_BROWSER")) { - env().setPlatform("browser", new PlatformBrowser()); - try { - ModelStoreManagerRegistry.registerManager(BrowserLocalStorage.URL_SCHEME, new BrowserLocalStorageManager()); - } catch (err) { - } - try { - ModelStoreManagerRegistry.registerManager(BrowserIndexedDB.URL_SCHEME, new BrowserIndexedDBManager()); - } catch (err) { - } -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var getNodeFetch = { - importFetch: () => require_browser() -}; -var systemFetch; -var PlatformNode = class { - constructor() { - this.util = require("util"); - this.textEncoder = new this.util.TextEncoder(); - } - fetch(path, requestInits) { - if (env().global.fetch != null) { - return env().global.fetch(path, requestInits); - } - if (systemFetch == null) { - systemFetch = getNodeFetch.importFetch(); - } - return systemFetch(path, requestInits); - } - now() { - const time2 = process.hrtime(); - return time2[0] * 1e3 + time2[1] / 1e6; - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Node built-in encoder only supports utf-8, but got ${encoding}`); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - if (bytes.length === 0) { - return ""; - } - return new this.util.TextDecoder(encoding).decode(bytes); - } -}; -if (env().get("IS_NODE")) { - env().setPlatform("node", new PlatformNode()); -} -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function buffer(shape, dtype = "float32", values) { - dtype = dtype || "float32"; - assertNonNegativeIntegerDimensions(shape); - return new TensorBuffer(shape, dtype, values); -} -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function cast_(x, dtype) { - const $x = convertToTensor(x, "x", "cast"); - if (!isValidDtype(dtype)) { - throw new Error(`Failed to cast to unknown dtype ${dtype}`); - } - if (dtype === "string" && $x.dtype !== "string" || dtype !== "string" && $x.dtype === "string") { - throw new Error("Only strings can be casted to strings"); - } - const inputs = {x: $x}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, inputs, attrs); -} -var cast = op({cast_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function clone_(x) { - const $x = convertToTensor(x, "x", "clone", "string_or_numeric"); - const inputs = {x: $x}; - return ENGINE.runKernel(Identity, inputs); -} -var clone = op({clone_}); -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function print2(x, verbose = false) { - console.log(x.toString(verbose)); -} -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getOrMakeEngine(); -var opHandler2 = { - buffer, - cast, - clone, - print: print2 -}; -setOpHandler(opHandler2); -var io_exports = {}; -__export2(io_exports, { - browserFiles: () => browserFiles, - browserHTTPRequest: () => browserHTTPRequest, - concatenateArrayBuffers: () => concatenateArrayBuffers, - copyModel: () => copyModel, - decodeWeights: () => decodeWeights, - encodeWeights: () => encodeWeights, - fromMemory: () => fromMemory, - getLoadHandlers: () => getLoadHandlers, - getModelArtifactsInfoForJSON: () => getModelArtifactsInfoForJSON, - getSaveHandlers: () => getSaveHandlers, - http: () => http, - isHTTPScheme: () => isHTTPScheme, - listModels: () => listModels, - loadWeights: () => loadWeights, - moveModel: () => moveModel, - registerLoadRouter: () => registerLoadRouter, - registerSaveRouter: () => registerSaveRouter, - removeModel: () => removeModel, - weightsLoaderFactory: () => weightsLoaderFactory, - withSaveHandler: () => withSaveHandler -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DEFAULT_FILE_NAME_PREFIX = "model"; -var DEFAULT_JSON_EXTENSION_NAME = ".json"; -var DEFAULT_WEIGHT_DATA_EXTENSION_NAME = ".weights.bin"; -function defer(f) { - return new Promise((resolve) => setTimeout(resolve)).then(f); -} -var BrowserDownloads = class { - constructor(fileNamePrefix) { - if (!env().getBool("IS_BROWSER")) { - throw new Error("browserDownloads() cannot proceed because the current environment is not a browser."); - } - if (fileNamePrefix.startsWith(BrowserDownloads.URL_SCHEME)) { - fileNamePrefix = fileNamePrefix.slice(BrowserDownloads.URL_SCHEME.length); - } - if (fileNamePrefix == null || fileNamePrefix.length === 0) { - fileNamePrefix = DEFAULT_FILE_NAME_PREFIX; - } - this.modelTopologyFileName = fileNamePrefix + DEFAULT_JSON_EXTENSION_NAME; - this.weightDataFileName = fileNamePrefix + DEFAULT_WEIGHT_DATA_EXTENSION_NAME; - } - async save(modelArtifacts) { - if (typeof document === "undefined") { - throw new Error("Browser downloads are not supported in this environment since `document` is not present"); - } - const weightsURL = window.URL.createObjectURL(new Blob([modelArtifacts.weightData], {type: "application/octet-stream"})); - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserDownloads.save() does not support saving model topology in binary formats yet."); - } else { - const weightsManifest = [{ - paths: ["./" + this.weightDataFileName], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - const modelTopologyAndWeightManifestURL = window.URL.createObjectURL(new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: "application/json"})); - const jsonAnchor = this.jsonAnchor == null ? document.createElement("a") : this.jsonAnchor; - jsonAnchor.download = this.modelTopologyFileName; - jsonAnchor.href = modelTopologyAndWeightManifestURL; - await defer(() => jsonAnchor.dispatchEvent(new MouseEvent("click"))); - if (modelArtifacts.weightData != null) { - const weightDataAnchor = this.weightDataAnchor == null ? document.createElement("a") : this.weightDataAnchor; - weightDataAnchor.download = this.weightDataFileName; - weightDataAnchor.href = weightsURL; - await defer(() => weightDataAnchor.dispatchEvent(new MouseEvent("click"))); - } - return {modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts)}; - } - } -}; -BrowserDownloads.URL_SCHEME = "downloads://"; -var BrowserFiles = class { - constructor(files) { - if (files == null || files.length < 1) { - throw new Error(`When calling browserFiles, at least 1 file is required, but received ${files}`); - } - this.files = files; - } - async load() { - const jsonFile = this.files[0]; - const weightFiles = this.files.slice(1); - return new Promise((resolve, reject) => { - const jsonReader = new FileReader(); - jsonReader.onload = (event) => { - const modelJSON = JSON.parse(event.target.result); - const modelTopology = modelJSON.modelTopology; - if (modelTopology == null) { - reject(new Error(`modelTopology field is missing from file ${jsonFile.name}`)); - return; - } - if (weightFiles.length === 0) { - resolve({modelTopology}); - } - const weightsManifest = modelJSON.weightsManifest; - if (weightsManifest == null) { - reject(new Error(`weightManifest field is missing from file ${jsonFile.name}`)); - return; - } - let pathToFile; - try { - pathToFile = this.checkManifestAndWeightFiles(weightsManifest, weightFiles); - } catch (err) { - reject(err); - return; - } - const weightSpecs = []; - const paths = []; - const perFileBuffers = []; - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - paths.push(path); - perFileBuffers.push(null); - }); - weightSpecs.push(...weightsGroup.weights); - }); - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - const weightFileReader = new FileReader(); - weightFileReader.onload = (event2) => { - const weightData = event2.target.result; - const index = paths.indexOf(path); - perFileBuffers[index] = weightData; - if (perFileBuffers.indexOf(null) === -1) { - const result = { - modelTopology, - weightSpecs, - weightData: concatenateArrayBuffers(perFileBuffers), - format: modelJSON.format, - generatedBy: modelJSON.generatedBy, - convertedBy: modelJSON.convertedBy - }; - if (modelJSON.signature != null) { - result.signature = modelJSON.signature; - } - if (modelJSON.userDefinedMetadata != null) { - result.userDefinedMetadata = modelJSON.userDefinedMetadata; - } - if (modelJSON.modelInitializer != null) { - result.modelInitializer = modelJSON.modelInitializer; - } - resolve(result); - } - }; - weightFileReader.onerror = (error) => reject(`Failed to weights data from file of path '${path}'.`); - weightFileReader.readAsArrayBuffer(pathToFile[path]); - }); - }); - }; - jsonReader.onerror = (error) => reject(`Failed to read model topology and weights manifest JSON from file '${jsonFile.name}'. BrowserFiles supports loading Keras-style tf.Model artifacts only.`); - jsonReader.readAsText(jsonFile); - }); - } - checkManifestAndWeightFiles(manifest, files) { - const basenames = []; - const fileNames = files.map((file) => basename(file.name)); - const pathToFile = {}; - for (const group of manifest) { - group.paths.forEach((path) => { - const pathBasename = basename(path); - if (basenames.indexOf(pathBasename) !== -1) { - throw new Error(`Duplicate file basename found in weights manifest: '${pathBasename}'`); - } - basenames.push(pathBasename); - if (fileNames.indexOf(pathBasename) === -1) { - throw new Error(`Weight file with basename '${pathBasename}' is not provided.`); - } else { - pathToFile[path] = files[fileNames.indexOf(pathBasename)]; - } - }); - } - if (basenames.length !== files.length) { - throw new Error(`Mismatch in the number of files in weights manifest (${basenames.length}) and the number of weight files provided (${files.length}).`); - } - return pathToFile; - } -}; -var browserDownloadsRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserDownloads.URL_SCHEME)) { - return browserDownloads(url.slice(BrowserDownloads.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(browserDownloadsRouter); -function browserDownloads(fileNamePrefix = "model") { - return new BrowserDownloads(fileNamePrefix); -} -function browserFiles(files) { - return new BrowserFiles(files); -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function monitorPromisesProgress(promises, onProgress, startFraction, endFraction) { - checkPromises(promises); - startFraction = startFraction == null ? 0 : startFraction; - endFraction = endFraction == null ? 1 : endFraction; - checkFraction(startFraction, endFraction); - let resolvedPromise = 0; - const registerMonitor = (promise) => { - promise.then((value) => { - const fraction = startFraction + ++resolvedPromise / promises.length * (endFraction - startFraction); - onProgress(fraction); - return value; - }); - return promise; - }; - function checkPromises(promises2) { - assert(promises2 != null && Array.isArray(promises2) && promises2.length > 0, () => "promises must be a none empty array"); - } - function checkFraction(startFraction2, endFraction2) { - assert(startFraction2 >= 0 && startFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got startFraction ${startFraction2}`); - assert(endFraction2 >= 0 && endFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got endFraction ${endFraction2}`); - assert(endFraction2 >= startFraction2, () => `startFraction must be no more than endFraction, but got startFraction ${startFraction2} and endFraction ${endFraction2}`); - } - return Promise.all(promises.map(registerMonitor)); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -async function loadWeightsAsArrayBuffer(fetchURLs, loadOptions) { - if (loadOptions == null) { - loadOptions = {}; - } - const fetchFunc = loadOptions.fetchFunc == null ? env().platform.fetch : loadOptions.fetchFunc; - const requests = fetchURLs.map((fetchURL) => fetchFunc(fetchURL, loadOptions.requestInit, {isBinary: true})); - const fetchStartFraction = 0; - const fetchEndFraction = 0.5; - const responses = loadOptions.onProgress == null ? await Promise.all(requests) : await monitorPromisesProgress(requests, loadOptions.onProgress, fetchStartFraction, fetchEndFraction); - const bufferPromises = responses.map((response) => response.arrayBuffer()); - const bufferStartFraction = 0.5; - const bufferEndFraction = 1; - const buffers = loadOptions.onProgress == null ? await Promise.all(bufferPromises) : await monitorPromisesProgress(bufferPromises, loadOptions.onProgress, bufferStartFraction, bufferEndFraction); - return buffers; -} -async function loadWeights(manifest, filePathPrefix = "", weightNames, requestInit) { - const fetchWeights = (fetchUrls) => loadWeightsAsArrayBuffer(fetchUrls, {requestInit}); - const loadWeights2 = weightsLoaderFactory(fetchWeights); - return loadWeights2(manifest, filePathPrefix, weightNames); -} -function weightsLoaderFactory(fetchWeightsFunction) { - return async (manifest, filePathPrefix = "", weightNames) => { - const groupIndicesToFetchMap = manifest.map(() => false); - const groupWeightsToFetch = {}; - const weightsFound = weightNames != null ? weightNames.map(() => false) : []; - const allManifestWeightNames = []; - manifest.forEach((manifestGroupConfig, groupIndex) => { - let groupOffset = 0; - manifestGroupConfig.weights.forEach((weightsEntry) => { - const rawDtype = "quantization" in weightsEntry ? weightsEntry.quantization.dtype : weightsEntry.dtype; - const weightsBytes = DTYPE_VALUE_SIZE_MAP[rawDtype] * sizeFromShape(weightsEntry.shape); - const enqueueWeightsForFetchingFn = () => { - groupIndicesToFetchMap[groupIndex] = true; - if (groupWeightsToFetch[groupIndex] == null) { - groupWeightsToFetch[groupIndex] = []; - } - groupWeightsToFetch[groupIndex].push({ - manifestEntry: weightsEntry, - groupOffset, - sizeBytes: weightsBytes - }); - }; - if (weightNames != null) { - weightNames.forEach((weightName, weightIndex) => { - if (weightName === weightsEntry.name) { - enqueueWeightsForFetchingFn(); - weightsFound[weightIndex] = true; - } - }); - } else { - enqueueWeightsForFetchingFn(); - } - allManifestWeightNames.push(weightsEntry.name); - groupOffset += weightsBytes; - }); - }); - if (!weightsFound.every((found) => found)) { - const weightsNotFound = weightNames.filter((_, i) => !weightsFound[i]); - throw new Error(`Could not find weights in manifest with names: ${weightsNotFound.join(", ")}. -Manifest JSON has weights with names: ${allManifestWeightNames.join(", ")}.`); - } - const groupIndicesToFetch = groupIndicesToFetchMap.reduce((accumulator, shouldFetch, i) => { - if (shouldFetch) { - accumulator.push(i); - } - return accumulator; - }, []); - const fetchUrls = []; - groupIndicesToFetch.forEach((i) => { - manifest[i].paths.forEach((filepath) => { - const fetchUrl = filePathPrefix + (!filePathPrefix.endsWith("/") ? "/" : "") + filepath; - fetchUrls.push(fetchUrl); - }); - }); - const buffers = await fetchWeightsFunction(fetchUrls); - const weightsTensorMap = {}; - let bufferIndexOffset = 0; - groupIndicesToFetch.forEach((i) => { - const numBuffers = manifest[i].paths.length; - let groupBytes = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - groupBytes += buffers[bufferIndexOffset + i2].byteLength; - } - const groupBuffer = new ArrayBuffer(groupBytes); - const groupByteBuffer = new Uint8Array(groupBuffer); - let groupBufferOffset = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - const buffer2 = new Uint8Array(buffers[bufferIndexOffset + i2]); - groupByteBuffer.set(buffer2, groupBufferOffset); - groupBufferOffset += buffer2.byteLength; - } - const weightsEntries = groupWeightsToFetch[i]; - weightsEntries.forEach((weightsEntry) => { - const byteBuffer = groupBuffer.slice(weightsEntry.groupOffset, weightsEntry.groupOffset + weightsEntry.sizeBytes); - const nameToTensorMap = decodeWeights(byteBuffer, [weightsEntry.manifestEntry]); - for (const name in nameToTensorMap) { - weightsTensorMap[name] = nameToTensorMap[name]; - } - }); - bufferIndexOffset += numBuffers; - }); - return weightsTensorMap; - }; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OCTET_STREAM_MIME_TYPE = "application/octet-stream"; -var JSON_TYPE = "application/json"; -var HTTPRequest = class { - constructor(path, loadOptions) { - this.DEFAULT_METHOD = "POST"; - if (loadOptions == null) { - loadOptions = {}; - } - this.weightPathPrefix = loadOptions.weightPathPrefix; - this.onProgress = loadOptions.onProgress; - this.weightUrlConverter = loadOptions.weightUrlConverter; - if (loadOptions.fetchFunc != null) { - assert(typeof loadOptions.fetchFunc === "function", () => "Must pass a function that matches the signature of `fetch` (see https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)"); - this.fetch = loadOptions.fetchFunc; - } else { - this.fetch = env().platform.fetch; - } - assert(path != null && path.length > 0, () => "URL path for http must not be null, undefined or empty."); - if (Array.isArray(path)) { - assert(path.length === 2, () => `URL paths for http must have a length of 2, (actual length is ${path.length}).`); - } - this.path = path; - if (loadOptions.requestInit != null && loadOptions.requestInit.body != null) { - throw new Error("requestInit is expected to have no pre-existing body, but has one."); - } - this.requestInit = loadOptions.requestInit || {}; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserHTTPRequest.save() does not support saving model topology in binary formats yet."); - } - const init2 = Object.assign({method: this.DEFAULT_METHOD}, this.requestInit); - init2.body = new FormData(); - const weightsManifest = [{ - paths: ["./model.weights.bin"], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - init2.body.append("model.json", new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: JSON_TYPE}), "model.json"); - if (modelArtifacts.weightData != null) { - init2.body.append("model.weights.bin", new Blob([modelArtifacts.weightData], {type: OCTET_STREAM_MIME_TYPE}), "model.weights.bin"); - } - const response = await this.fetch(this.path, init2); - if (response.ok) { - return { - modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts), - responses: [response] - }; - } else { - throw new Error(`BrowserHTTPRequest.save() failed due to HTTP response status ${response.status}.`); - } - } - async load() { - const modelConfigRequest = await this.fetch(this.path, this.requestInit); - if (!modelConfigRequest.ok) { - throw new Error(`Request to ${this.path} failed with status code ${modelConfigRequest.status}. Please verify this URL points to the model JSON of the model to load.`); - } - let modelConfig; - try { - modelConfig = await modelConfigRequest.json(); - } catch (e) { - let message = `Failed to parse model JSON of response from ${this.path}.`; - if (this.path.endsWith(".pb")) { - message += " Your path contains a .pb file extension. Support for .pb models have been removed in TensorFlow.js 1.0 in favor of .json models. You can re-convert your Python TensorFlow model using the TensorFlow.js 1.0 conversion scripts or you can convert your.pb models with the 'pb2json'NPM script in the tensorflow/tfjs-converter repository."; - } else { - message += " Please make sure the server is serving valid JSON for this request."; - } - throw new Error(message); - } - const modelTopology = modelConfig.modelTopology; - const weightsManifest = modelConfig.weightsManifest; - const generatedBy = modelConfig.generatedBy; - const convertedBy = modelConfig.convertedBy; - const format = modelConfig.format; - const signature = modelConfig.signature; - const userDefinedMetadata = modelConfig.userDefinedMetadata; - if (modelTopology == null && weightsManifest == null) { - throw new Error(`The JSON from HTTP path ${this.path} contains neither model topology or manifest for weights.`); - } - let weightSpecs; - let weightData; - if (weightsManifest != null) { - const results = await this.loadWeights(weightsManifest); - [weightSpecs, weightData] = results; - } - const artifacts = { - modelTopology, - weightSpecs, - weightData, - generatedBy, - convertedBy, - format - }; - if (signature != null) { - artifacts.signature = signature; - } - if (userDefinedMetadata != null) { - artifacts.userDefinedMetadata = userDefinedMetadata; - } - const initializer = modelConfig.modelInitializer; - if (initializer) { - artifacts.modelInitializer = initializer; - } - return artifacts; - } - async loadWeights(weightsManifest) { - const weightPath = Array.isArray(this.path) ? this.path[1] : this.path; - const [prefix, suffix] = parseUrl(weightPath); - const pathPrefix = this.weightPathPrefix || prefix; - const weightSpecs = []; - for (const entry of weightsManifest) { - weightSpecs.push(...entry.weights); - } - const fetchURLs = []; - const urlPromises = []; - for (const weightsGroup of weightsManifest) { - for (const path of weightsGroup.paths) { - if (this.weightUrlConverter != null) { - urlPromises.push(this.weightUrlConverter(path)); - } else { - fetchURLs.push(pathPrefix + path + suffix); - } - } - } - if (this.weightUrlConverter) { - fetchURLs.push(...await Promise.all(urlPromises)); - } - const buffers = await loadWeightsAsArrayBuffer(fetchURLs, { - requestInit: this.requestInit, - fetchFunc: this.fetch, - onProgress: this.onProgress - }); - return [weightSpecs, concatenateArrayBuffers(buffers)]; - } -}; -HTTPRequest.URL_SCHEME_REGEX = /^https?:\/\//; -function parseUrl(url) { - const lastSlash = url.lastIndexOf("/"); - const lastSearchParam = url.lastIndexOf("?"); - const prefix = url.substring(0, lastSlash); - const suffix = lastSearchParam > lastSlash ? url.substring(lastSearchParam) : ""; - return [prefix + "/", suffix]; -} -function isHTTPScheme(url) { - return url.match(HTTPRequest.URL_SCHEME_REGEX) != null; -} -var httpRouter = (url, loadOptions) => { - if (typeof fetch === "undefined" && (loadOptions == null || loadOptions.fetchFunc == null)) { - return null; - } else { - let isHTTP = true; - if (Array.isArray(url)) { - isHTTP = url.every((urlItem) => isHTTPScheme(urlItem)); - } else { - isHTTP = isHTTPScheme(url); - } - if (isHTTP) { - return http(url, loadOptions); - } - } - return null; -}; -IORouterRegistry.registerSaveRouter(httpRouter); -IORouterRegistry.registerLoadRouter(httpRouter); -function http(path, loadOptions) { - return new HTTPRequest(path, loadOptions); -} -function browserHTTPRequest(path, loadOptions) { - return http(path, loadOptions); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PassthroughLoader = class { - constructor(modelArtifacts) { - this.modelArtifacts = modelArtifacts; - } - async load() { - return this.modelArtifacts; - } -}; -var PassthroughSaver = class { - constructor(saveHandler) { - this.saveHandler = saveHandler; - } - async save(modelArtifacts) { - return this.saveHandler(modelArtifacts); - } -}; -function fromMemory(modelArtifacts, weightSpecs, weightData, trainingConfig) { - if (arguments.length === 1) { - const isModelArtifacts = modelArtifacts.modelTopology != null || modelArtifacts.weightSpecs != null; - if (isModelArtifacts) { - return new PassthroughLoader(modelArtifacts); - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({modelTopology: modelArtifacts}); - } - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({ - modelTopology: modelArtifacts, - weightSpecs, - weightData, - trainingConfig - }); - } -} -function withSaveHandler(saveHandler) { - return new PassthroughSaver(saveHandler); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var math_exports = {}; -__export2(math_exports, { - confusionMatrix: () => confusionMatrix -}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function matMul_(a, b, transposeA = false, transposeB = false) { - let $a = convertToTensor(a, "a", "matMul"); - let $b = convertToTensor(b, "b", "matMul"); - [$a, $b] = makeTypesMatch($a, $b); - const inputs = {a: $a, b: $b}; - const attrs = {transposeA, transposeB}; - return ENGINE.runKernel(BatchMatMul, inputs, attrs); -} -var matMul = op({matMul_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function oneHot_(indices, depth, onValue = 1, offValue = 0) { - if (depth < 2) { - throw new Error(`Error in oneHot: depth must be >=2, but it is ${depth}`); - } - const $indices = convertToTensor(indices, "indices", "oneHot", "int32"); - const inputs = {indices: $indices}; - const attrs = {depth, onValue, offValue}; - return ENGINE.runKernel(OneHot, inputs, attrs); -} -var oneHot = op({oneHot_}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function transpose_(x, perm) { - const $x = convertToTensor(x, "x", "transpose"); - if (perm == null) { - perm = $x.shape.map((s, i) => i).reverse(); - } - assert($x.rank === perm.length, () => `Error in transpose: rank of input ${$x.rank} must match length of perm ${perm}.`); - perm.forEach((axis) => { - assert(axis >= 0 && axis < $x.rank, () => `All entries in 'perm' must be between 0 and ${$x.rank - 1} but got ${perm}`); - }); - if ($x.rank <= 1) { - return $x.clone(); - } - const inputs = {x: $x}; - const attrs = {perm}; - return ENGINE.runKernel(Transpose, inputs, attrs); -} -var transpose = op({transpose_}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function confusionMatrix_(labels2, predictions, numClasses) { - const $labels = convertToTensor(labels2, "labels", "confusionMatrix"); - const $predictions = convertToTensor(predictions, "predictions", "confusionMatrix"); - assert(numClasses == null || numClasses > 0 && Number.isInteger(numClasses), () => `If provided, numClasses must be a positive integer, but got ${numClasses}`); - assert($labels.rank === 1, () => `Expected the rank of labels to be 1, but got ${$labels.rank}`); - assert($predictions.rank === 1, () => `Expected the rank of predictions to be 1, but got ${$predictions.rank}`); - assert($labels.shape[0] === $predictions.shape[0], () => `Mismatch in the number of examples: ${$labels.shape[0]} vs. ${$predictions.shape[0]}. Labels and predictions should have the same number of elements.`); - assert(numClasses > 0 && Number.isInteger(numClasses), () => `numClasses is required to be a positive integer, but got ${numClasses}`); - const oneHotLabels = oneHot(cast($labels, "int32"), numClasses); - const oneHotPredictions = oneHot(cast($predictions, "int32"), numClasses); - const oneHotLabelsT = transpose(oneHotLabels); - const product = matMul(oneHotLabelsT, oneHotPredictions); - return cast(product, "int32"); -} -var confusionMatrix = op({confusionMatrix_}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var browser_exports = {}; -__export2(browser_exports, { - fromPixels: () => fromPixels, - fromPixelsAsync: () => fromPixelsAsync, - toPixels: () => toPixels -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function tensor3d(values, shape, dtype) { - assertNonNull(values); - if (shape != null && shape.length !== 3) { - throw new Error("tensor3d() requires shape to have three numbers"); - } - const inferredShape = inferShape(values, dtype); - if (inferredShape.length !== 3 && inferredShape.length !== 1) { - throw new Error("tensor3d() requires values to be number[][][] or flat/TypedArray"); - } - if (inferredShape.length === 1 && shape == null) { - throw new Error("tensor3d() requires shape to be provided when `values` are a flat array"); - } - return makeTensor(values, shape, inferredShape, dtype); -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var fromPixels2DContext; -function fromPixels_(pixels, numChannels = 3) { - if (numChannels > 4) { - throw new Error("Cannot construct Tensor with more than 4 channels from pixels."); - } - if (pixels == null) { - throw new Error("pixels passed to tf.browser.fromPixels() can not be null"); - } - let isPixelData2 = false; - let isImageData = false; - let isVideo = false; - let isImage = false; - let isCanvasLike = false; - let isImageBitmap = false; - if (pixels.data instanceof Uint8Array) { - isPixelData2 = true; - } else if (typeof ImageData !== "undefined" && pixels instanceof ImageData) { - isImageData = true; - } else if (typeof HTMLVideoElement !== "undefined" && pixels instanceof HTMLVideoElement) { - isVideo = true; - } else if (typeof HTMLImageElement !== "undefined" && pixels instanceof HTMLImageElement) { - isImage = true; - } else if (pixels.getContext != null) { - isCanvasLike = true; - } else if (typeof ImageBitmap !== "undefined" && pixels instanceof ImageBitmap) { - isImageBitmap = true; - } else { - throw new Error(`pixels passed to tf.browser.fromPixels() must be either an HTMLVideoElement, HTMLImageElement, HTMLCanvasElement, ImageData in browser, or OffscreenCanvas, ImageData in webworker or {data: Uint32Array, width: number, height: number}, but was ${pixels.constructor.name}`); - } - if (isVideo) { - const HAVE_CURRENT_DATA_READY_STATE = 2; - if (isVideo && pixels.readyState < HAVE_CURRENT_DATA_READY_STATE) { - throw new Error("The video element has not loaded data yet. Please wait for `loadeddata` event on the s5){let A=Mu*i,y=Array.from(e.slice(0,A)),g=Array.from(e.slice((o-Mu)*i,o*i));return n==="complex64"&&(y=$u(y),g=$u(g)),["["+y.map((w,b)=>Fu(w,a[b],n)).join(", ")+", ..., "+g.map((w,b)=>Fu(w,a[o-Mu+b],n)).join(", ")+"]"]}let m=n==="complex64"?$u(e):Array.from(e);return["["+m.map((A,y)=>Fu(A,a[y],n)).join(", ")+"]"]}let c=t.slice(1),u=r.slice(1),h=r[0]*i,d=[];if(o>s5){for(let m=0;m`Length of values '${r}' does not match the size inferred by the shape '${this.size}'.`)}if(t==="complex64")throw new Error("complex64 dtype TensorBuffers are not supported. 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Array.isArray(e)||typeof e=="object"}function bf(e){return e.kernelName!=null}var u5=class{constructor(){this.registeredVariables={},this.nextTapeNodeId=0,this.numBytes=0,this.numTensors=0,this.numStringTensors=0,this.numDataBuffers=0,this.gradientDepth=0,this.kernelDepth=0,this.scopeStack=[],this.numDataMovesStack=[],this.nextScopeId=0,this.tensorInfo=new WeakMap,this.profiling=!1,this.activeProfile={newBytes:0,newTensors:0,peakBytes:0,kernels:[],result:null,get kernelNames(){return Array.from(new Set(this.kernels.map(e=>e.name)))}}}dispose(){for(let e in this.registeredVariables)this.registeredVariables[e].dispose()}},Ou=class{constructor(e){this.ENV=e,this.registry={},this.registryFactory={},this.pendingBackendInitId=0,this.state=new u5}async ready(){if(this.pendingBackendInit!=null)return this.pendingBackendInit.then(()=>{});if(this.backendInstance!=null)return;let e=this.getSortedBackends();for(let 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o,l=bf(e)?e.kernelName:this.state.activeScope!=null?this.state.activeScope.name:"";if(bf(e)){let{kernelName:p,inputs:f,attrs:m}=e;this.backendName==null&&this.backend;let A=rd(p,this.backendName);M(A!=null,()=>`Cannot find registered kernel '${p}' for backend '${this.backendName}'`),i=()=>{let y=this.backend.numDataIds();o=A.kernelFunc({inputs:f,attrs:m,backend:this.backend});let g=Array.isArray(o)?o:[o];this.shouldCheckForMemLeaks()&&this.checkKernelForMemLeak(p,y,g);let w=g.map(b=>{if(b.rank!=null)return b;let{dataId:_,shape:x,dtype:N}=b;return this.makeTensorFromDataId(_,x,N)});if(r){let b=this.getTensorsForGradient(p,f,w);n=this.saveTensorsForBackwardMode(b)}return w}}else{let{forwardFunc:p}=e,f=m=>{!r||(n=m.map(A=>this.keep(this.clone(A))))};i=()=>{let m=this.backend.numDataIds();o=this.tidy(()=>p(this.backend,f));let A=Array.isArray(o)?o:[o];return this.shouldCheckForMemLeaks()&&this.checkKernelForMemLeak(l,m,A),A}}let{inputs:c,attrs:u}=e,h=bf(e)?null:e.backwardsFunc,d;return this.scopedRun(()=>this.state.kernelDepth++,()=>this.state.kernelDepth--,()=>{!this.ENV.getBool("DEBUG")&&!this.state.profiling?t=i():(d=this.profiler.profileKernel(l,c,()=>i()),this.ENV.getBool("DEBUG")&&this.profiler.logKernelProfile(d),t=d.outputs)}),r&&this.addTapeNode(l,c,t,h,n,u),this.state.profiling&&this.state.activeProfile.kernels.push({name:l,bytesAdded:this.state.numBytes-a,totalBytesSnapshot:this.state.numBytes,tensorsAdded:this.state.numTensors-s,totalTensorsSnapshot:this.state.numTensors,inputShapes:Object.keys(c).map(p=>c[p]!=null?c[p].shape:null),outputShapes:t.map(p=>p.shape),kernelTimeMs:d.timeMs,extraInfo:d.extraInfo}),Array.isArray(o)?t:t[0]}saveTensorsForBackwardMode(e){return e.map(t=>this.keep(this.clone(t)))}getTensorsForGradient(e,t,n){let r=pf(e);if(r!=null){let a=r.inputsToSave||[],s=r.outputsToSave||[],i;r.saveAllInputs?(M(Array.isArray(t),()=>"saveAllInputs is true, expected inputs to be an array."),i=Object.keys(t).map(l=>t[l])):i=a.map(l=>t[l]);let 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n=0;e.dtype!=="complex64"&&e.dtype!=="string"&&(n=e.size*sf(e.dtype)),this.state.numBytes+=n,this.state.tensorInfo.has(e.dataId)||(this.state.numDataBuffers++,this.state.tensorInfo.set(e.dataId,{backend:t||this.backend,dtype:e.dtype,shape:e.shape,bytes:n})),e instanceof Du||this.track(e)}incRef(e,t){this.trackTensor(e,t),this.backend.incRef(e.dataId)}removeDataId(e,t){this.state.tensorInfo.has(e)&&this.state.tensorInfo.get(e).backend===t&&(this.state.tensorInfo.delete(e),this.state.numDataBuffers--)}disposeTensor(e){if(!this.state.tensorInfo.has(e.dataId))return;let t=this.state.tensorInfo.get(e.dataId);if(this.state.numTensors--,e.dtype==="string"&&(this.state.numStringTensors--,this.state.numBytes-=t.bytes),e.dtype!=="complex64"&&e.dtype!=="string"){let n=e.size*sf(e.dtype);this.state.numBytes-=n}t.backend.disposeData(e.dataId)&&this.removeDataId(e.dataId,t.backend)}disposeVariables(){for(let e in this.state.registeredVariables){let 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a=0;a{!a.kept&&a.scopeId===r.id&&this.track(a)})}gradients(e,t,n,r=!1){if(M(t.length>0,()=>"gradients() received an empty list of xs."),n!=null&&n.dtype!=="float32")throw new Error(`dy must have 'float32' dtype, but has '${n.dtype}'`);let a=this.scopedRun(()=>this.startTape(),()=>this.endTape(),()=>this.tidy("forward",e));M(a instanceof We,()=>"The result y returned by f() must be a tensor.");let s=wk(this.state.activeTape,t,a);if(!r&&s.length===0&&t.length>0)throw new Error("Cannot compute gradient of y=f(x) with respect to x. 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XF(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d,activation:p,leakyreluAlpha:f}=r,m=Sw({inputs:{x:a,filter:s},backend:n,attrs:{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d}});if(i){let A=m;m=ac({inputs:{a:m,b:i},backend:n}),n.disposeIntermediateTensorInfo(A)}if(p){let A=m;m=Bm(n,m,p,o,f),n.disposeIntermediateTensorInfo(A)}return m}var KF={kernelName:Qs,backendName:"cpu",kernelFunc:XF};function ZF(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d,activation:p,leakyreluAlpha:f}=r,m=Tw({inputs:{x:a,filter:s},backend:n,attrs:{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d}});if(i){let A=m;m=ac({inputs:{a:m,b:i},backend:n}),n.disposeIntermediateTensorInfo(A)}if(p){let A=m;m=Bm(n,m,p,o,f),n.disposeIntermediateTensorInfo(A)}return m}var YF={kernelName:ei,backendName:"cpu",kernelFunc:ZF};function JF(e){let{inputs:t,backend:n}=e,{params:r,indices:a}=t,s=v.sizeFromShape(r.shape),i=a.shape,o=i[i.length-1],[l,c,u,h]=R.prepareAndValidate(r,a);if(c===0)return n.makeTensorInfo(l,r.dtype,[]);let d=Be([c,u],r.dtype),p=n.data.get(a.dataId).values,f=n.data.get(r.dataId).values;for(let m=0;m=s/u)throw new Error(`Invalid indices: ${A} does not index into ${r.shape}`);for(let g=0;ge>=t?1:0),r$=jt(_s,n$,null,"bool"),a$={kernelName:_s,backendName:"cpu",kernelFunc:r$};function s$(e){let{inputs:t,backend:n}=e,{input:r}=t,a=v.sizeFromShape(r.shape),s=r.shape[r.shape.length-1],i=a/s,o=At({inputs:{x:r},backend:n,attrs:{shape:[i,s]}}),l=Ew(o,!0,n),c=At({inputs:{x:l},backend:n,attrs:{shape:r.shape}});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(l),c}var 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${t}`}}function oa(e,t,n){let r=we(e,()=>t());if(r==null)throw new Error(n);return r}function ub(e,t){let n=e.MAX_COMBINED_TEXTURE_IMAGE_UNITS-1,r=t+e.TEXTURE0;if(rn){let a=`[gl.TEXTURE0, gl.TEXTURE${n}]`;throw new Error(`textureUnit must be in ${a}.`)}}function yi(e,t=2){return v.sizeFromShape(e.slice(0,e.length-t))}function gi(e){if(e.length===0)throw Error("Cannot get rows and columns of an empty shape array.");return[e.length>1?e[e.length-2]:1,e[e.length-1]]}function ip(e){let t=[1,1,1];return e.length===0||e.length===1&&e[0]===1||(t=[yi(e),...gi(e)]),t}function nb(e,t=!1){let n=J().getNumber("WEBGL_MAX_TEXTURE_SIZE");t&&(n=n*2,e=e.map((a,s)=>s>=e.length-2?v.nearestLargerEven(e[s]):e[s]),e.length===1&&(e=[2,e[0]])),e.length!==2&&(e=v.squeezeShape(e).newShape);let r=v.sizeFromShape(e);if(e.length<=1&&r<=n)return[1,r];if(e.length===2&&e[0]<=n&&e[1]<=n)return 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s=e.createFramebuffer();e.bindFramebuffer(e.FRAMEBUFFER,s),e.framebufferTexture2D(e.FRAMEBUFFER,e.COLOR_ATTACHMENT0,e.TEXTURE_2D,n,0);let i=e.checkFramebufferStatus(e.FRAMEBUFFER)===e.FRAMEBUFFER_COMPLETE;return e.bindTexture(e.TEXTURE_2D,null),e.bindFramebuffer(e.FRAMEBUFFER,null),e.deleteTexture(n),e.deleteFramebuffer(s),i}function QO(e,t){let n=Ym(e,t),r=e.createTexture();e.bindTexture(e.TEXTURE_2D,r);let a=1,s=1;e.texImage2D(e.TEXTURE_2D,0,n.internalFormatHalfFloat,a,s,0,n.textureFormatFloat,n.textureTypeHalfFloat,null);let i=e.createFramebuffer();e.bindFramebuffer(e.FRAMEBUFFER,i),e.framebufferTexture2D(e.FRAMEBUFFER,e.COLOR_ATTACHMENT0,e.TEXTURE_2D,r,0);let o=e.checkFramebufferStatus(e.FRAMEBUFFER)===e.FRAMEBUFFER_COMPLETE;return e.bindTexture(e.TEXTURE_2D,null),e.bindFramebuffer(e.FRAMEBUFFER,null),e.deleteTexture(r),e.deleteFramebuffer(i),o}function lb(e){return e!==2?!1:Wr(e).fenceSync!=null}function kl(e,t){Array.isArray(e)||(e=[e]),e.forEach(n=>{n!=null&&v.assert(n.dtype!=="complex64",()=>`${t} does not support complex64 tensors in the WebGL backend.`)})}var Re=J();Re.registerFlag("HAS_WEBGL",()=>Re.getNumber("WEBGL_VERSION")>0);Re.registerFlag("WEBGL_VERSION",()=>Km(2)?2:Km(1)?1:0);Re.registerFlag("WEBGL_CHECK_NUMERICAL_PROBLEMS",()=>!1);Re.registerFlag("WEBGL_BUFFER_SUPPORTED",()=>Re.get("WEBGL_VERSION")===2);Re.registerFlag("WEBGL_CPU_FORWARD",()=>!0);Re.registerFlag("WEBGL_FORCE_F16_TEXTURES",()=>!1);Re.registerFlag("WEBGL_PACK",()=>Re.getBool("HAS_WEBGL"));Re.registerFlag("WEBGL_PACK_NORMALIZATION",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_CLIP",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_DEPTHWISECONV",()=>!1);Re.registerFlag("WEBGL_PACK_BINARY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_UNARY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_ARRAY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_IMAGE_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_REDUCE",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_LAZILY_UNPACK",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_CONV_IM2COL",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_MAX_TEXTURE_SIZE",()=>rb(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_MAX_TEXTURES_IN_SHADER",()=>ab(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION",()=>{let e=Re.getNumber("WEBGL_VERSION");return e===0?0:sb(e)});Re.registerFlag("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE",()=>Re.getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0&&!zu.isMobile());Re.registerFlag("WEBGL_RENDER_FLOAT32_CAPABLE",()=>ib(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_RENDER_FLOAT32_ENABLED",()=>Re.getBool("WEBGL_FORCE_F16_TEXTURES")?!1:Re.getBool("WEBGL_RENDER_FLOAT32_CAPABLE"));Re.registerFlag("WEBGL_DOWNLOAD_FLOAT_ENABLED",()=>ob(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_FENCE_API_ENABLED",()=>lb(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_SIZE_UPLOAD_UNIFORM",()=>Re.getBool("WEBGL_RENDER_FLOAT32_ENABLED")?4:0);Re.registerFlag("WEBGL_DELETE_TEXTURE_THRESHOLD",()=>-1,e=>{if(e<0&&e!==-1)throw new Error(`WEBGL_DELETE_TEXTURE_THRESHOLD must be -1 (indicating never delete) or at least 0, but got ${e}.`)});Re.registerFlag("WEBGL_FLUSH_THRESHOLD",()=>zu.isMobile()&&Re.getBool("IS_CHROME")?1:-1,e=>{if(e<0&&e!==-1)throw new Error(`WEBGL_FLUSH_THRESHOLD must be -1 (indicating never manual flush) or at least 0, but got ${e}.`)});function hn(){let e,t,n,r,a,s,i,o,l,c;return J().getNumber("WEBGL_VERSION")===2?(e="#version 300 es",t="in",n="out",r="in",a="texture",s="outputColor",i="out vec4 outputColor;",o=` bool isnan_custom(float val) { return (val > 0.0 || val < 0.0) ? false : val != 0.0; } @@ -28363,9 +40,7 @@ function getGlslDifferences() { } #define isnan(value) isnan_custom(value) - `; - defineSpecialInf = ``; - defineRound = ` + `,l="",c=` #define round(value) newRound(value) int newRound(float value) { return int(floor(value + 0.5)); @@ -28374,16 +49,7 @@ function getGlslDifferences() { ivec4 newRound(vec4 value) { return ivec4(floor(value + vec4(0.5))); } - `; - } else { - version142 = ""; - attribute = "attribute"; - varyingVs = "varying"; - varyingFs = "varying"; - texture2D = "texture2D"; - output = "gl_FragColor"; - defineOutput = ""; - defineSpecialNaN = ` + `):(e="",t="attribute",n="varying",r="varying",a="texture2D",s="gl_FragColor",i="",o=` #define isnan(value) isnan_custom(value) bool isnan_custom(float val) { return (val > 0. || val < 1. || val == 0.) ? false : true; @@ -28391,8 +57,7 @@ function getGlslDifferences() { bvec4 isnan_custom(vec4 val) { return bvec4(isnan(val.x), isnan(val.y), isnan(val.z), isnan(val.w)); } - `; - defineSpecialInf = ` + `,l=` uniform float INFINITY; bool isinf(float val) { @@ -28401,8 +66,7 @@ function getGlslDifferences() { bvec4 isinf(vec4 val) { return equal(abs(val), vec4(INFINITY)); } - `; - defineRound = ` + `,c=` int round(float value) { return int(floor(value + 0.5)); } @@ -28410,54 +74,11 @@ function getGlslDifferences() { ivec4 round(vec4 value) { return ivec4(floor(value + vec4(0.5))); } - `; - } - return { - version: version142, - attribute, - varyingVs, - varyingFs, - texture2D, - output, - defineOutput, - defineSpecialNaN, - defineSpecialInf, - defineRound - }; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getLogicalCoordinatesFromFlatIndex(coords22, shape, index = "index") { - const strides = util_exports.computeStrides(shape); - return strides.map((stride, i) => { - const line1 = `int ${coords22[i]} = ${index} / ${stride}`; - const line2 = i === strides.length - 1 ? `int ${coords22[i + 1]} = ${index} - ${coords22[i]} * ${stride}` : `index -= ${coords22[i]} * ${stride}`; - return `${line1}; ${line2};`; - }).join(""); -} -function getFlatIndexFrom3D(shape) { - const strides = util_exports.computeStrides(shape).map((d) => d.toString()); - return ` + `),{version:e,attribute:t,varyingVs:n,varyingFs:r,texture2D:a,output:s,defineOutput:i,defineSpecialNaN:o,defineSpecialInf:l,defineRound:c}}function wi(e,t,n="index"){let r=v.computeStrides(t);return r.map((a,s)=>{let i=`int ${e[s]} = ${n} / ${a}`,o=s===r.length-1?`int ${e[s+1]} = ${n} - ${e[s]} * ${a}`:`index -= ${e[s]} * ${a}`;return`${i}; ${o};`}).join("")}function Qm(e){let t=v.computeStrides(e).map(n=>n.toString());return` int getFlatIndex(ivec3 coords) { - return coords.x * ${strides[0]} + coords.y * ${strides[1]} + coords.z; + return coords.x * ${t[0]} + coords.y * ${t[1]} + coords.z; } -`; -} -var ENCODE_FLOAT_SNIPPET = ` +`}var cb=` const float FLOAT_MAX = 1.70141184e38; const float FLOAT_MIN = 1.17549435e-38; @@ -28496,42 +117,16 @@ var ENCODE_FLOAT_SNIPPET = ` return c / 255.0; } -`; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DecodeMatrixProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - this.outPackingScheme = PackingScheme.DENSE; - const texShape = getDenseTexShape(outputShape); - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` +`,ez=class{constructor(e){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outPackingScheme=uc.DENSE;let t=hc(e),n=hn();this.outputShape=e,this.userCode=` ivec3 outCoordsFromFlatIndex(int index) { - ${getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], outputShape)} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } void main() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = 4 * (resTexRC.x * ${texShape[1]} + resTexRC.y); + vec2(${t[0]}, ${t[1]})); + int index = 4 * (resTexRC.x * ${t[1]} + resTexRC.y); vec4 result = vec4(0.); @@ -28541,46 +136,18 @@ var DecodeMatrixProgram = class { result[i] = getA(rc.x, rc.y, rc.z); } - ${glsl.output} = result; + ${n.output} = result; } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DecodeMatrixPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outPackingScheme = PackingScheme.DENSE; - const texShape = getDenseTexShape(outputShape); - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` + `}},tz=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outPackingScheme=uc.DENSE;let t=hc(e),n=hn();this.outputShape=e,this.userCode=` ivec3 outCoordsFromFlatIndex(int index) { - ${getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], outputShape)} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } void main() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = 4 * (resTexRC.x * ${texShape[1]} + resTexRC.y); + vec2(${t[0]}, ${t[1]})); + int index = 4 * (resTexRC.x * ${t[1]} + resTexRC.y); vec4 result = vec4(0.); @@ -28590,106 +157,25 @@ var DecodeMatrixPackedProgram = class { result[i] = getChannel(getA(rc.x, rc.y, rc.z), vec2(rc.y, rc.z)); } - ${glsl.output} = result; + ${n.output} = result; } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EncodeFloatProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.outTexUsage = TextureUsage.DOWNLOAD; - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` - ${ENCODE_FLOAT_SNIPPET} + `}},nz=class{constructor(e){this.variableNames=["A"],this.outTexUsage=Xn.DOWNLOAD;let t=hn();this.outputShape=e,this.userCode=` + ${cb} void main() { float x = getAAtOutCoords(); - ${glsl.output} = encode_float(x); + ${t.output} = encode_float(x); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EncodeFloatPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = false; - this.outTexUsage = TextureUsage.DOWNLOAD; - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` - ${ENCODE_FLOAT_SNIPPET} + `}},rz=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outTexUsage=Xn.DOWNLOAD;let t=hn();this.outputShape=e,this.userCode=` + ${cb} void main() { ivec3 coords = getOutputCoords(); float x = getChannel(getAAtOutCoords(), vec2(coords.y, coords.z)); - ${glsl.output} = encode_float(x); + ${t.output} = encode_float(x); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EncodeMatrixProgram = class { - constructor(outputShape, texShape, inputIsUnsignedByte = false) { - this.variableNames = ["A"]; - const glsl = getGlslDifferences(); - const [height, width] = texShape; - this.outputShape = outputShape; - let output = `result`; - if (inputIsUnsignedByte) { - output = `floor(result * 255. + 0.5)`; - } - this.userCode = ` - ${getFlatIndexFrom3D(outputShape)} + `}},az=class{constructor(e,t,n=!1){this.variableNames=["A"];let r=hn(),[a,s]=t;this.outputShape=e;let i="result";n&&(i="floor(result * 255. + 0.5)"),this.userCode=` + ${Qm(e)} void main() { ivec3 coords = getOutputCoords(); @@ -28699,10 +185,10 @@ var EncodeMatrixProgram = class { flatIndex = idiv(flatIndex, 4, 1.); - int r = flatIndex / ${width}; - int c = imod(flatIndex, ${width}); - vec2 uv = (vec2(c, r) + halfCR) / vec2(${width}.0, ${height}.0); - vec4 values = ${glsl.texture2D}(A, uv); + int r = flatIndex / ${s}; + int c = imod(flatIndex, ${s}); + vec2 uv = (vec2(c, r) + halfCR) / vec2(${s}.0, ${a}.0); + vec4 values = ${r.texture2D}(A, uv); float result; @@ -28716,76 +202,38 @@ var EncodeMatrixProgram = class { result = values[3]; } - ${glsl.output} = vec4(${output}, 0., 0., 0.); + ${r.output} = vec4(${i}, 0., 0., 0.); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EncodeMatrixPackedProgram = class { - constructor(outputShape, texShape, inputIsUnsignedByte = false) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - const glsl = getGlslDifferences(); - const [height, width] = texShape; - this.outputShape = outputShape; - let mainLoop = ""; - let output = "result"; - if (inputIsUnsignedByte) { - output = "floor(result * 255. + 0.5)"; - } - for (let row = 0; row <= 1; row++) { - for (let col = 0; col <= 1; col++) { - const channel = row * 2 + col; - mainLoop += ` + `}},sz=class{constructor(e,t,n=!1){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;let r=hn(),[a,s]=t;this.outputShape=e;let i="",o="result";n&&(o="floor(result * 255. + 0.5)");for(let l=0;l<=1;l++)for(let c=0;c<=1;c++){let u=l*2+c;i+=` localCoords = coords; - if(localCoords[2] + ${col} < ${outputShape[2]}) { - localCoords[2] += ${col}; - if(localCoords[1] + ${row} < ${outputShape[1]}) { - localCoords[1] += ${row}; + if(localCoords[2] + ${c} < ${e[2]}) { + localCoords[2] += ${c}; + if(localCoords[1] + ${l} < ${e[1]}) { + localCoords[1] += ${l}; flatIndex = getFlatIndex(localCoords); offset = imod(flatIndex, 4); flatIndex = idiv(flatIndex, 4, 1.); - r = flatIndex / ${width}; - c = imod(flatIndex, ${width}); - uv = (vec2(c, r) + halfCR) / vec2(${width}.0, ${height}.0); - values = ${glsl.texture2D}(A, uv); + r = flatIndex / ${s}; + c = imod(flatIndex, ${s}); + uv = (vec2(c, r) + halfCR) / vec2(${s}.0, ${a}.0); + values = ${r.texture2D}(A, uv); if(offset == 0) { - result[${channel}] = values[0]; + result[${u}] = values[0]; } else if(offset == 1) { - result[${channel}] = values[1]; + result[${u}] = values[1]; } else if(offset == 2) { - result[${channel}] = values[2]; + result[${u}] = values[2]; } else { - result[${channel}] = values[3]; + result[${u}] = values[3]; } } } - `; - } - } - this.userCode = ` - ${getFlatIndexFrom3D(outputShape)} + `}this.userCode=` + ${Qm(e)} void main() { ivec3 coords = getOutputCoords(); @@ -28796,776 +244,40 @@ var EncodeMatrixPackedProgram = class { vec2 uv; vec4 values; - ${mainLoop} + ${i} - ${glsl.output} = ${output}; + ${r.output} = ${o}; } - `; - } -}; -var gpgpu_util_exports = {}; -__export2(gpgpu_util_exports, { - bindVertexProgramAttributeStreams: () => bindVertexProgramAttributeStreams, - createBufferFromOutputTexture: () => createBufferFromOutputTexture, - createFloat16MatrixTexture: () => createFloat16MatrixTexture, - createFloat16PackedMatrixTexture: () => createFloat16PackedMatrixTexture, - createFloat32MatrixTexture: () => createFloat32MatrixTexture, - createIndexBuffer: () => createIndexBuffer, - createPackedMatrixTexture: () => createPackedMatrixTexture, - createUnsignedBytesMatrixTexture: () => createUnsignedBytesMatrixTexture, - createVertexBuffer: () => createVertexBuffer, - createVertexShader: () => createVertexShader2, - downloadByteEncodedFloatMatrixFromOutputTexture: () => downloadByteEncodedFloatMatrixFromOutputTexture, - downloadFloat32MatrixFromBuffer: () => downloadFloat32MatrixFromBuffer, - downloadMatrixFromPackedOutputTexture: () => downloadMatrixFromPackedOutputTexture, - downloadPackedMatrixFromBuffer: () => downloadPackedMatrixFromBuffer, - getInternalFormatForFloat16MatrixTexture: () => getInternalFormatForFloat16MatrixTexture, - getInternalFormatForFloat16PackedMatrixTexture: () => getInternalFormatForFloat16PackedMatrixTexture, - getInternalFormatForFloat32MatrixTexture: () => getInternalFormatForFloat32MatrixTexture, - getInternalFormatForPackedMatrixTexture: () => getInternalFormatForPackedMatrixTexture, - getInternalFormatForUnsignedBytesMatrixTexture: () => getInternalFormatForUnsignedBytesMatrixTexture, - uploadDenseMatrixToTexture: () => uploadDenseMatrixToTexture, - uploadPixelDataToTexture: () => uploadPixelDataToTexture -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function createVertexShader2(gl) { - const glsl = getGlslDifferences(); - const vertexShaderSource = `${glsl.version} + `}},hb={};Oe(hb,{bindVertexProgramAttributeStreams:()=>wb,createBufferFromOutputTexture:()=>vb,createFloat16MatrixTexture:()=>Ab,createFloat16PackedMatrixTexture:()=>xb,createFloat32MatrixTexture:()=>mb,createIndexBuffer:()=>fb,createPackedMatrixTexture:()=>gb,createUnsignedBytesMatrixTexture:()=>yb,createVertexBuffer:()=>pb,createVertexShader:()=>db,downloadByteEncodedFloatMatrixFromOutputTexture:()=>Ib,downloadFloat32MatrixFromBuffer:()=>kb,downloadMatrixFromPackedOutputTexture:()=>Sb,downloadPackedMatrixFromBuffer:()=>Nb,getInternalFormatForFloat16MatrixTexture:()=>tA,getInternalFormatForFloat16PackedMatrixTexture:()=>aA,getInternalFormatForFloat32MatrixTexture:()=>eA,getInternalFormatForPackedMatrixTexture:()=>rA,getInternalFormatForUnsignedBytesMatrixTexture:()=>nA,uploadDenseMatrixToTexture:()=>bb,uploadPixelDataToTexture:()=>_b});function db(e){let t=hn(),n=`${t.version} precision highp float; - ${glsl.attribute} vec3 clipSpacePos; - ${glsl.attribute} vec2 uv; - ${glsl.varyingVs} vec2 resultUV; + ${t.attribute} vec3 clipSpacePos; + ${t.attribute} vec2 uv; + ${t.varyingVs} vec2 resultUV; void main() { gl_Position = vec4(clipSpacePos, 1); resultUV = uv; - }`; - return createVertexShader(gl, vertexShaderSource); -} -function createVertexBuffer(gl) { - const vertexArray = new Float32Array([-1, 1, 0, 0, 1, -1, -1, 0, 0, 0, 1, 1, 0, 1, 1, 1, -1, 0, 1, 0]); - return createStaticVertexBuffer(gl, vertexArray); -} -function createIndexBuffer(gl) { - const triangleVertexIndices = new Uint16Array([0, 1, 2, 2, 1, 3]); - return createStaticIndexBuffer(gl, triangleVertexIndices); -} -function createAndConfigureTexture(gl, width, height, internalFormat, textureFormat, textureType) { - validateTextureSize(width, height); - const texture = createTexture(gl); - const tex2d = gl.TEXTURE_2D; - callAndCheck(gl, () => gl.bindTexture(tex2d, texture)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_MIN_FILTER, gl.NEAREST)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_MAG_FILTER, gl.NEAREST)); - callAndCheck(gl, () => gl.texImage2D(tex2d, 0, internalFormat, width, height, 0, textureFormat, textureType, null)); - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); - return texture; -} -function getInternalFormatForFloat32MatrixTexture(textureConfig) { - return textureConfig.internalFormatFloat; -} -function createFloat32MatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat32MatrixTexture(textureConfig), textureConfig.textureFormatFloat, gl.FLOAT); -} -function getInternalFormatForFloat16MatrixTexture(textureConfig) { - return textureConfig.internalFormatHalfFloat; -} -function createFloat16MatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat16MatrixTexture(textureConfig), textureConfig.textureFormatFloat, textureConfig.textureTypeHalfFloat); -} -function getInternalFormatForUnsignedBytesMatrixTexture(textureConfig) { - return textureConfig.downloadTextureFormat; -} -function createUnsignedBytesMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForUnsignedBytesMatrixTexture(textureConfig), gl.RGBA, gl.UNSIGNED_BYTE); -} -function getInternalFormatForPackedMatrixTexture(textureConfig) { - return textureConfig.internalFormatPackedFloat; -} -function createPackedMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForPackedMatrixTexture(textureConfig), gl.RGBA, gl.FLOAT); -} -function getInternalFormatForFloat16PackedMatrixTexture(textureConfig) { - return textureConfig.internalFormatPackedHalfFloat; -} -function createFloat16PackedMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat16PackedMatrixTexture(textureConfig), gl.RGBA, textureConfig.textureTypeHalfFloat); -} -function bindVertexProgramAttributeStreams(gl, program, vertexBuffer) { - const posOffset = 0; - const uvOffset = 3 * 4; - const stride = 3 * 4 + 2 * 4; - callAndCheck(gl, () => gl.bindBuffer(gl.ARRAY_BUFFER, vertexBuffer)); - const success = bindVertexBufferToProgramAttribute(gl, program, "clipSpacePos", vertexBuffer, 3, stride, posOffset); - return success && bindVertexBufferToProgramAttribute(gl, program, "uv", vertexBuffer, 2, stride, uvOffset); -} -function uploadDenseMatrixToTexture(gl, texture, width, height, data2, textureConfig) { - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, texture)); - let dataForUpload, texelDataType, internalFormat; - if (data2 instanceof Uint8Array) { - dataForUpload = new Uint8Array(width * height * 4); - texelDataType = gl.UNSIGNED_BYTE; - internalFormat = gl.RGBA; - } else { - dataForUpload = new Float32Array(width * height * 4); - texelDataType = gl.FLOAT; - internalFormat = textureConfig.internalFormatPackedFloat; - } - dataForUpload.set(data2); - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, internalFormat, width, height, 0, gl.RGBA, texelDataType, dataForUpload)); - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); -} -function uploadPixelDataToTexture(gl, texture, pixels) { - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, texture)); - if (pixels.data instanceof Uint8Array) { - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, pixels.width, pixels.height, 0, gl.RGBA, gl.UNSIGNED_BYTE, pixels.data)); - } else { - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, pixels)); - } - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); -} -function createBufferFromOutputTexture(gl2, rows, columns, textureConfig) { - const buffer2 = gl2.createBuffer(); - callAndCheck(gl2, () => gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2)); - const bytesPerFloat = 4; - const valuesPerTexel = 4; - const bufferSizeBytes = bytesPerFloat * valuesPerTexel * rows * columns; - callAndCheck(gl2, () => gl2.bufferData(gl2.PIXEL_PACK_BUFFER, bufferSizeBytes, gl2.STREAM_READ)); - callAndCheck(gl2, () => gl2.readPixels(0, 0, columns, rows, gl2.RGBA, gl2.FLOAT, 0)); - callAndCheck(gl2, () => gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null)); - return buffer2; -} -function downloadFloat32MatrixFromBuffer(gl, buffer2, size) { - const gl2 = gl; - const downloadTarget = new Float32Array(size); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2); - gl2.getBufferSubData(gl2.PIXEL_PACK_BUFFER, 0, downloadTarget); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null); - return downloadTarget; -} -function downloadByteEncodedFloatMatrixFromOutputTexture(gl, rows, columns, textureConfig) { - const [w, h] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - const numChannels = 4; - const downloadTarget = new Uint8Array(getUnpackedArraySizeFromMatrixSize(rows * columns, numChannels)); - callAndCheck(gl, () => gl.readPixels(0, 0, w, h, textureConfig.downloadTextureFormat, gl.UNSIGNED_BYTE, downloadTarget)); - return new Float32Array(downloadTarget.buffer); -} -function downloadPackedMatrixFromBuffer(gl, buffer2, batch, rows, cols, physicalRows, physicalCols, textureConfig) { - const gl2 = gl; - const downloadTarget = new Float32Array(getPackedRGBAArraySizeFromMatrixShape(physicalRows, physicalCols)); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2); - gl2.getBufferSubData(gl2.PIXEL_PACK_BUFFER, 0, downloadTarget); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null); - return downloadTarget; -} -function downloadMatrixFromPackedOutputTexture(gl, physicalRows, physicalCols) { - const packedRGBA = new Float32Array(physicalRows * physicalCols * 4); - callAndCheck(gl, () => gl.readPixels(0, 0, physicalCols, physicalRows, gl.RGBA, gl.FLOAT, packedRGBA)); - return packedRGBA; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var GPGPUContext = class { - constructor(gl) { - this.outputTexture = null; - this.program = null; - this.disposed = false; - this.vertexAttrsAreBound = false; - this.itemsToPoll = []; - const glVersion = env().getNumber("WEBGL_VERSION"); - if (gl != null) { - this.gl = gl; - setWebGLContext(glVersion, gl); - } else { - this.gl = getWebGLContext(glVersion); - } - let COLOR_BUFFER_FLOAT = "WEBGL_color_buffer_float"; - const COLOR_BUFFER_HALF_FLOAT = "EXT_color_buffer_half_float"; - if (env().getNumber("WEBGL_VERSION") === 1) { - const TEXTURE_FLOAT = "OES_texture_float"; - const TEXTURE_HALF_FLOAT = "OES_texture_half_float"; - this.textureFloatExtension = getExtensionOrThrow(this.gl, TEXTURE_FLOAT); - if (hasExtension(this.gl, TEXTURE_HALF_FLOAT)) { - this.textureHalfFloatExtension = getExtensionOrThrow(this.gl, TEXTURE_HALF_FLOAT); - } else if (env().get("WEBGL_FORCE_F16_TEXTURES")) { - throw new Error("GL context does not support half float textures, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true."); - } - this.colorBufferFloatExtension = this.gl.getExtension(COLOR_BUFFER_FLOAT); - if (hasExtension(this.gl, COLOR_BUFFER_HALF_FLOAT)) { - this.colorBufferHalfFloatExtension = getExtensionOrThrow(this.gl, COLOR_BUFFER_HALF_FLOAT); - } else if (env().get("WEBGL_FORCE_F16_TEXTURES")) { - throw new Error("GL context does not support color renderable half floats, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true."); - } - } else { - COLOR_BUFFER_FLOAT = "EXT_color_buffer_float"; - if (hasExtension(this.gl, COLOR_BUFFER_FLOAT)) { - this.colorBufferFloatExtension = this.gl.getExtension(COLOR_BUFFER_FLOAT); - } else if (hasExtension(this.gl, COLOR_BUFFER_HALF_FLOAT)) { - this.colorBufferHalfFloatExtension = this.gl.getExtension(COLOR_BUFFER_HALF_FLOAT); - } else { - throw new Error("GL context does not support color renderable floats"); - } - } - this.vertexBuffer = createVertexBuffer(this.gl); - this.indexBuffer = createIndexBuffer(this.gl); - this.framebuffer = createFramebuffer(this.gl); - this.textureConfig = getTextureConfig(this.gl, this.textureHalfFloatExtension); - } - get debug() { - return env().getBool("DEBUG"); - } - dispose() { - if (this.disposed) { - return; - } - if (this.program != null) { - console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. This is probably a resource leak, delete the program with GPGPUContext.deleteProgram before disposing."); - } - if (this.outputTexture != null) { - console.warn("Disposing a GPGPUContext that still has a bound output matrix texture. This is probably a resource leak, delete the output matrix texture with GPGPUContext.deleteMatrixTexture before disposing."); - } - const gl = this.gl; - callAndCheck(gl, () => gl.finish()); - callAndCheck(gl, () => gl.bindFramebuffer(gl.FRAMEBUFFER, null)); - callAndCheck(gl, () => gl.deleteFramebuffer(this.framebuffer)); - callAndCheck(gl, () => gl.bindBuffer(gl.ARRAY_BUFFER, null)); - callAndCheck(gl, () => gl.bindBuffer(gl.ELEMENT_ARRAY_BUFFER, null)); - callAndCheck(gl, () => gl.deleteBuffer(this.indexBuffer)); - this.disposed = true; - } - createFloat32MatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat32MatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createFloat16MatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat16MatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createUnsignedBytesMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createUnsignedBytesMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - uploadPixelDataToTexture(texture, pixels) { - this.throwIfDisposed(); - uploadPixelDataToTexture(this.gl, texture, pixels); - } - uploadDenseMatrixToTexture(texture, width, height, data2) { - this.throwIfDisposed(); - uploadDenseMatrixToTexture(this.gl, texture, width, height, data2, this.textureConfig); - } - createFloat16PackedMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat16PackedMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createPackedMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createPackedMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - deleteMatrixTexture(texture) { - this.throwIfDisposed(); - if (this.outputTexture === texture) { - unbindColorTextureFromFramebuffer(this.gl, this.framebuffer); - this.outputTexture = null; - } - callAndCheck(this.gl, () => this.gl.deleteTexture(texture)); - } - downloadByteEncodedFloatMatrixFromOutputTexture(texture, rows, columns) { - return this.downloadMatrixDriver(texture, () => downloadByteEncodedFloatMatrixFromOutputTexture(this.gl, rows, columns, this.textureConfig)); - } - downloadPackedMatrixFromBuffer(buffer2, batch, rows, columns, physicalRows, physicalCols) { - return downloadPackedMatrixFromBuffer(this.gl, buffer2, batch, rows, columns, physicalRows, physicalCols, this.textureConfig); - } - downloadFloat32MatrixFromBuffer(buffer2, size) { - return downloadFloat32MatrixFromBuffer(this.gl, buffer2, size); - } - createBufferFromTexture(texture, rows, columns) { - this.bindTextureToFrameBuffer(texture); - const result = createBufferFromOutputTexture(this.gl, rows, columns, this.textureConfig); - this.unbindTextureToFrameBuffer(); - return result; - } - createAndWaitForFence() { - const fenceContext = this.createFence(this.gl); - return this.pollFence(fenceContext); - } - createFence(gl) { - let query; - let isFencePassed; - if (env().getBool("WEBGL_FENCE_API_ENABLED")) { - const gl2 = gl; - const sync = gl2.fenceSync(gl2.SYNC_GPU_COMMANDS_COMPLETE, 0); - gl.flush(); - isFencePassed = () => { - const status = gl2.clientWaitSync(sync, 0, 0); - return status === gl2.ALREADY_SIGNALED || status === gl2.CONDITION_SATISFIED; - }; - query = sync; - } else if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") > 0) { - query = this.beginQuery(); - this.endQuery(); - isFencePassed = () => this.isQueryAvailable(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")); - } else { - isFencePassed = () => true; - } - return {query, isFencePassed}; - } - downloadMatrixFromPackedTexture(texture, physicalRows, physicalCols) { - return this.downloadMatrixDriver(texture, () => downloadMatrixFromPackedOutputTexture(this.gl, physicalRows, physicalCols)); - } - createProgram(fragmentShaderSource) { - this.throwIfDisposed(); - const gl = this.gl; - const fragmentShader = createFragmentShader(gl, fragmentShaderSource); - const vertexShader = createVertexShader2(gl); - const program = createProgram(gl); - callAndCheck(gl, () => gl.attachShader(program, vertexShader)); - callAndCheck(gl, () => gl.attachShader(program, fragmentShader)); - linkProgram(gl, program); - if (this.debug) { - validateProgram(gl, program); - } - if (!this.vertexAttrsAreBound) { - this.setProgram(program); - this.vertexAttrsAreBound = bindVertexProgramAttributeStreams(gl, this.program, this.vertexBuffer); - } - return program; - } - deleteProgram(program) { - this.throwIfDisposed(); - if (program === this.program) { - this.program = null; - } - if (program != null) { - callAndCheck(this.gl, () => this.gl.deleteProgram(program)); - } - } - setProgram(program) { - this.throwIfDisposed(); - this.program = program; - if (this.program != null && this.debug) { - validateProgram(this.gl, this.program); - } - callAndCheck(this.gl, () => this.gl.useProgram(program)); - } - getUniformLocation(program, uniformName, shouldThrow = true) { - this.throwIfDisposed(); - if (shouldThrow) { - return getProgramUniformLocationOrThrow(this.gl, program, uniformName); - } else { - return getProgramUniformLocation(this.gl, program, uniformName); - } - } - getAttributeLocation(program, attribute) { - this.throwIfDisposed(); - return callAndCheck(this.gl, () => this.gl.getAttribLocation(program, attribute)); - } - getUniformLocationNoThrow(program, uniformName) { - this.throwIfDisposed(); - return this.gl.getUniformLocation(program, uniformName); - } - setInputMatrixTexture(inputMatrixTexture, uniformLocation, textureUnit) { - this.throwIfDisposed(); - this.throwIfNoProgram(); - bindTextureToProgramUniformSampler(this.gl, inputMatrixTexture, uniformLocation, textureUnit); - } - setOutputMatrixTexture(outputMatrixTexture, rows, columns) { - this.setOutputMatrixTextureDriver(outputMatrixTexture, columns, rows); - } - setOutputPackedMatrixTexture(outputPackedMatrixTexture, rows, columns) { - this.throwIfDisposed(); - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - this.setOutputMatrixTextureDriver(outputPackedMatrixTexture, width, height); - } - setOutputMatrixWriteRegion(startRow, numRows, startColumn, numColumns) { - this.setOutputMatrixWriteRegionDriver(startColumn, startRow, numColumns, numRows); - } - setOutputPackedMatrixWriteRegion(startRow, numRows, startColumn, numColumns) { - throw new Error("setOutputPackedMatrixWriteRegion not implemented."); - } - debugValidate() { - if (this.program != null) { - validateProgram(this.gl, this.program); - } - validateFramebuffer(this.gl); - } - executeProgram() { - this.throwIfDisposed(); - this.throwIfNoProgram(); - const gl = this.gl; - if (this.debug) { - this.debugValidate(); - } - callAndCheck(gl, () => gl.drawElements(gl.TRIANGLES, 6, gl.UNSIGNED_SHORT, 0)); - } - blockUntilAllProgramsCompleted() { - this.throwIfDisposed(); - callAndCheck(this.gl, () => this.gl.finish()); - } - getQueryTimerExtension() { - if (this.disjointQueryTimerExtension == null) { - this.disjointQueryTimerExtension = getExtensionOrThrow(this.gl, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2 ? "EXT_disjoint_timer_query_webgl2" : "EXT_disjoint_timer_query"); - } - return this.disjointQueryTimerExtension; - } - getQueryTimerExtensionWebGL2() { - return this.getQueryTimerExtension(); - } - getQueryTimerExtensionWebGL1() { - return this.getQueryTimerExtension(); - } - beginQuery() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2) { - const gl2 = this.gl; - const ext2 = this.getQueryTimerExtensionWebGL2(); - const query2 = gl2.createQuery(); - gl2.beginQuery(ext2.TIME_ELAPSED_EXT, query2); - return query2; - } - const ext = this.getQueryTimerExtensionWebGL1(); - const query = ext.createQueryEXT(); - ext.beginQueryEXT(ext.TIME_ELAPSED_EXT, query); - return query; - } - endQuery() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2) { - const gl2 = this.gl; - const ext2 = this.getQueryTimerExtensionWebGL2(); - gl2.endQuery(ext2.TIME_ELAPSED_EXT); - return; - } - const ext = this.getQueryTimerExtensionWebGL1(); - ext.endQueryEXT(ext.TIME_ELAPSED_EXT); - } - async waitForQueryAndGetTime(query) { - await util_exports.repeatedTry(() => this.disposed || this.isQueryAvailable(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))); - return this.getQueryTime(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")); - } - getQueryTime(query, queryTimerVersion) { - if (queryTimerVersion === 0) { - return null; - } - if (queryTimerVersion === 2) { - const gl2 = this.gl; - const timeElapsedNanos = gl2.getQueryParameter(query, gl2.QUERY_RESULT); - return timeElapsedNanos / 1e6; - } else { - const ext = this.getQueryTimerExtensionWebGL1(); - const timeElapsedNanos = ext.getQueryObjectEXT(query, ext.QUERY_RESULT_EXT); - return timeElapsedNanos / 1e6; - } - } - isQueryAvailable(query, queryTimerVersion) { - if (queryTimerVersion === 0) { - return true; - } - if (queryTimerVersion === 2) { - const gl2 = this.gl; - const ext = this.getQueryTimerExtensionWebGL2(); - const available = gl2.getQueryParameter(query, gl2.QUERY_RESULT_AVAILABLE); - if (this.disjoint == null) { - this.disjoint = this.gl.getParameter(ext.GPU_DISJOINT_EXT); - } - return available && !this.disjoint; - } else { - const ext = this.getQueryTimerExtensionWebGL1(); - const available = ext.getQueryObjectEXT(query, ext.QUERY_RESULT_AVAILABLE_EXT); - if (this.disjoint == null) { - this.disjoint = this.gl.getParameter(ext.GPU_DISJOINT_EXT); - } - return available && !this.disjoint; - } - } - pollFence(fenceContext) { - return new Promise((resolve) => { - this.addItemToPoll(() => fenceContext.isFencePassed(), () => resolve()); - }); - } - pollItems() { - const index = linearSearchLastTrue(this.itemsToPoll.map((x) => x.isDoneFn)); - for (let i = 0; i <= index; ++i) { - const {resolveFn} = this.itemsToPoll[i]; - resolveFn(); - } - this.itemsToPoll = this.itemsToPoll.slice(index + 1); - } - addItemToPoll(isDoneFn, resolveFn) { - this.itemsToPoll.push({isDoneFn, resolveFn}); - if (this.itemsToPoll.length > 1) { - return; - } - util_exports.repeatedTry(() => { - this.pollItems(); - return this.itemsToPoll.length === 0; - }); - } - bindTextureToFrameBuffer(texture) { - this.throwIfDisposed(); - bindColorTextureToFramebuffer(this.gl, texture, this.framebuffer); - if (this.debug) { - validateFramebuffer(this.gl); - } - } - unbindTextureToFrameBuffer() { - if (this.outputTexture != null) { - bindColorTextureToFramebuffer(this.gl, this.outputTexture, this.framebuffer); - if (this.debug) { - validateFramebuffer(this.gl); - } - } else { - unbindColorTextureFromFramebuffer(this.gl, this.framebuffer); - } - } - downloadMatrixDriver(texture, downloadAndDecode) { - this.bindTextureToFrameBuffer(texture); - const result = downloadAndDecode(); - this.unbindTextureToFrameBuffer(); - return result; - } - setOutputMatrixTextureDriver(outputMatrixTextureMaybePacked, width, height) { - this.throwIfDisposed(); - const gl = this.gl; - bindColorTextureToFramebuffer(gl, outputMatrixTextureMaybePacked, this.framebuffer); - if (this.debug) { - validateFramebuffer(gl); - } - this.outputTexture = outputMatrixTextureMaybePacked; - callAndCheck(gl, () => gl.viewport(0, 0, width, height)); - callAndCheck(gl, () => gl.scissor(0, 0, width, height)); - } - setOutputMatrixWriteRegionDriver(x, y, width, height) { - this.throwIfDisposed(); - callAndCheck(this.gl, () => this.gl.scissor(x, y, width, height)); - } - throwIfDisposed() { - if (this.disposed) { - throw new Error("Attempted to use disposed GPGPUContext."); - } - } - throwIfNoProgram() { - if (this.program == null) { - throw new Error("No GPU program is currently set."); - } - } -}; -function linearSearchLastTrue(arr) { - let i = 0; - for (; i < arr.length; ++i) { - const isDone = arr[i](); - if (!isDone) { - break; - } - } - return i - 1; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var {getBroadcastDims: getBroadcastDims2} = backend_util_exports; -function makeShader(inputsInfo, outputShape, userCode, usesPackedTextures) { - const prefixSnippets = []; - inputsInfo.forEach((x) => { - const size = util_exports.sizeFromShape(x.shapeInfo.logicalShape); - if (x.shapeInfo.isUniform) { - prefixSnippets.push(`uniform float ${x.name}${size > 1 ? `[${size}]` : ""};`); - } else { - prefixSnippets.push(`uniform sampler2D ${x.name};`); - prefixSnippets.push(`uniform int offset${x.name};`); - } - }); - const inputPrefixSnippet = prefixSnippets.join("\n"); - const inputSamplingSnippet = inputsInfo.map((x) => getInputSamplingSnippet(x, outputShape, usesPackedTextures)).join("\n"); - const outTexShape = outputShape.texShape; - const glsl = getGlslDifferences(); - const floatTextureSampleSnippet = getFloatTextureSampleSnippet(glsl); - let outputSamplingSnippet; - let floatTextureSetOutputSnippet; - let shaderPrefix = getShaderPrefix(glsl); - if (outputShape.isPacked) { - outputSamplingSnippet = getPackedOutputSamplingSnippet(outputShape.logicalShape, outTexShape); - floatTextureSetOutputSnippet = getFloatTextureSetRGBASnippet(glsl); - } else { - outputSamplingSnippet = getOutputSamplingSnippet(outputShape.logicalShape, outTexShape); - floatTextureSetOutputSnippet = getFloatTextureSetRSnippet(glsl); - } - if (usesPackedTextures) { - shaderPrefix += SHADER_PACKED_PREFIX; - } - const source = [ - shaderPrefix, - floatTextureSampleSnippet, - floatTextureSetOutputSnippet, - inputPrefixSnippet, - outputSamplingSnippet, - inputSamplingSnippet, - userCode - ].join("\n"); - return source; -} -function getSamplerFromInInfo(inInfo) { - const shape = inInfo.shapeInfo.logicalShape; - switch (shape.length) { - case 0: - return getSamplerScalar(inInfo); - case 1: - return getSampler1D(inInfo); - case 2: - return getSampler2D(inInfo); - case 3: - return getSampler3D(inInfo); - case 4: - return getSampler4D(inInfo); - case 5: - return getSampler5D(inInfo); - case 6: - return getSampler6D(inInfo); - default: - throw new Error(`${shape.length}-D input sampling is not yet supported`); - } -} -function getPackedSamplerFromInInfo(inInfo) { - const shape = inInfo.shapeInfo.logicalShape; - switch (shape.length) { - case 0: - return getPackedSamplerScalar(inInfo); - case 1: - return getPackedSampler1D(inInfo); - case 2: - return getPackedSampler2D(inInfo); - case 3: - return getPackedSampler3D(inInfo); - default: - return getPackedSamplerND(inInfo); - } -} -function getInputSamplingSnippet(inInfo, outShapeInfo, usesPackedTextures = false) { - let res = ""; - if (usesPackedTextures) { - res += getPackedSamplerFromInInfo(inInfo); - } else { - res += getSamplerFromInInfo(inInfo); - } - const inShape = inInfo.shapeInfo.logicalShape; - const outShape = outShapeInfo.logicalShape; - if (inShape.length <= outShape.length) { - if (usesPackedTextures) { - res += getPackedSamplerAtOutputCoords(inInfo, outShapeInfo); - } else { - res += getSamplerAtOutputCoords(inInfo, outShapeInfo); - } - } - return res; -} -function getPackedOutputSamplingSnippet(outShape, outTexShape) { - switch (outShape.length) { - case 0: - return getOutputScalarCoords(); - case 1: - return getOutputPacked1DCoords(outShape, outTexShape); - case 2: - return getOutputPacked2DCoords(outShape, outTexShape); - case 3: - return getOutputPacked3DCoords(outShape, outTexShape); - default: - return getOutputPackedNDCoords(outShape, outTexShape); - } -} -function getOutputSamplingSnippet(outShape, outTexShape) { - switch (outShape.length) { - case 0: - return getOutputScalarCoords(); - case 1: - return getOutput1DCoords(outShape, outTexShape); - case 2: - return getOutput2DCoords(outShape, outTexShape); - case 3: - return getOutput3DCoords(outShape, outTexShape); - case 4: - return getOutput4DCoords(outShape, outTexShape); - case 5: - return getOutput5DCoords(outShape, outTexShape); - case 6: - return getOutput6DCoords(outShape, outTexShape); - default: - throw new Error(`${outShape.length}-D output sampling is not yet supported`); - } -} -function getFloatTextureSampleSnippet(glsl) { - return ` + }`;return Vw(e,n)}function pb(e){let t=new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0]);return Gw(e,t)}function fb(e){let t=new Uint16Array([0,1,2,2,1,3]);return qw(e,t)}function dc(e,t,n,r,a,s){Kw(t,n);let i=Xw(e),o=e.TEXTURE_2D;return we(e,()=>e.bindTexture(o,i)),we(e,()=>e.texParameteri(o,e.TEXTURE_WRAP_S,e.CLAMP_TO_EDGE)),we(e,()=>e.texParameteri(o,e.TEXTURE_WRAP_T,e.CLAMP_TO_EDGE)),we(e,()=>e.texParameteri(o,e.TEXTURE_MIN_FILTER,e.NEAREST)),we(e,()=>e.texParameteri(o,e.TEXTURE_MAG_FILTER,e.NEAREST)),we(e,()=>e.texImage2D(o,0,r,t,n,0,a,s,null)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null)),i}function eA(e){return e.internalFormatFloat}function mb(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,eA(r),r.textureFormatFloat,e.FLOAT)}function tA(e){return e.internalFormatHalfFloat}function Ab(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,tA(r),r.textureFormatFloat,r.textureTypeHalfFloat)}function nA(e){return e.downloadTextureFormat}function yb(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,nA(r),e.RGBA,e.UNSIGNED_BYTE)}function rA(e){return e.internalFormatPackedFloat}function gb(e,t,n,r){let[a,s]=Il(t,n);return dc(e,a,s,rA(r),e.RGBA,e.FLOAT)}function aA(e){return e.internalFormatPackedHalfFloat}function xb(e,t,n,r){let[a,s]=Il(t,n);return dc(e,a,s,aA(r),e.RGBA,r.textureTypeHalfFloat)}function wb(e,t,n){let r=0,a=3*4,s=3*4+2*4;return we(e,()=>e.bindBuffer(e.ARRAY_BUFFER,n)),qm(e,t,"clipSpacePos",n,3,s,r)&&qm(e,t,"uv",n,2,s,a)}function bb(e,t,n,r,a,s){we(e,()=>e.bindTexture(e.TEXTURE_2D,t));let i,o,l;a instanceof Uint8Array?(i=new Uint8Array(n*r*4),o=e.UNSIGNED_BYTE,l=e.RGBA):(i=new Float32Array(n*r*4),o=e.FLOAT,l=s.internalFormatPackedFloat),i.set(a),we(e,()=>e.texImage2D(e.TEXTURE_2D,0,l,n,r,0,e.RGBA,o,i)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null))}function _b(e,t,n){we(e,()=>e.bindTexture(e.TEXTURE_2D,t)),n.data instanceof Uint8Array?we(e,()=>e.texImage2D(e.TEXTURE_2D,0,e.RGBA,n.width,n.height,0,e.RGBA,e.UNSIGNED_BYTE,n.data)):we(e,()=>e.texImage2D(e.TEXTURE_2D,0,e.RGBA,e.RGBA,e.UNSIGNED_BYTE,n)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null))}function vb(e,t,n,r){let a=e.createBuffer();we(e,()=>e.bindBuffer(e.PIXEL_PACK_BUFFER,a));let s=4*4*t*n;return we(e,()=>e.bufferData(e.PIXEL_PACK_BUFFER,s,e.STREAM_READ)),we(e,()=>e.readPixels(0,0,n,t,e.RGBA,e.FLOAT,0)),we(e,()=>e.bindBuffer(e.PIXEL_PACK_BUFFER,null)),a}function kb(e,t,n){let r=e,a=new Float32Array(n);return r.bindBuffer(r.PIXEL_PACK_BUFFER,t),r.getBufferSubData(r.PIXEL_PACK_BUFFER,0,a),r.bindBuffer(r.PIXEL_PACK_BUFFER,null),a}function Ib(e,t,n,r){let[a,s]=cc(t,n),i=4,o=new Uint8Array(GO(t*n,i));return we(e,()=>e.readPixels(0,0,a,s,r.downloadTextureFormat,e.UNSIGNED_BYTE,o)),new Float32Array(o.buffer)}function Nb(e,t,n,r,a,s,i,o){let l=e,c=new Float32Array(qO(s,i));return l.bindBuffer(l.PIXEL_PACK_BUFFER,t),l.getBufferSubData(l.PIXEL_PACK_BUFFER,0,c),l.bindBuffer(l.PIXEL_PACK_BUFFER,null),c}function Sb(e,t,n){let r=new Float32Array(t*n*4);return we(e,()=>e.readPixels(0,0,n,t,e.RGBA,e.FLOAT,r)),r}var hp=class{constructor(e){this.outputTexture=null,this.program=null,this.disposed=!1,this.vertexAttrsAreBound=!1,this.itemsToPoll=[];let t=J().getNumber("WEBGL_VERSION");e!=null?(this.gl=e,op(t,e)):this.gl=Wr(t);let n="WEBGL_color_buffer_float",r="EXT_color_buffer_half_float";if(J().getNumber("WEBGL_VERSION")===1){let a="OES_texture_float",s="OES_texture_half_float";if(this.textureFloatExtension=ic(this.gl,a),qn(this.gl,s))this.textureHalfFloatExtension=ic(this.gl,s);else if(J().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support half float textures, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.");if(this.colorBufferFloatExtension=this.gl.getExtension(n),qn(this.gl,r))this.colorBufferHalfFloatExtension=ic(this.gl,r);else if(J().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support color renderable half floats, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.")}else if(n="EXT_color_buffer_float",qn(this.gl,n))this.colorBufferFloatExtension=this.gl.getExtension(n);else if(qn(this.gl,r))this.colorBufferHalfFloatExtension=this.gl.getExtension(r);else throw new Error("GL context does not support color renderable floats");this.vertexBuffer=pb(this.gl),this.indexBuffer=fb(this.gl),this.framebuffer=Zw(this.gl),this.textureConfig=Ym(this.gl,this.textureHalfFloatExtension)}get debug(){return J().getBool("DEBUG")}dispose(){if(this.disposed)return;this.program!=null&&console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. 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this.throwIfDisposed(),xb(this.gl,e,t,this.textureConfig)}createPackedMatrixTexture(e,t){return this.throwIfDisposed(),gb(this.gl,e,t,this.textureConfig)}deleteMatrixTexture(e){this.throwIfDisposed(),this.outputTexture===e&&(Xm(this.gl,this.framebuffer),this.outputTexture=null),we(this.gl,()=>this.gl.deleteTexture(e))}downloadByteEncodedFloatMatrixFromOutputTexture(e,t,n){return this.downloadMatrixDriver(e,()=>Ib(this.gl,t,n,this.textureConfig))}downloadPackedMatrixFromBuffer(e,t,n,r,a,s){return Nb(this.gl,e,t,n,r,a,s,this.textureConfig)}downloadFloat32MatrixFromBuffer(e,t){return kb(this.gl,e,t)}createBufferFromTexture(e,t,n){this.bindTextureToFrameBuffer(e);let r=vb(this.gl,t,n,this.textureConfig);return this.unbindTextureToFrameBuffer(),r}createAndWaitForFence(){let e=this.createFence(this.gl);return this.pollFence(e)}createFence(e){let t,n;if(J().getBool("WEBGL_FENCE_API_ENABLED")){let r=e,a=r.fenceSync(r.SYNC_GPU_COMMANDS_COMPLETE,0);e.flush(),n=()=>{let s=r.clientWaitSync(a,0,0);return s===r.ALREADY_SIGNALED||s===r.CONDITION_SATISFIED},t=a}else J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(t=this.beginQuery(),this.endQuery(),n=()=>this.isQueryAvailable(t,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))):n=()=>!0;return{query:t,isFencePassed:n}}downloadMatrixFromPackedTexture(e,t,n){return this.downloadMatrixDriver(e,()=>Sb(this.gl,t,n))}createProgram(e){this.throwIfDisposed();let t=this.gl,n=Uw(t,e),r=db(t),a=jw(t);return we(t,()=>t.attachShader(a,r)),we(t,()=>t.attachShader(a,n)),Hw(t,a),this.debug&&ap(t,a),this.vertexAttrsAreBound||(this.setProgram(a),this.vertexAttrsAreBound=wb(t,this.program,this.vertexBuffer)),a}deleteProgram(e){this.throwIfDisposed(),e===this.program&&(this.program=null),e!=null&&we(this.gl,()=>this.gl.deleteProgram(e))}setProgram(e){this.throwIfDisposed(),this.program=e,this.program!=null&&this.debug&&ap(this.gl,this.program),we(this.gl,()=>this.gl.useProgram(e))}getUniformLocation(e,t,n=!0){return this.throwIfDisposed(),n?Jw(this.gl,e,t):Qw(this.gl,e,t)}getAttributeLocation(e,t){return this.throwIfDisposed(),we(this.gl,()=>this.gl.getAttribLocation(e,t))}getUniformLocationNoThrow(e,t){return this.throwIfDisposed(),this.gl.getUniformLocation(e,t)}setInputMatrixTexture(e,t,n){this.throwIfDisposed(),this.throwIfNoProgram(),eb(this.gl,e,t,n)}setOutputMatrixTexture(e,t,n){this.setOutputMatrixTextureDriver(e,n,t)}setOutputPackedMatrixTexture(e,t,n){this.throwIfDisposed();let[r,a]=Il(t,n);this.setOutputMatrixTextureDriver(e,r,a)}setOutputMatrixWriteRegion(e,t,n,r){this.setOutputMatrixWriteRegionDriver(n,e,r,t)}setOutputPackedMatrixWriteRegion(e,t,n,r){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")}debugValidate(){this.program!=null&&ap(this.gl,this.program),oc(this.gl)}executeProgram(){this.throwIfDisposed(),this.throwIfNoProgram();let e=this.gl;this.debug&&this.debugValidate(),we(e,()=>e.drawElements(e.TRIANGLES,6,e.UNSIGNED_SHORT,0))}blockUntilAllProgramsCompleted(){this.throwIfDisposed(),we(this.gl,()=>this.gl.finish())}getQueryTimerExtension(){return this.disjointQueryTimerExtension==null&&(this.disjointQueryTimerExtension=ic(this.gl,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension}getQueryTimerExtensionWebGL2(){return this.getQueryTimerExtension()}getQueryTimerExtensionWebGL1(){return this.getQueryTimerExtension()}beginQuery(){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){let n=this.gl,r=this.getQueryTimerExtensionWebGL2(),a=n.createQuery();return n.beginQuery(r.TIME_ELAPSED_EXT,a),a}let e=this.getQueryTimerExtensionWebGL1(),t=e.createQueryEXT();return e.beginQueryEXT(e.TIME_ELAPSED_EXT,t),t}endQuery(){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){let t=this.gl,n=this.getQueryTimerExtensionWebGL2();t.endQuery(n.TIME_ELAPSED_EXT);return}let e=this.getQueryTimerExtensionWebGL1();e.endQueryEXT(e.TIME_ELAPSED_EXT)}async waitForQueryAndGetTime(e){return await v.repeatedTry(()=>this.disposed||this.isQueryAvailable(e,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))),this.getQueryTime(e,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}getQueryTime(e,t){if(t===0)return null;if(t===2){let n=this.gl;return n.getQueryParameter(e,n.QUERY_RESULT)/1e6}else{let n=this.getQueryTimerExtensionWebGL1();return n.getQueryObjectEXT(e,n.QUERY_RESULT_EXT)/1e6}}isQueryAvailable(e,t){if(t===0)return!0;if(t===2){let n=this.gl,r=this.getQueryTimerExtensionWebGL2(),a=n.getQueryParameter(e,n.QUERY_RESULT_AVAILABLE);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(r.GPU_DISJOINT_EXT)),a&&!this.disjoint}else{let n=this.getQueryTimerExtensionWebGL1(),r=n.getQueryObjectEXT(e,n.QUERY_RESULT_AVAILABLE_EXT);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(n.GPU_DISJOINT_EXT)),r&&!this.disjoint}}pollFence(e){return new Promise(t=>{this.addItemToPoll(()=>e.isFencePassed(),()=>t())})}pollItems(){let e=iz(this.itemsToPoll.map(t=>t.isDoneFn));for(let t=0;t<=e;++t){let{resolveFn:n}=this.itemsToPoll[t];n()}this.itemsToPoll=this.itemsToPoll.slice(e+1)}addItemToPoll(e,t){this.itemsToPoll.push({isDoneFn:e,resolveFn:t}),!(this.itemsToPoll.length>1)&&v.repeatedTry(()=>(this.pollItems(),this.itemsToPoll.length===0))}bindTextureToFrameBuffer(e){this.throwIfDisposed(),sp(this.gl,e,this.framebuffer),this.debug&&oc(this.gl)}unbindTextureToFrameBuffer(){this.outputTexture!=null?(sp(this.gl,this.outputTexture,this.framebuffer),this.debug&&oc(this.gl)):Xm(this.gl,this.framebuffer)}downloadMatrixDriver(e,t){this.bindTextureToFrameBuffer(e);let n=t();return this.unbindTextureToFrameBuffer(),n}setOutputMatrixTextureDriver(e,t,n){this.throwIfDisposed();let r=this.gl;sp(r,e,this.framebuffer),this.debug&&oc(r),this.outputTexture=e,we(r,()=>r.viewport(0,0,t,n)),we(r,()=>r.scissor(0,0,t,n))}setOutputMatrixWriteRegionDriver(e,t,n,r){this.throwIfDisposed(),we(this.gl,()=>this.gl.scissor(e,t,n,r))}throwIfDisposed(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")}throwIfNoProgram(){if(this.program==null)throw new Error("No GPU program is currently set.")}};function iz(e){let t=0;for(;t{let f=v.sizeFromShape(p.shapeInfo.logicalShape);p.shapeInfo.isUniform?a.push(`uniform float ${p.name}${f>1?`[${f}]`:""};`):(a.push(`uniform sampler2D ${p.name};`),a.push(`uniform int offset${p.name};`))});let s=a.join(` +`),i=e.map(p=>oz(p,t,r)).join(` +`),o=t.texShape,l=hn(),c=cz(l),u,h,d=pz(l);return t.isPacked?(u=lz(t.logicalShape,o),h=dz(l)):(u=uz(t.logicalShape,o),h=hz(l)),r&&(d+=fz),[d,c,h,s,u,i,n].join(` +`)}function Nl(e){let t=e.shapeInfo.logicalShape;switch(t.length){case 0:return Az(e);case 1:return yz(e);case 2:return gz(e);case 3:return xz(e);case 4:return wz(e);case 5:return bz(e);case 6:return _z(e);default:throw new Error(`${t.length}-D input sampling is not yet supported`)}}function Cb(e){switch(e.shapeInfo.logicalShape.length){case 0:return vz(e);case 1:return kz(e);case 2:return Iz(e);case 3:return Nz(e);default:return Sz(e)}}function oz(e,t,n=!1){let r="";n?r+=Cb(e):r+=Nl(e);let a=e.shapeInfo.logicalShape,s=t.logicalShape;return a.length<=s.length&&(n?r+=Tz(e,t):r+=Cz(e,t)),r}function lz(e,t){switch(e.length){case 0:return Eb();case 1:return Ez(e,t);case 2:return Fz(e,t);case 3:return Rz(e,t);default:return Mz(e,t)}}function uz(e,t){switch(e.length){case 0:return Eb();case 1:return $z(e,t);case 2:return Lz(e,t);case 3:return Dz(e,t);case 4:return Oz(e,t);case 5:return zz(e,t);case 6:return Pz(e,t);default:throw new Error(`${e.length}-D output sampling is not yet supported`)}}function cz(e){return` float sampleTexture(sampler2D textureSampler, vec2 uv) { - return ${glsl.texture2D}(textureSampler, uv).r; + return ${e.texture2D}(textureSampler, uv).r; } - `; -} -function getFloatTextureSetRSnippet(glsl) { - return ` + `}function hz(e){return` void setOutput(float val) { - ${glsl.output} = vec4(val, 0, 0, 0); + ${e.output} = vec4(val, 0, 0, 0); } - `; -} -function getFloatTextureSetRGBASnippet(glsl) { - return ` + `}function dz(e){return` void setOutput(vec4 val) { - ${glsl.output} = val; + ${e.output} = val; } - `; -} -function getShaderPrefix(glsl) { - const SHADER_PREFIX = `${glsl.version} + `}function pz(e){return`${e.version} precision highp float; precision highp int; precision highp sampler2D; - ${glsl.varyingFs} vec2 resultUV; - ${glsl.defineOutput} + ${e.varyingFs} vec2 resultUV; + ${e.defineOutput} const vec2 halfCR = vec2(0.5, 0.5); struct ivec5 @@ -29588,9 +300,9 @@ function getShaderPrefix(glsl) { }; uniform float NAN; - ${glsl.defineSpecialNaN} - ${glsl.defineSpecialInf} - ${glsl.defineRound} + ${e.defineSpecialNaN} + ${e.defineSpecialInf} + ${e.defineRound} int imod(int x, int y) { return x - y * (x / y); @@ -29615,13 +327,10 @@ function getShaderPrefix(glsl) { return fract((p3.x + p3.y) * p3.z); } - ${SAMPLE_1D_SNIPPET} - ${SAMPLE_2D_SNIPPET} - ${SAMPLE_3D_SNIPPET} - `; - return SHADER_PREFIX; -} -var SAMPLE_1D_SNIPPET = ` + ${Wz} + ${Bz} + ${Vz} + `}var Wz=` vec2 uvFromFlat(int texNumR, int texNumC, int index) { int texR = index / texNumC; int texC = index - texR * texNumC; @@ -29633,8 +342,7 @@ vec2 packedUVfrom1D(int texNumR, int texNumC, int index) { int texC = texelIndex - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; -var SAMPLE_2D_SNIPPET = ` +`,Bz=` vec2 packedUVfrom2D(int texelsInLogicalRow, int texNumR, int texNumC, int row, int col) { int texelIndex = (row / 2) * texelsInLogicalRow + (col / 2); @@ -29642,8 +350,7 @@ vec2 packedUVfrom2D(int texelsInLogicalRow, int texNumR, int texC = texelIndex - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; -var SAMPLE_3D_SNIPPET = ` +`,Vz=` vec2 packedUVfrom3D(int texNumR, int texNumC, int texelsInBatch, int texelsInLogicalRow, int b, int row, int col) { @@ -29652,8 +359,7 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, int texC = index - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; -var SHADER_PACKED_PREFIX = ` +`,fz=` float getChannel(vec4 frag, vec2 innerDims) { vec2 modCoord = mod(innerDims, 2.); return modCoord.x == 0. ? @@ -29664,1252 +370,494 @@ var SHADER_PACKED_PREFIX = ` float modCoord = mod(float(dim), 2.); return modCoord == 0. ? frag.r : frag.g; } -`; -function getOutputScalarCoords() { - return ` +`;function Eb(){return` int getOutputCoords() { return 0; } - `; -} -function getOutputPacked1DCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - if (packedTexShape[0] === 1) { - return ` + `}function Ez(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)];return n[0]===1?` int getOutputCoords() { - return 2 * int(resultUV.x * ${packedTexShape[1]}.0); + return 2 * int(resultUV.x * ${n[1]}.0); } - `; - } - if (packedTexShape[1] === 1) { - return ` + `:n[1]===1?` int getOutputCoords() { - return 2 * int(resultUV.y * ${packedTexShape[0]}.0); + return 2 * int(resultUV.y * ${n[0]}.0); } - `; - } - return ` + `:` int getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${packedTexShape[0]}, ${packedTexShape[1]})); - return 2 * (resTexRC.x * ${packedTexShape[1]} + resTexRC.y); + vec2(${n[0]}, ${n[1]})); + return 2 * (resTexRC.x * ${n[1]} + resTexRC.y); } - `; -} -function getOutput1DCoords(shape, texShape) { - if (texShape[0] === 1) { - return ` + `}function $z(e,t){return t[0]===1?` int getOutputCoords() { - return int(resultUV.x * ${texShape[1]}.0); + return int(resultUV.x * ${t[1]}.0); } - `; - } - if (texShape[1] === 1) { - return ` + `:t[1]===1?` int getOutputCoords() { - return int(resultUV.y * ${texShape[0]}.0); + return int(resultUV.y * ${t[0]}.0); } - `; - } - return ` + `:` int getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - return resTexRC.x * ${texShape[1]} + resTexRC.y; + vec2(${t[0]}, ${t[1]})); + return resTexRC.x * ${t[1]} + resTexRC.y; } - `; -} -function getOutputPacked3DCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - const texelsInLogicalRow = Math.ceil(shape[2] / 2); - const texelsInBatch = texelsInLogicalRow * Math.ceil(shape[1] / 2); - return ` + `}function Rz(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)],r=Math.ceil(e[2]/2),a=r*Math.ceil(e[1]/2);return` ivec3 getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${packedTexShape[0]}, ${packedTexShape[1]})); - int index = resTexRC.x * ${packedTexShape[1]} + resTexRC.y; + vec2(${n[0]}, ${n[1]})); + int index = resTexRC.x * ${n[1]} + resTexRC.y; - int b = index / ${texelsInBatch}; - index -= b * ${texelsInBatch}; + int b = index / ${a}; + index -= b * ${a}; - int r = 2 * (index / ${texelsInLogicalRow}); - int c = imod(index, ${texelsInLogicalRow}) * 2; + int r = 2 * (index / ${r}); + int c = imod(index, ${r}) * 2; return ivec3(b, r, c); } - `; -} -function getOutput3DCoords(shape, texShape) { - const coordsFromIndexSnippet = getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], shape); - return ` + `}function Dz(e,t){let n=wi(["r","c","d"],e);return` ivec3 getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = resTexRC.x * ${texShape[1]} + resTexRC.y; - ${coordsFromIndexSnippet} + vec2(${t[0]}, ${t[1]})); + int index = resTexRC.x * ${t[1]} + resTexRC.y; + ${n} return ivec3(r, c, d); } - `; -} -function getOutputPackedNDCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - const texelsInLogicalRow = Math.ceil(shape[shape.length - 1] / 2); - const texelsInBatch = texelsInLogicalRow * Math.ceil(shape[shape.length - 2] / 2); - let texelsInBatchN = texelsInBatch; - let batches = ``; - let coords22 = "b, r, c"; - for (let b = 2; b < shape.length - 1; b++) { - texelsInBatchN *= shape[shape.length - b - 1]; - batches = ` - int b${b} = index / ${texelsInBatchN}; - index -= b${b} * ${texelsInBatchN}; - ` + batches; - coords22 = `b${b}, ` + coords22; - } - return ` - ivec${shape.length} getOutputCoords() { + `}function Mz(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)],r=Math.ceil(e[e.length-1]/2),a=r*Math.ceil(e[e.length-2]/2),s=a,i="",o="b, r, c";for(let l=2;l= 1) { - coordsSnippet = "coords = 0;"; - } else { - coordsSnippet = broadcastDims.map((d) => `coords.${fields[d + rankDiff]} = 0;`).join("\n"); - } - let unpackedCoordsSnippet = ""; - if (outRank < 2 && inRank > 0) { - unpackedCoordsSnippet = "coords"; - } else { - unpackedCoordsSnippet = inputInfo.shapeInfo.logicalShape.map((s, i) => `coords.${fields[i + rankDiff]}`).join(", "); - } - let output = `return outputValue;`; - const inSize = util_exports.sizeFromShape(inputInfo.shapeInfo.logicalShape); - const isInputScalar = inSize === 1; - const outSize = util_exports.sizeFromShape(outShapeInfo.logicalShape); - const isOutputScalar = outSize === 1; - if (inRank === 1 && !isInputScalar && !isOutputScalar) { - output = ` + `}function Tz(e,t){let n=e.name,r=n.charAt(0).toUpperCase()+n.slice(1),a="get"+r+"AtOutCoords",s=e.shapeInfo.logicalShape.length,i=t.logicalShape.length,o=Tb(e.shapeInfo.logicalShape,t.logicalShape),l=ot(i),c=i-s,u,h=["x","y","z","w","u","v"];s===0?u="":i<2&&o.length>=1?u="coords = 0;":u=o.map(A=>`coords.${h[A+c]} = 0;`).join(` +`);let d="";i<2&&s>0?d="coords":d=e.shapeInfo.logicalShape.map((A,y)=>`coords.${h[y+c]}`).join(", ");let p="return outputValue;",f=v.sizeFromShape(e.shapeInfo.logicalShape)===1,m=v.sizeFromShape(t.logicalShape)===1;if(s===1&&!f&&!m)p=` return vec4(outputValue.xy, outputValue.xy); - `; - } else if (isInputScalar && !isOutputScalar) { - if (outRank === 1) { - output = ` + `;else if(f&&!m)i===1?p=` return vec4(outputValue.x, outputValue.x, 0., 0.); - `; - } else { - output = ` + `:p=` return vec4(outputValue.x); - `; + `;else if(o.length){let A=s-2,y=s-1;o.indexOf(A)>-1&&o.indexOf(y)>-1?p="return vec4(outputValue.x);":o.indexOf(A)>-1?p="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":o.indexOf(y)>-1&&(p="return vec4(outputValue.xx, outputValue.zz);")}return` + vec4 ${a}() { + ${l} coords = getOutputCoords(); + ${u} + vec4 outputValue = get${r}(${d}); + ${p} } - } else if (broadcastDims.length) { - const rows = inRank - 2; - const cols = inRank - 1; - if (broadcastDims.indexOf(rows) > -1 && broadcastDims.indexOf(cols) > -1) { - output = `return vec4(outputValue.x);`; - } else if (broadcastDims.indexOf(rows) > -1) { - output = `return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);`; - } else if (broadcastDims.indexOf(cols) > -1) { - output = `return vec4(outputValue.xx, outputValue.zz);`; - } - } - return ` - vec4 ${funcName}() { - ${type} coords = getOutputCoords(); - ${coordsSnippet} - vec4 outputValue = get${texFuncSnippet}(${unpackedCoordsSnippet}); - ${output} - } - `; -} -function getSamplerAtOutputCoords(inputInfo, outShapeInfo) { - const texName = inputInfo.name; - const texFuncSnippet = texName.charAt(0).toUpperCase() + texName.slice(1); - const funcName = "get" + texFuncSnippet + "AtOutCoords"; - const outTexShape = outShapeInfo.texShape; - const inTexShape = inputInfo.shapeInfo.texShape; - const inRank = inputInfo.shapeInfo.logicalShape.length; - const outRank = outShapeInfo.logicalShape.length; - if (!inputInfo.shapeInfo.isUniform && inRank === outRank && inputInfo.shapeInfo.flatOffset == null && util_exports.arraysEqual(inTexShape, outTexShape)) { - return ` - float ${funcName}() { - return sampleTexture(${texName}, resultUV); + `}function Cz(e,t){let n=e.name,r=n.charAt(0).toUpperCase()+n.slice(1),a="get"+r+"AtOutCoords",s=t.texShape,i=e.shapeInfo.texShape,o=e.shapeInfo.logicalShape.length,l=t.logicalShape.length;if(!e.shapeInfo.isUniform&&o===l&&e.shapeInfo.flatOffset==null&&v.arraysEqual(i,s))return` + float ${a}() { + return sampleTexture(${n}, resultUV); } - `; - } - const type = getCoordsDataType(outRank); - const broadcastDims = getBroadcastDims2(inputInfo.shapeInfo.logicalShape, outShapeInfo.logicalShape); - const rankDiff = outRank - inRank; - let coordsSnippet; - const fields = ["x", "y", "z", "w", "u", "v"]; - if (inRank === 0) { - coordsSnippet = ""; - } else if (outRank < 2 && broadcastDims.length >= 1) { - coordsSnippet = "coords = 0;"; - } else { - coordsSnippet = broadcastDims.map((d) => `coords.${fields[d + rankDiff]} = 0;`).join("\n"); - } - let unpackedCoordsSnippet = ""; - if (outRank < 2 && inRank > 0) { - unpackedCoordsSnippet = "coords"; - } else { - unpackedCoordsSnippet = inputInfo.shapeInfo.logicalShape.map((s, i) => `coords.${fields[i + rankDiff]}`).join(", "); - } - return ` - float ${funcName}() { - ${type} coords = getOutputCoords(); - ${coordsSnippet} - return get${texFuncSnippet}(${unpackedCoordsSnippet}); + `;let c=ot(l),u=Tb(e.shapeInfo.logicalShape,t.logicalShape),h=l-o,d,p=["x","y","z","w","u","v"];o===0?d="":l<2&&u.length>=1?d="coords = 0;":d=u.map(m=>`coords.${p[m+h]} = 0;`).join(` +`);let f="";return l<2&&o>0?f="coords":f=e.shapeInfo.logicalShape.map((m,A)=>`coords.${p[A+h]}`).join(", "),` + float ${a}() { + ${c} coords = getOutputCoords(); + ${d} + return get${r}(${f}); } - `; -} -function getCoordsDataType(rank) { - if (rank <= 1) { - return "int"; - } else if (rank === 2) { - return "ivec2"; - } else if (rank === 3) { - return "ivec3"; - } else if (rank === 4) { - return "ivec4"; - } else if (rank === 5) { - return "ivec5"; - } else if (rank === 6) { - return "ivec6"; - } else { - throw Error(`GPU for rank ${rank} is not yet supported`); - } -} -function squeezeInputInfo(inInfo, squeezedShape) { - const newInputInfo = JSON.parse(JSON.stringify(inInfo)); - newInputInfo.shapeInfo.logicalShape = squeezedShape; - return newInputInfo; -} -function getSqueezedParams(params, keptDims) { - return keptDims.map((d) => params[d]).join(", "); -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function compileProgram(gpgpu, program, inputs, output) { - const userCode = program.userCode; - const inputInfos = inputs.map((input2, i) => { - const shapeInfo = { - logicalShape: input2.shape, - texShape: input2.isUniform ? null : input2.texData.texShape, - isUniform: input2.isUniform, - isPacked: input2.isUniform ? false : input2.texData.isPacked, - flatOffset: null - }; - if (input2.texData != null && input2.texData.slice != null && input2.texData.slice.flatOffset > 0) { - shapeInfo.flatOffset = input2.texData.slice.flatOffset; - } - return {name: program.variableNames[i], shapeInfo}; - }); - const inShapeInfos = inputInfos.map((x) => x.shapeInfo); - const outShapeInfo = { - logicalShape: output.shape, - texShape: output.texData.texShape, - isUniform: false, - isPacked: output.texData.isPacked, - flatOffset: null - }; - const source = makeShader(inputInfos, outShapeInfo, userCode, program.packedInputs); - const webGLProgram = gpgpu.createProgram(source); - let infLoc = null; - const nanLoc = gpgpu.getUniformLocation(webGLProgram, "NAN", false); - if (env().getNumber("WEBGL_VERSION") === 1) { - infLoc = gpgpu.getUniformLocation(webGLProgram, "INFINITY", false); - } - const uniformLocations = {}; - for (let i = 0; i < program.variableNames.length; i++) { - const varName = program.variableNames[i]; - const shouldThrow = false; - uniformLocations[varName] = gpgpu.getUniformLocation(webGLProgram, varName, shouldThrow); - uniformLocations[`offset${varName}`] = gpgpu.getUniformLocation(webGLProgram, `offset${varName}`, shouldThrow); - } - return { - program, - source, - webGLProgram, - uniformLocations, - inShapeInfos, - outShapeInfo, - infLoc, - nanLoc - }; -} -function validateBinaryAndProgram(shapeInfos, inputs) { - if (shapeInfos.length !== inputs.length) { - throw Error(`Binary was compiled with ${shapeInfos.length} inputs, but was executed with ${inputs.length} inputs`); - } - shapeInfos.forEach((s, i) => { - const shapeA = s.logicalShape; - const input2 = inputs[i]; - const shapeB = input2.shape; - if (!util_exports.arraysEqual(shapeA, shapeB)) { - throw Error(`Binary was compiled with different shapes than the current args. Shapes ${shapeA} and ${shapeB} must match`); - } - if (s.isUniform && input2.isUniform) { - return; - } - const texShapeA = s.texShape; - const texShapeB = input2.isUniform ? null : input2.texData.texShape; - if (!util_exports.arraysEqual(texShapeA, texShapeB)) { - throw Error(`Binary was compiled with different texture shapes than the current args. Shape ${texShapeA} and ${texShapeB} must match`); - } - }); -} -function runProgram(gpgpu, binary, inputs, output, customSetup) { - validateBinaryAndProgram(binary.inShapeInfos, inputs); - validateBinaryAndProgram([binary.outShapeInfo], [output]); - const outTex = output.texData.texture; - const outTexShape = output.texData.texShape; - if (output.texData.isPacked) { - gpgpu.setOutputPackedMatrixTexture(outTex, outTexShape[0], outTexShape[1]); - } else { - gpgpu.setOutputMatrixTexture(outTex, outTexShape[0], outTexShape[1]); - } - gpgpu.setProgram(binary.webGLProgram); - if (env().getNumber("WEBGL_VERSION") === 1) { - if (binary.infLoc !== null) { - gpgpu.gl.uniform1f(binary.infLoc, Infinity); - } - } - if (binary.nanLoc !== null) { - gpgpu.gl.uniform1f(binary.nanLoc, NaN); - } - inputs.forEach((input2, i) => { - const varName = binary.program.variableNames[i]; - const varLoc = binary.uniformLocations[varName]; - const varOffsetLoc = binary.uniformLocations[`offset${varName}`]; - if (varLoc == null) { - return; - } - if (input2.isUniform) { - if (util_exports.sizeFromShape(input2.shape) < 2) { - gpgpu.gl.uniform1f(varLoc, input2.uniformValues[0]); - } else { - let vals = input2.uniformValues; - if (!(vals instanceof Float32Array)) { - vals = new Float32Array(vals); - } - gpgpu.gl.uniform1fv(varLoc, vals); - } - return; - } - if (input2.texData.slice != null && varOffsetLoc != null) { - gpgpu.gl.uniform1i(varOffsetLoc, input2.texData.slice.flatOffset); - } - gpgpu.setInputMatrixTexture(input2.texData.texture, varLoc, i); - }); - if (customSetup != null) { - customSetup(gpgpu, binary.webGLProgram); - } - gpgpu.executeProgram(); -} -function makeShaderKey(program, inputs, output) { - let keyInputs = ""; - inputs.concat(output).forEach((x) => { - const hasOffset = x.texData != null && x.texData.slice != null && x.texData.slice.flatOffset > 0; - const texShape = x.isUniform ? "uniform" : x.texData.texShape; - keyInputs += `${x.shape}_${texShape}_${hasOffset}`; - }); - const keyUserCode = program.userCode; - let key = program.constructor.name; - key += "_" + keyInputs + "_" + keyUserCode; - return key; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var {addImpl: addImplCPU, bincountImpl: bincountImplCPU, bincountReduceImpl: bincountReduceImplCPU, ceilImpl: ceilImplCPU, concatImpl: concatImplCPU, expImpl: expImplCPU, expm1Impl: expm1ImplCPU, floorImpl: floorImplCPU, gatherV2Impl: gatherV2ImplCPU, greaterImpl: greaterImplCPU, lessImpl: lessImplCPU, linSpaceImpl: linSpaceImplCPU, logImpl: logImplCPU, maxImpl: maxImplCPU, maximumImpl: maximumImplCPU, minimumImpl: minimumImplCPU, multiplyImpl: multiplyImplCPU, negImpl: negImplCPU, prodImpl: prodImplCPU, rangeImpl: rangeImplCPU, rsqrtImpl: rsqrtImplCPU, simpleAbsImpl: simpleAbsImplCPU, sliceImpl: sliceImplCPU, stridedSliceImpl: stridedSliceImplCPU, subImpl: subImplCPU, tileImpl: tileImplCPU, topKImpl: topKImplCPU, transposeImpl: transposeImplCPU, uniqueImpl: uniqueImplCPU} = shared_exports; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getVecChannels(name, rank) { - return ["x", "y", "z", "w", "u", "v"].slice(0, rank).map((d) => `${name}.${d}`); -} -function getChannels(name, rank) { - if (rank === 1) { - return [name]; - } - return getVecChannels(name, rank); -} -function getSourceCoords(rank, dims) { - if (rank === 1) { - return "rc"; - } - let coords22 = ""; - for (let i = 0; i < rank; i++) { - coords22 += dims[i]; - if (i < rank - 1) { - coords22 += ","; - } - } - return coords22; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PackProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - this.outputShape = outputShape; - const rank = outputShape.length; - if (rank === 0) { - this.userCode = ` + `}function ot(e){if(e<=1)return"int";if(e===2)return"ivec2";if(e===3)return"ivec3";if(e===4)return"ivec4";if(e===5)return"ivec5";if(e===6)return"ivec6";throw Error(`GPU for rank ${e} is not yet supported`)}function Tl(e,t){let n=JSON.parse(JSON.stringify(e));return n.shapeInfo.logicalShape=t,n}function Cl(e,t){return t.map(n=>e[n]).join(", ")}function Uz(e,t,n,r){let a=t.userCode,s=n.map((p,f)=>{let m={logicalShape:p.shape,texShape:p.isUniform?null:p.texData.texShape,isUniform:p.isUniform,isPacked:p.isUniform?!1:p.texData.isPacked,flatOffset:null};return p.texData!=null&&p.texData.slice!=null&&p.texData.slice.flatOffset>0&&(m.flatOffset=p.texData.slice.flatOffset),{name:t.variableNames[f],shapeInfo:m}}),i=s.map(p=>p.shapeInfo),o={logicalShape:r.shape,texShape:r.texData.texShape,isUniform:!1,isPacked:r.texData.isPacked,flatOffset:null},l=mz(s,o,a,t.packedInputs),c=e.createProgram(l),u=null,h=e.getUniformLocation(c,"NAN",!1);J().getNumber("WEBGL_VERSION")===1&&(u=e.getUniformLocation(c,"INFINITY",!1));let d={};for(let p=0;p{let a=n.logicalShape,s=t[r],i=s.shape;if(!v.arraysEqual(a,i))throw Error(`Binary was compiled with different shapes than the current args. Shapes ${a} and ${i} must match`);if(n.isUniform&&s.isUniform)return;let o=n.texShape,l=s.isUniform?null:s.texData.texShape;if(!v.arraysEqual(o,l))throw Error(`Binary was compiled with different texture shapes than the current args. Shape ${o} and ${l} must match`)})}function jz(e,t,n,r,a){Rb(t.inShapeInfos,n),Rb([t.outShapeInfo],[r]);let s=r.texData.texture,i=r.texData.texShape;r.texData.isPacked?e.setOutputPackedMatrixTexture(s,i[0],i[1]):e.setOutputMatrixTexture(s,i[0],i[1]),e.setProgram(t.webGLProgram),J().getNumber("WEBGL_VERSION")===1&&t.infLoc!==null&&e.gl.uniform1f(t.infLoc,Infinity),t.nanLoc!==null&&e.gl.uniform1f(t.nanLoc,NaN),n.forEach((o,l)=>{let c=t.program.variableNames[l],u=t.uniformLocations[c],h=t.uniformLocations[`offset${c}`];if(u!=null){if(o.isUniform){if(v.sizeFromShape(o.shape)<2)e.gl.uniform1f(u,o.uniformValues[0]);else{let d=o.uniformValues;d instanceof Float32Array||(d=new Float32Array(d)),e.gl.uniform1fv(u,d)}return}o.texData.slice!=null&&h!=null&&e.gl.uniform1i(h,o.texData.slice.flatOffset),e.setInputMatrixTexture(o.texData.texture,u,l)}}),a!=null&&a(e,t.webGLProgram),e.executeProgram()}function Hz(e,t,n){let r="";t.concat(n).forEach(i=>{let o=i.texData!=null&&i.texData.slice!=null&&i.texData.slice.flatOffset>0,l=i.isUniform?"uniform":i.texData.texShape;r+=`${i.shape}_${l}_${o}`});let a=e.userCode,s=e.constructor.name;return s+="_"+r+"_"+a,s}var{addImpl:Gz,bincountImpl:Mb,bincountReduceImpl:qz,ceilImpl:Xz,concatImpl:Kz,expImpl:Zz,expm1Impl:Yz,floorImpl:Jz,gatherV2Impl:Qz,greaterImpl:eP,lessImpl:tP,linSpaceImpl:nP,logImpl:rP,maxImpl:aP,maximumImpl:sP,minimumImpl:iP,multiplyImpl:oP,negImpl:lP,prodImpl:uP,rangeImpl:cP,rsqrtImpl:hP,simpleAbsImpl:Fb,sliceImpl:dP,stridedSliceImpl:pP,subImpl:fP,tileImpl:mP,topKImpl:AP,transposeImpl:sA,uniqueImpl:yP}=Mm;function $b(e,t){return["x","y","z","w","u","v"].slice(0,t).map(n=>`${e}.${n}`)}function dn(e,t){return t===1?[e]:$b(e,t)}function gP(e,t){if(e===1)return"rc";let n="";for(let r=0;r ${shape[0]}`; - } - let cond = ""; - for (let i = rank - 2; i < rank; i++) { - cond += `${dims[i]} >= ${shape[i]}`; - if (i < rank - 1) { - cond += "||"; - } - } - return cond; -} -function getSetup(rank, cols, rows, dims) { - if (rank === 1) { - return ""; - } - const innerDims = dims.slice(-2); - return ` - int r = ${innerDims[0]}; - int c = ${innerDims[1]}; + `}}};function vP(e,t){let n=[];for(let r=0;r<=1;r++)for(let a=0;a<=1;a++){let s=`${r===0?"r":"rp1"}, ${a===0?"c":"cp1"}`;for(let i=2;i ${t[0]}`;let r="";for(let a=e-2;a= ${t[a]}`,a= ${cols}; - bool rEdge = rp1 >= ${rows}; - `; -} -function getOutput(shape, dims) { - const rank = shape.length; - const sourceCoords = getSourceCoordsArr(rank, dims); - if (rank === 1) { - return `getA(rc), - rc + 1 >= ${shape[0]} ? 0. : getA(rc + 1), - 0, 0`; - } - return `getA(${sourceCoords[0]}), - cEdge ? 0. : getA(${sourceCoords[1]}), - rEdge ? 0. : getA(${sourceCoords[2]}), - rEdge || cEdge ? 0. : getA(${sourceCoords[3]})`; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ReshapePackedProgram = class { - constructor(outputShape, inputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - let mainLoop = ``; - for (let i = 0; i < 4; i++) { - let thisRC = `thisRC = rc;`; - if (i % 2 === 1) { - thisRC += `thisRC.z += 1;`; - } - if (i > 1) { - thisRC += `thisRC.y += 1;`; - } - mainLoop += ` - ${thisRC} - ${i > 0 ? `if(thisRC.y < rows && thisRC.z < cols){` : ""} + bool cEdge = cp1 >= ${t}; + bool rEdge = rp1 >= ${n}; + `}function bP(e,t){let n=e.length,r=vP(n,t);return n===1?`getA(rc), + rc + 1 >= ${e[0]} ? 0. : getA(rc + 1), + 0, 0`:`getA(${r[0]}), + cEdge ? 0. : getA(${r[1]}), + rEdge ? 0. : getA(${r[2]}), + rEdge || cEdge ? 0. : getA(${r[3]})`}var Db=class{constructor(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;let n="";for(let r=0;r<4;r++){let a="thisRC = rc;";r%2==1&&(a+="thisRC.z += 1;"),r>1&&(a+="thisRC.y += 1;"),n+=` + ${a} + ${r>0?"if(thisRC.y < rows && thisRC.z < cols){":""} int flatIndex = getFlatIndex(thisRC); ivec3 inputRC = inputCoordsFromReshapedOutCoords(flatIndex); vec2 inputRCInnerDims = vec2(float(inputRC.y),float(inputRC.z)); - result[${i}] = + result[${r}] = getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims); - ${i > 0 ? "}" : ""} - `; - } - this.userCode = ` - ${getReshapedInputCoords(inputShape)} - ${getFlatIndexFrom3D(outputShape)} + ${r>0?"}":""} + `}this.userCode=` + ${kP(t)} + ${Qm(e)} void main() { ivec3 rc = getOutputCoords(); @@ -30917,253 +865,21 @@ var ReshapePackedProgram = class { vec4 result = vec4(0.); ivec3 thisRC; - int rows = ${outputShape[1]}; - int cols = ${outputShape[2]}; + int rows = ${e[1]}; + int cols = ${e[2]}; - ${mainLoop} + ${n} setOutput(result); } - `; - } -}; -function getReshapedInputCoords(shape) { - const coordsFromIndexSnippet = getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], shape); - return ` + `}};function kP(e){return` ivec3 inputCoordsFromReshapedOutCoords(int index) { - ${coordsFromIndexSnippet} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } - `; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TextureManager = class { - constructor(gpgpu) { - this.gpgpu = gpgpu; - this.numUsedTextures = 0; - this.numFreeTextures = 0; - this._numBytesAllocated = 0; - this._numBytesFree = 0; - this.freeTextures = {}; - this.logEnabled = false; - this.usedTextures = {}; - } - acquireTexture(shapeRC, usage, isPacked) { - const physicalTexType = getPhysicalFromLogicalTextureType(usage, isPacked); - const shapeKey = getKeyFromTextureShape(shapeRC, physicalTexType, isPacked); - if (!(shapeKey in this.freeTextures)) { - this.freeTextures[shapeKey] = []; - } - if (!(shapeKey in this.usedTextures)) { - this.usedTextures[shapeKey] = []; - } - const texBytes = computeBytes(shapeRC, physicalTexType, this.gpgpu.gl, this.gpgpu.textureConfig, isPacked); - if (this.freeTextures[shapeKey].length > 0) { - this.numFreeTextures--; - this.numUsedTextures++; - this._numBytesFree -= texBytes; - this.log(); - const newTexture2 = this.freeTextures[shapeKey].shift(); - this.usedTextures[shapeKey].push(newTexture2); - return newTexture2; - } - let newTexture; - if (physicalTexType === PhysicalTextureType.PACKED_2X2_FLOAT32) { - newTexture = this.gpgpu.createPackedMatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.PACKED_2X2_FLOAT16) { - newTexture = this.gpgpu.createFloat16PackedMatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.UNPACKED_FLOAT32) { - newTexture = this.gpgpu.createFloat32MatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.UNPACKED_FLOAT16) { - newTexture = this.gpgpu.createFloat16MatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE) { - newTexture = this.gpgpu.createUnsignedBytesMatrixTexture(shapeRC[0], shapeRC[1]); - } - this.usedTextures[shapeKey].push(newTexture); - this.numUsedTextures++; - this._numBytesAllocated += texBytes; - this.log(); - return newTexture; - } - releaseTexture(texture, shape, logicalTexType, isPacked) { - if (this.freeTextures == null) { - return; - } - const physicalTexType = getPhysicalFromLogicalTextureType(logicalTexType, isPacked); - const shapeKey = getKeyFromTextureShape(shape, physicalTexType, isPacked); - if (!(shapeKey in this.freeTextures)) { - this.freeTextures[shapeKey] = []; - } - const texBytes = computeBytes(shape, physicalTexType, this.gpgpu.gl, this.gpgpu.textureConfig, isPacked); - const deleteTexThreshold = env().get("WEBGL_DELETE_TEXTURE_THRESHOLD"); - if (deleteTexThreshold !== -1 && this._numBytesAllocated > deleteTexThreshold) { - this.gpgpu.deleteMatrixTexture(texture); - this._numBytesAllocated -= texBytes; - } else { - this.freeTextures[shapeKey].push(texture); - this.numFreeTextures++; - this._numBytesFree += texBytes; - } - this.numUsedTextures--; - const texList = this.usedTextures[shapeKey]; - const texIndex = texList.indexOf(texture); - if (texIndex < 0) { - throw new Error("Cannot release a texture that was never provided by this texture manager"); - } - texList.splice(texIndex, 1); - this.log(); - } - log() { - if (!this.logEnabled) { - return; - } - const total = this.numFreeTextures + this.numUsedTextures; - console.log("Free/Used", `${this.numFreeTextures} / ${this.numUsedTextures}`, `(${total})`); - const freeRatio = this._numBytesFree / this._numBytesAllocated; - console.log(`Bytes allocated: ${this._numBytesAllocated}`); - console.log(`Bytes unused: ${this._numBytesFree} (${Math.round(100 * freeRatio)}%)`); - } - get numBytesAllocated() { - return this._numBytesAllocated; - } - get numBytesFree() { - return this._numBytesFree; - } - getNumUsedTextures() { - return this.numUsedTextures; - } - getNumFreeTextures() { - return this.numFreeTextures; - } - dispose() { - if (this.freeTextures == null) { - return; - } - for (const texShape in this.freeTextures) { - this.freeTextures[texShape].forEach((tex) => { - this.gpgpu.deleteMatrixTexture(tex); - }); - } - for (const texShape in this.usedTextures) { - this.usedTextures[texShape].forEach((tex) => { - this.gpgpu.deleteMatrixTexture(tex); - }); - } - this.freeTextures = null; - this.usedTextures = null; - this.numUsedTextures = 0; - this.numFreeTextures = 0; - this._numBytesAllocated = 0; - this._numBytesFree = 0; - } -}; -function numBytesForInternalFormat(gl, internalFormat) { - const glany = gl; - if (internalFormat === glany.R32F) { - return 4; - } else if (internalFormat === glany.R16F) { - return 2; - } else if (internalFormat === glany.RGBA32F) { - return 16; - } else if (internalFormat === gl.RGBA) { - return 16; - } else if (internalFormat === glany.RGBA16F) { - return 8; - } - throw new Error(`Unknown internal format ${internalFormat}`); -} -function computeBytes(shape, physicalTexType, gl, textureConfig, isPacked) { - const internalFormat = internalFormatForPhysicalTexType(physicalTexType, textureConfig); - let numElements; - if (isPacked) { - const [packedWidth, packedHeight] = getPackedMatrixTextureShapeWidthHeight(shape[0], shape[1]); - numElements = packedWidth * packedHeight; - } else { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(shape[0], shape[1]); - numElements = width * height; - } - const bytesPerElement2 = numBytesForInternalFormat(gl, internalFormat); - return numElements * bytesPerElement2; -} -function internalFormatForPhysicalTexType(physicalTexType, textureConfig) { - switch (physicalTexType) { - case PhysicalTextureType.PACKED_2X2_FLOAT32: - return getInternalFormatForPackedMatrixTexture(textureConfig); - case PhysicalTextureType.PACKED_2X2_FLOAT16: - return getInternalFormatForFloat16PackedMatrixTexture(textureConfig); - case PhysicalTextureType.UNPACKED_FLOAT32: - return getInternalFormatForFloat32MatrixTexture(textureConfig); - case PhysicalTextureType.UNPACKED_FLOAT16: - return getInternalFormatForFloat16MatrixTexture(textureConfig); - case PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE: - return getInternalFormatForUnsignedBytesMatrixTexture(textureConfig); - default: - throw new Error(`Unknown physical texture type ${physicalTexType}`); - } -} -function getPhysicalTextureForRendering(isPacked) { - if (env().getBool("WEBGL_RENDER_FLOAT32_ENABLED")) { - if (isPacked) { - return PhysicalTextureType.PACKED_2X2_FLOAT32; - } - return PhysicalTextureType.UNPACKED_FLOAT32; - } - if (isPacked) { - return PhysicalTextureType.PACKED_2X2_FLOAT16; - } - return PhysicalTextureType.UNPACKED_FLOAT16; -} -function getPhysicalFromLogicalTextureType(logicalTexType, isPacked) { - if (logicalTexType === TextureUsage.UPLOAD) { - return PhysicalTextureType.PACKED_2X2_FLOAT32; - } else if (logicalTexType === TextureUsage.RENDER || logicalTexType == null) { - return getPhysicalTextureForRendering(isPacked); - } else if (logicalTexType === TextureUsage.DOWNLOAD || logicalTexType === TextureUsage.PIXELS) { - return PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE; - } - throw new Error(`Unknown logical texture type ${logicalTexType}`); -} -function getKeyFromTextureShape(shapeRowsCol, physicalTexType, isPacked) { - return `${shapeRowsCol[0]}_${shapeRowsCol[1]}_${physicalTexType}_${isPacked}`; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var UnaryOpProgram = class { - constructor(aShape, opSnippet) { - this.variableNames = ["A"]; - this.outputShape = aShape; - this.userCode = ` + `}var IP=class{constructor(e){this.gpgpu=e,this.numUsedTextures=0,this.numFreeTextures=0,this._numBytesAllocated=0,this._numBytesFree=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}acquireTexture(e,t,n){let r=zb(t,n),a=Pb(e,r,n);a in this.freeTextures||(this.freeTextures[a]=[]),a in this.usedTextures||(this.usedTextures[a]=[]);let s=Ob(e,r,this.gpgpu.gl,this.gpgpu.textureConfig,n);if(this.freeTextures[a].length>0){this.numFreeTextures--,this.numUsedTextures++,this._numBytesFree-=s,this.log();let o=this.freeTextures[a].shift();return this.usedTextures[a].push(o),o}let i;return r===Qt.PACKED_2X2_FLOAT32?i=this.gpgpu.createPackedMatrixTexture(e[0],e[1]):r===Qt.PACKED_2X2_FLOAT16?i=this.gpgpu.createFloat16PackedMatrixTexture(e[0],e[1]):r===Qt.UNPACKED_FLOAT32?i=this.gpgpu.createFloat32MatrixTexture(e[0],e[1]):r===Qt.UNPACKED_FLOAT16?i=this.gpgpu.createFloat16MatrixTexture(e[0],e[1]):r===Qt.PACKED_4X1_UNSIGNED_BYTE&&(i=this.gpgpu.createUnsignedBytesMatrixTexture(e[0],e[1])),this.usedTextures[a].push(i),this.numUsedTextures++,this._numBytesAllocated+=s,this.log(),i}releaseTexture(e,t,n,r){if(this.freeTextures==null)return;let a=zb(n,r),s=Pb(t,a,r);s in this.freeTextures||(this.freeTextures[s]=[]);let i=Ob(t,a,this.gpgpu.gl,this.gpgpu.textureConfig,r),o=J().get("WEBGL_DELETE_TEXTURE_THRESHOLD");o!==-1&&this._numBytesAllocated>o?(this.gpgpu.deleteMatrixTexture(e),this._numBytesAllocated-=i):(this.freeTextures[s].push(e),this.numFreeTextures++,this._numBytesFree+=i),this.numUsedTextures--;let l=this.usedTextures[s],c=l.indexOf(e);if(c<0)throw new Error("Cannot release a texture that was never provided by this texture manager");l.splice(c,1),this.log()}log(){if(!this.logEnabled)return;let e=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",`${this.numFreeTextures} / ${this.numUsedTextures}`,`(${e})`);let t=this._numBytesFree/this._numBytesAllocated;console.log(`Bytes allocated: ${this._numBytesAllocated}`),console.log(`Bytes unused: ${this._numBytesFree} (${Math.round(100*t)}%)`)}get numBytesAllocated(){return this._numBytesAllocated}get numBytesFree(){return this._numBytesFree}getNumUsedTextures(){return this.numUsedTextures}getNumFreeTextures(){return this.numFreeTextures}dispose(){if(this.freeTextures!=null){for(let e in this.freeTextures)this.freeTextures[e].forEach(t=>{this.gpgpu.deleteMatrixTexture(t)});for(let e in this.usedTextures)this.usedTextures[e].forEach(t=>{this.gpgpu.deleteMatrixTexture(t)});this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0,this._numBytesAllocated=0,this._numBytesFree=0}}};function NP(e,t){let n=e;if(t===n.R32F)return 4;if(t===n.R16F)return 2;if(t===n.RGBA32F||t===e.RGBA)return 16;if(t===n.RGBA16F)return 8;throw new Error(`Unknown internal format ${t}`)}function Ob(e,t,n,r,a){let s=SP(t,r),i;if(a){let[l,c]=Il(e[0],e[1]);i=l*c}else{let[l,c]=cc(e[0],e[1]);i=l*c}let o=NP(n,s);return i*o}function SP(e,t){switch(e){case Qt.PACKED_2X2_FLOAT32:return rA(t);case Qt.PACKED_2X2_FLOAT16:return aA(t);case Qt.UNPACKED_FLOAT32:return eA(t);case Qt.UNPACKED_FLOAT16:return tA(t);case Qt.PACKED_4X1_UNSIGNED_BYTE:return nA(t);default:throw new Error(`Unknown physical texture type ${e}`)}}function TP(e){return J().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?e?Qt.PACKED_2X2_FLOAT32:Qt.UNPACKED_FLOAT32:e?Qt.PACKED_2X2_FLOAT16:Qt.UNPACKED_FLOAT16}function zb(e,t){if(e===Xn.UPLOAD)return Qt.PACKED_2X2_FLOAT32;if(e===Xn.RENDER||e==null)return TP(t);if(e===Xn.DOWNLOAD||e===Xn.PIXELS)return Qt.PACKED_4X1_UNSIGNED_BYTE;throw new Error(`Unknown logical texture type ${e}`)}function Pb(e,t,n){return`${e[0]}_${e[1]}_${t}_${n}`}var La=class{constructor(e,t){this.variableNames=["A"],this.outputShape=e,this.userCode=` float unaryOperation(float x) { - ${opSnippet} + ${t} } void main() { @@ -31172,38 +888,11 @@ var UnaryOpProgram = class { setOutput(y); } - `; - } -}; -var CHECK_NAN_SNIPPET = `if (isnan(x)) return x;`; -var LINEAR = `return x;`; -var ABS = `return abs(x);`; -var ELU = `return (x >= 0.0) ? x : (exp(x) - 1.0);`; -var RELU = CHECK_NAN_SNIPPET + ` + `}},gr="if (isnan(x)) return x;",CP="return x;",Lb="return abs(x);",EP="return (x >= 0.0) ? x : (exp(x) - 1.0);",RP=gr+` return (x < 0.0) ? 0.0 : x; -`; -var RELU6 = CHECK_NAN_SNIPPET + ` +`,MP=gr+` return (x < 0.0) ? 0.0 : min(6.0, x); -`; -var CLONE = "return x;"; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LINEAR2 = `return x;`; -var ELU2 = ` +`,dp="return x;",FP="return x;",$P=` vec4 result; result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0); @@ -31212,8 +901,7 @@ var ELU2 = ` result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0); return result; -`; -var RELU2 = ` +`,DP=` vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -31223,8 +911,7 @@ var RELU2 = ` result.a = isNaN.a ? x.a : result.a; return result; -`; -var RELU62 = ` +`,OP=` vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -31234,16 +921,9 @@ var RELU62 = ` result.a = isNaN.a ? x.a : result.a; return result; -`; -var UnaryOpPackedProgram = class { - constructor(aShape, opSnippet) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = aShape; - this.userCode = ` +`,El=class{constructor(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode=` vec4 unaryOperation(vec4 x) { - ${opSnippet} + ${t} } void main() { @@ -31252,832 +932,19 @@ var UnaryOpPackedProgram = class { setOutput(y); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var UnpackProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = false; - this.outputShape = outputShape; - const rank = outputShape.length; - const channels = getChannels("rc", rank); - const dtype = getCoordsDataType(rank); - const sourceCoords = getSourceCoords(rank, channels); - const innerDims = channels.slice(-2); - const coords22 = rank <= 1 ? "rc" : `vec2(${innerDims.join(",")})`; - this.userCode = ` + `}},zP=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outputShape=e;let t=e.length,n=dn("rc",t),r=ot(t),a=gP(t,n),s=n.slice(-2),i=t<=1?"rc":`vec2(${s.join(",")})`;this.userCode=` void main() { - ${dtype} rc = getOutputCoords(); - vec4 packedInput = getA(${sourceCoords}); + ${r} rc = getOutputCoords(); + vec4 packedInput = getA(${a}); - setOutput(getChannel(packedInput, ${coords22})); + setOutput(getChannel(packedInput, ${i})); } - `; - } -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var whereImpl3 = kernel_impls_exports.whereImpl; -var EPSILON_FLOAT322 = 1e-7; -var EPSILON_FLOAT162 = 1e-4; -var binaryCaches = {}; -function getBinaryCache(webGLVersion) { - if (webGLVersion in binaryCaches) { - return binaryCaches[webGLVersion]; - } - binaryCaches[webGLVersion] = {}; - return binaryCaches[webGLVersion]; -} -var CPU_HANDOFF_SIZE_THRESHOLD = 128; -var BEFORE_PAGING_CONSTANT = 600; -function numMBBeforeWarning() { - if (env().global.screen == null) { - return 1024; - } - return env().global.screen.height * env().global.screen.width * window.devicePixelRatio * BEFORE_PAGING_CONSTANT / 1024 / 1024; -} -var MathBackendWebGL = class extends KernelBackend { - constructor(gpgpu) { - super(); - this.pendingRead = new WeakMap(); - this.pendingDisposal = new WeakSet(); - this.dataRefCount = new WeakMap(); - this.numBytesInGPU = 0; - this.uploadWaitMs = 0; - this.downloadWaitMs = 0; - this.lastGlFlushTime = 0; - this.warnedAboutMemory = false; - this.warnedAboutCPUBackend = false; - this.pendingDeletes = 0; - this.disposed = false; - if (!env().getBool("HAS_WEBGL")) { - throw new Error("WebGL is not supported on this device"); - } - if (gpgpu == null) { - const gl = getWebGLContext(env().getNumber("WEBGL_VERSION")); - this.binaryCache = getBinaryCache(env().getNumber("WEBGL_VERSION")); - this.gpgpu = new GPGPUContext(gl); - this.canvas = gl.canvas; - this.gpgpuCreatedLocally = true; - } else { - this.gpgpu = gpgpu; - this.binaryCache = {}; - this.gpgpuCreatedLocally = false; - this.canvas = gpgpu.gl.canvas; - } - this.textureManager = new TextureManager(this.gpgpu); - this.numMBBeforeWarning = numMBBeforeWarning(); - this.texData = new DataStorage(this, engine()); - } - nextDataId() { - return MathBackendWebGL.nextDataId++; - } - numDataIds() { - return this.texData.numDataIds() + (this.cpuBackend ? this.cpuBackend.numDataIds() : 0) - this.pendingDeletes; - } - write(values, shape, dtype) { - if (env().getBool("WEBGL_CHECK_NUMERICAL_PROBLEMS") || env().getBool("DEBUG")) { - this.checkNumericalProblems(values); - } - if (dtype === "complex64" && values != null) { - throw new Error(`Cannot write to a complex64 dtype. Please use tf.complex(real, imag).`); - } - const dataId = {id: this.nextDataId()}; - this.texData.set(dataId, {shape, dtype, values, usage: TextureUsage.UPLOAD, refCount: 1}); - return dataId; - } - refCount(dataId) { - if (this.texData.has(dataId)) { - const tensorData = this.texData.get(dataId); - return tensorData.refCount; - } - return 0; - } - incRef(dataId) { - const texData = this.texData.get(dataId); - texData.refCount++; - } - decRef(dataId) { - if (this.texData.has(dataId)) { - const texData = this.texData.get(dataId); - texData.refCount--; - } - } - move(dataId, values, shape, dtype, refCount) { - if (env().getBool("DEBUG")) { - this.checkNumericalProblems(values); - } - if (dtype === "complex64") { - throw new Error(`Cannot write to a complex64 dtype. Please use tf.complex(real, imag).`); - } - this.texData.set(dataId, {shape, dtype, values, usage: TextureUsage.UPLOAD, refCount}); - } - disposeIntermediateTensorInfo(tensorInfo) { - this.disposeData(tensorInfo.dataId); - } - readSync(dataId) { - const texData = this.texData.get(dataId); - const {values, dtype, complexTensorInfos, slice: slice5, shape, isPacked} = texData; - if (slice5 != null) { - let program; - if (isPacked) { - program = new UnaryOpPackedProgram(shape, CLONE); - } else { - program = new UnaryOpProgram(shape, CLONE); - } - const res = this.runWebGLProgram(program, [{dataId, shape, dtype}], dtype); - const data2 = this.readSync(res.dataId); - this.disposeIntermediateTensorInfo(res); - return data2; - } - if (values != null) { - return this.convertAndCacheOnCPU(dataId); - } - if (dtype === "string") { - return values; - } - const shouldTimeProgram = this.activeTimers != null; - let start; - if (shouldTimeProgram) { - start = util_exports.now(); - } - let result; - if (dtype === "complex64") { - const realValues = this.readSync(complexTensorInfos.real.dataId); - const imagValues = this.readSync(complexTensorInfos.imag.dataId); - result = backend_util_exports.mergeRealAndImagArrays(realValues, imagValues); - } else { - result = this.getValuesFromTexture(dataId); - } - if (shouldTimeProgram) { - this.downloadWaitMs += util_exports.now() - start; - } - return this.convertAndCacheOnCPU(dataId, result); - } - async read(dataId) { - if (this.pendingRead.has(dataId)) { - const subscribers2 = this.pendingRead.get(dataId); - return new Promise((resolve) => subscribers2.push(resolve)); - } - const texData = this.texData.get(dataId); - const {values, shape, slice: slice5, dtype, complexTensorInfos, isPacked} = texData; - if (slice5 != null) { - let program; - if (isPacked) { - program = new UnaryOpPackedProgram(shape, CLONE); - } else { - program = new UnaryOpProgram(shape, CLONE); - } - const res = this.runWebGLProgram(program, [{dataId, shape, dtype}], dtype); - const data2 = this.read(res.dataId); - this.disposeIntermediateTensorInfo(res); - return data2; - } - if (values != null) { - return this.convertAndCacheOnCPU(dataId); - } - if (!env().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED") && env().getNumber("WEBGL_VERSION") === 2) { - throw new Error(`tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.`); - } - let buffer2 = null; - let tmpDownloadTarget; - if (dtype !== "complex64" && env().get("WEBGL_BUFFER_SUPPORTED")) { - tmpDownloadTarget = this.decode(dataId); - const tmpData = this.texData.get(tmpDownloadTarget.dataId); - buffer2 = this.gpgpu.createBufferFromTexture(tmpData.texture, ...getDenseTexShape(shape)); - } - this.pendingRead.set(dataId, []); - if (dtype !== "complex64") { - await this.gpgpu.createAndWaitForFence(); - } - let vals; - if (dtype === "complex64") { - const ps = await Promise.all([ - this.read(complexTensorInfos.real.dataId), - this.read(complexTensorInfos.imag.dataId) - ]); - const realValues = ps[0]; - const imagValues = ps[1]; - vals = backend_util_exports.mergeRealAndImagArrays(realValues, imagValues); - } else if (buffer2 == null) { - vals = this.getValuesFromTexture(dataId); - } else { - const size = util_exports.sizeFromShape(shape); - vals = this.gpgpu.downloadFloat32MatrixFromBuffer(buffer2, size); - } - if (tmpDownloadTarget != null) { - this.disposeIntermediateTensorInfo(tmpDownloadTarget); - } - const dTypeVals = this.convertAndCacheOnCPU(dataId, vals); - const subscribers = this.pendingRead.get(dataId); - this.pendingRead.delete(dataId); - subscribers.forEach((resolve) => resolve(dTypeVals)); - if (this.pendingDisposal.has(dataId)) { - this.pendingDisposal.delete(dataId); - if (this.disposeData(dataId)) { - engine().removeDataId(dataId, this); - } - this.pendingDeletes--; - } - return dTypeVals; - } - bufferSync(t) { - const data2 = this.readSync(t.dataId); - let decodedData = data2; - if (t.dtype === "string") { - try { - decodedData = data2.map((d) => util_exports.decodeString(d)); - } catch (_a) { - throw new Error("Failed to decode encoded string bytes into utf-8"); - } - } - return buffer(t.shape, t.dtype, decodedData); - } - checkNumericalProblems(values) { - if (values == null) { - return; - } - for (let i = 0; i < values.length; i++) { - const num = values[i]; - if (!canBeRepresented(num)) { - if (env().getBool("WEBGL_RENDER_FLOAT32_CAPABLE")) { - throw Error(`The value ${num} cannot be represented with your current settings. Consider enabling float32 rendering: 'tf.env().set('WEBGL_RENDER_FLOAT32_ENABLED', true);'`); - } - throw Error(`The value ${num} cannot be represented on this device.`); - } - } - } - getValuesFromTexture(dataId) { - const {shape, dtype, isPacked} = this.texData.get(dataId); - const size = util_exports.sizeFromShape(shape); - if (env().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")) { - const tmpTarget = this.decode(dataId); - const tmpData2 = this.texData.get(tmpTarget.dataId); - const vals2 = this.gpgpu.downloadMatrixFromPackedTexture(tmpData2.texture, ...getDenseTexShape(shape)).subarray(0, size); - this.disposeIntermediateTensorInfo(tmpTarget); - return vals2; - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK") && isPacked === true; - const outputShape = shouldUsePackedProgram ? getShapeAs3D(shape) : shape; - const program = shouldUsePackedProgram ? new EncodeFloatPackedProgram(outputShape) : new EncodeFloatProgram(outputShape); - const output = this.runWebGLProgram(program, [{shape: outputShape, dtype, dataId}], "float32"); - const tmpData = this.texData.get(output.dataId); - const vals = this.gpgpu.downloadByteEncodedFloatMatrixFromOutputTexture(tmpData.texture, tmpData.texShape[0], tmpData.texShape[1]).subarray(0, size); - this.disposeIntermediateTensorInfo(output); - return vals; - } - timerAvailable() { - return env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0; - } - async time(f) { - const oldActiveTimers = this.activeTimers; - const newActiveTimers = []; - let outerMostTime = false; - if (this.programTimersStack == null) { - this.programTimersStack = newActiveTimers; - outerMostTime = true; - } else { - this.activeTimers.push(newActiveTimers); - } - this.activeTimers = newActiveTimers; - f(); - const flattenedActiveTimerQueries = util_exports.flatten(this.activeTimers.map((d) => d.query)).filter((d) => d != null); - const flattenedActiveTimerNames = util_exports.flatten(this.activeTimers.map((d) => d.name)).filter((d) => d != null); - this.activeTimers = oldActiveTimers; - if (outerMostTime) { - this.programTimersStack = null; - } - const res = { - uploadWaitMs: this.uploadWaitMs, - downloadWaitMs: this.downloadWaitMs, - kernelMs: null, - wallMs: null - }; - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - const kernelMs = await Promise.all(flattenedActiveTimerQueries); - res["kernelMs"] = util_exports.sum(kernelMs); - res["getExtraProfileInfo"] = () => kernelMs.map((d, i) => ({name: flattenedActiveTimerNames[i], ms: d})).map((d) => `${d.name}: ${d.ms}`).join(", "); - } else { - res["kernelMs"] = { - error: "WebGL query timers are not supported in this environment." - }; - } - this.uploadWaitMs = 0; - this.downloadWaitMs = 0; - return res; - } - memory() { - return { - unreliable: false, - numBytesInGPU: this.numBytesInGPU, - numBytesInGPUAllocated: this.textureManager.numBytesAllocated, - numBytesInGPUFree: this.textureManager.numBytesFree - }; - } - startTimer() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - return this.gpgpu.beginQuery(); - } - return {startMs: util_exports.now(), endMs: null}; - } - endTimer(query) { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - this.gpgpu.endQuery(); - return query; - } - query.endMs = util_exports.now(); - return query; - } - async getQueryTime(query) { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - return this.gpgpu.waitForQueryAndGetTime(query); - } - const timerQuery = query; - return timerQuery.endMs - timerQuery.startMs; - } - disposeData(dataId, force = false) { - if (this.pendingDisposal.has(dataId)) { - return false; - } - if (!this.texData.has(dataId)) { - return true; - } - if (force) { - this.texData.get(dataId).refCount = 0; - } else { - this.texData.get(dataId).refCount--; - } - if (!force && this.texData.get(dataId).refCount > 0) { - return false; - } - if (this.pendingRead.has(dataId)) { - this.pendingDisposal.add(dataId); - this.pendingDeletes++; - return false; - } - this.releaseGPUData(dataId); - const {complexTensorInfos} = this.texData.get(dataId); - if (complexTensorInfos != null) { - this.disposeData(complexTensorInfos.real.dataId, force); - this.disposeData(complexTensorInfos.imag.dataId, force); - } - this.texData.delete(dataId); - return true; - } - releaseGPUData(dataId) { - const {texture, dtype, texShape, usage, isPacked, slice: slice5} = this.texData.get(dataId); - const key = slice5 && slice5.origDataId || dataId; - const refCount = this.dataRefCount.get(key); - if (refCount > 1) { - this.dataRefCount.set(key, refCount - 1); - } else { - this.dataRefCount.delete(key); - if (texture != null) { - this.numBytesInGPU -= this.computeBytes(texShape, dtype); - this.textureManager.releaseTexture(texture, texShape, usage, isPacked); - } - } - const texData = this.texData.get(dataId); - texData.texture = null; - texData.texShape = null; - texData.isPacked = false; - texData.slice = null; - } - getTexture(dataId) { - this.uploadToGPU(dataId); - return this.texData.get(dataId).texture; - } - getDataInfo(dataId) { - return this.texData.get(dataId); - } - getCPUBackend() { - if (!env().getBool("WEBGL_CPU_FORWARD")) { - return null; - } - if (this.cpuBackend == null) { - this.cpuBackend = engine().findBackend("cpu"); - } - return this.cpuBackend; - } - shouldExecuteOnCPU(inputs, sizeThreshold = CPU_HANDOFF_SIZE_THRESHOLD) { - const cpuBackend = this.getCPUBackend(); - if (!env().getBool("IS_TEST") && !this.warnedAboutCPUBackend && cpuBackend == null) { - console.warn("Your application contains ops that are small enough to be executed on the CPU backend, however the CPU backend cannot be found. Consider importing the CPU backend (@tensorflow/tfjs-backend-cpu) for better performance."); - this.warnedAboutCPUBackend = true; - } - return cpuBackend != null && inputs.every((input2) => this.texData.get(input2.dataId).texture == null && util_exports.sizeFromShape(input2.shape) < sizeThreshold); - } - getGPGPUContext() { - return this.gpgpu; - } - where(condition) { - backend_util_exports.warn("tf.where() in webgl locks the UI thread. Call tf.whereAsync() instead"); - const condVals = condition.dataSync(); - return whereImpl3(condition.shape, condVals); - } - packedUnaryOp(x, op2, dtype) { - const program = new UnaryOpPackedProgram(x.shape, op2); - const outInfo = this.compileAndRun(program, [x], dtype); - return engine().makeTensorFromDataId(outInfo.dataId, outInfo.shape, outInfo.dtype); - } - abs(x) { - if (this.shouldExecuteOnCPU([x]) && x.dtype !== "complex64") { - const outValues = simpleAbsImplCPU(this.texData.get(x.dataId).values); - return this.makeOutput(x.shape, x.dtype, outValues); - } - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - return this.packedUnaryOp(x, ABS, x.dtype); - } - const program = new UnaryOpProgram(x.shape, ABS); - const outInfo = this.compileAndRun(program, [x]); - return engine().makeTensorFromDataId(outInfo.dataId, outInfo.shape, outInfo.dtype); - } - makeTensorInfo(shape, dtype, values) { - let dataId; - if (dtype === "string" && values != null && values.length > 0 && util_exports.isString(values[0])) { - const encodedValues = values.map((d) => util_exports.encodeString(d)); - dataId = this.write(encodedValues, shape, dtype); - } else { - dataId = this.write(values, shape, dtype); - } - this.texData.get(dataId).usage = null; - return {dataId, shape, dtype}; - } - makeOutput(shape, dtype, values) { - const {dataId} = this.makeTensorInfo(shape, dtype, values); - return engine().makeTensorFromDataId(dataId, shape, dtype, this); - } - unpackTensor(input2) { - const program = new UnpackProgram(input2.shape); - return this.runWebGLProgram(program, [input2], input2.dtype); - } - packTensor(input2) { - const program = new PackProgram(input2.shape); - const preventEagerUnpackingOutput = true; - return this.runWebGLProgram(program, [input2], input2.dtype, null, preventEagerUnpackingOutput); - } - packedReshape(input2, afterShape) { - const input3DShape = [ - getBatchDim(input2.shape), - ...getRowsCols(input2.shape) - ]; - const input3D = { - dtype: input2.dtype, - shape: input3DShape, - dataId: input2.dataId - }; - const afterShapeAs3D = [ - getBatchDim(afterShape), - ...getRowsCols(afterShape) - ]; - const program = new ReshapePackedProgram(afterShapeAs3D, input3DShape); - const preventEagerUnpackingOfOutput = true; - const output = this.runWebGLProgram(program, [input3D], input2.dtype, null, preventEagerUnpackingOfOutput); - return {dataId: output.dataId, shape: afterShape, dtype: output.dtype}; - } - decode(dataId) { - const texData = this.texData.get(dataId); - const {isPacked, shape, dtype} = texData; - const shapeAs3D = getShapeAs3D(shape); - let program; - if (isPacked) { - program = new DecodeMatrixPackedProgram(shapeAs3D); - } else { - program = new DecodeMatrixProgram(shapeAs3D); - } - const preventEagerUnpackingOfOutput = true; - const out = this.runWebGLProgram(program, [{shape: shapeAs3D, dtype, dataId}], dtype, null, preventEagerUnpackingOfOutput); - return {dtype, shape, dataId: out.dataId}; - } - runWebGLProgram(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput = false) { - const output = this.makeTensorInfo(program.outputShape, outputDtype); - const outData = this.texData.get(output.dataId); - if (program.packedOutput) { - outData.isPacked = true; - } - if (program.outPackingScheme === PackingScheme.DENSE) { - const texelShape = getDenseTexShape(program.outputShape); - outData.texShape = texelShape.map((d) => d * 2); - } - if (program.outTexUsage != null) { - outData.usage = program.outTexUsage; - } - if (util_exports.sizeFromShape(output.shape) === 0) { - outData.values = util_exports.getTypedArrayFromDType(output.dtype, 0); - return output; - } - const dataToDispose = []; - const inputsData = inputs.map((input2) => { - if (input2.dtype === "complex64") { - throw new Error(`GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.`); - } - let texData = this.texData.get(input2.dataId); - if (texData.texture == null) { - if (!program.packedInputs && util_exports.sizeFromShape(input2.shape) <= env().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM")) { - return { - shape: input2.shape, - texData: null, - isUniform: true, - uniformValues: texData.values - }; - } - if (program.packedInputs) { - texData.isPacked = true; - texData.shape = input2.shape; - } - } else if (!!texData.isPacked !== !!program.packedInputs) { - input2 = texData.isPacked ? this.unpackTensor(input2) : this.packTensor(input2); - dataToDispose.push(input2); - texData = this.texData.get(input2.dataId); - } else if (texData.isPacked && !isReshapeFree(texData.shape, input2.shape)) { - const savedInput = input2; - const targetShape = input2.shape; - input2.shape = texData.shape; - input2 = this.packedReshape(input2, targetShape); - dataToDispose.push(input2); - texData = this.texData.get(input2.dataId); - savedInput.shape = targetShape; - } - this.uploadToGPU(input2.dataId); - return {shape: input2.shape, texData, isUniform: false}; - }); - this.uploadToGPU(output.dataId); - const outputData = {shape: output.shape, texData: outData, isUniform: false}; - const key = makeShaderKey(program, inputsData, outputData); - const binary = this.getAndSaveBinary(key, () => { - return compileProgram(this.gpgpu, program, inputsData, outputData); - }); - const shouldTimeProgram = this.activeTimers != null; - let query; - if (shouldTimeProgram) { - query = this.startTimer(); - } - runProgram(this.gpgpu, binary, inputsData, outputData, customSetup); - dataToDispose.forEach((info2) => this.disposeIntermediateTensorInfo(info2)); - if (shouldTimeProgram) { - query = this.endTimer(query); - this.activeTimers.push({name: program.constructor.name, query: this.getQueryTime(query)}); - } - const glFlushThreshold = env().get("WEBGL_FLUSH_THRESHOLD"); - if (glFlushThreshold > 0) { - const time2 = util_exports.now(); - if (time2 - this.lastGlFlushTime > glFlushThreshold) { - this.gpgpu.gl.flush(); - this.lastGlFlushTime = time2; - } - } - if (!env().getBool("WEBGL_LAZILY_UNPACK") && outData.isPacked && preventEagerUnpackingOfOutput === false) { - const unpacked = this.unpackTensor(output); - this.disposeIntermediateTensorInfo(output); - return unpacked; - } - return output; - } - compileAndRun(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput = false) { - outputDtype = outputDtype || inputs[0].dtype; - const outInfo = this.runWebGLProgram(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput); - return outInfo; - } - getAndSaveBinary(key, getBinary) { - if (!(key in this.binaryCache)) { - this.binaryCache[key] = getBinary(); - } - return this.binaryCache[key]; - } - getTextureManager() { - return this.textureManager; - } - dispose() { - if (this.disposed) { - return; - } - if (!env().getBool("IS_TEST")) { - const allKeys = Object.keys(this.binaryCache); - allKeys.forEach((key) => { - this.gpgpu.deleteProgram(this.binaryCache[key].webGLProgram); - delete this.binaryCache[key]; - }); - } - this.textureManager.dispose(); - if (this.canvas != null && (typeof HTMLCanvasElement !== "undefined" && this.canvas instanceof HTMLCanvasElement)) { - this.canvas.remove(); - } else { - this.canvas = null; - } - if (this.gpgpuCreatedLocally) { - this.gpgpu.program = null; - this.gpgpu.dispose(); - } - this.disposed = true; - } - floatPrecision() { - if (this.floatPrecisionValue == null) { - this.floatPrecisionValue = tidy(() => { - if (!env().get("WEBGL_RENDER_FLOAT32_ENABLED")) { - const debugFlag = env().getBool("DEBUG"); - env().set("DEBUG", false); - const underflowCheckValue = this.abs(scalar(1e-8)).dataSync()[0]; - env().set("DEBUG", debugFlag); - if (underflowCheckValue > 0) { - return 32; - } - } - return 16; - }); - } - return this.floatPrecisionValue; - } - epsilon() { - return this.floatPrecision() === 32 ? EPSILON_FLOAT322 : EPSILON_FLOAT162; - } - uploadToGPU(dataId) { - const texData = this.texData.get(dataId); - const {shape, dtype, values, texture, usage, isPacked} = texData; - if (texture != null) { - return; - } - const shouldTimeProgram = this.activeTimers != null; - let start; - if (shouldTimeProgram) { - start = util_exports.now(); - } - let texShape = texData.texShape; - if (texShape == null) { - texShape = getTextureShapeFromLogicalShape(shape, isPacked); - texData.texShape = texShape; - } - if (values != null) { - const shapeAs3D = getShapeAs3D(shape); - let program; - let width = texShape[1], height = texShape[0]; - const isByteArray = values instanceof Uint8Array; - if (isPacked) { - [width, height] = getPackedMatrixTextureShapeWidthHeight(texShape[0], texShape[1]); - program = new EncodeMatrixPackedProgram(shapeAs3D, [height, width], isByteArray); - } else { - program = new EncodeMatrixProgram(shapeAs3D, [height, width], isByteArray); - } - const tempDenseInputHandle = this.makeTensorInfo([height, width], dtype); - if (isByteArray) { - this.texData.get(tempDenseInputHandle.dataId).usage = TextureUsage.PIXELS; - } else { - this.texData.get(tempDenseInputHandle.dataId).usage = TextureUsage.UPLOAD; - } - this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(tempDenseInputHandle.dataId), width, height, values); - const preventEagerUnpacking = true; - const encodedOutputTarget = this.runWebGLProgram(program, [tempDenseInputHandle], dtype, null, preventEagerUnpacking); - const outputTexData = this.texData.get(encodedOutputTarget.dataId); - texData.texture = outputTexData.texture; - texData.texShape = outputTexData.texShape; - texData.isPacked = outputTexData.isPacked; - texData.usage = outputTexData.usage; - this.disposeIntermediateTensorInfo(tempDenseInputHandle); - this.texData.delete(encodedOutputTarget.dataId); - texData.values = null; - if (shouldTimeProgram) { - this.uploadWaitMs += util_exports.now() - start; - } - } else { - const newTexture = this.acquireTexture(texShape, usage, dtype, isPacked); - texData.texture = newTexture; - } - } - convertAndCacheOnCPU(dataId, float32Values) { - const texData = this.texData.get(dataId); - const {dtype} = texData; - this.releaseGPUData(dataId); - if (float32Values != null) { - texData.values = float32ToTypedArray(float32Values, dtype); - } - return texData.values; - } - acquireTexture(texShape, texType, dtype, isPacked) { - this.numBytesInGPU += this.computeBytes(texShape, dtype); - if (!this.warnedAboutMemory && this.numBytesInGPU > this.numMBBeforeWarning * 1024 * 1024) { - const mb = (this.numBytesInGPU / 1024 / 1024).toFixed(2); - this.warnedAboutMemory = true; - console.warn(`High memory usage in GPU: ${mb} MB, most likely due to a memory leak`); - } - return this.textureManager.acquireTexture(texShape, texType, isPacked); - } - computeBytes(shape, dtype) { - return shape[0] * shape[1] * util_exports.bytesPerElement(dtype); - } -}; -MathBackendWebGL.nextDataId = 0; -function float32ToTypedArray(a, dtype) { - if (dtype === "float32" || dtype === "complex64") { - return a; - } else if (dtype === "int32" || dtype === "bool") { - const result = dtype === "int32" ? new Int32Array(a.length) : new Uint8Array(a.length); - for (let i = 0; i < result.length; ++i) { - result[i] = Math.round(a[i]); - } - return result; - } else { - throw new Error(`Unknown dtype ${dtype}`); - } -} -/** @license See the LICENSE file. */ -var version8 = "3.3.0"; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function forceHalfFloat() { - env().set("WEBGL_FORCE_F16_TEXTURES", true); -} -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -if (device_util_exports.isBrowser()) { - registerBackend("webgl", () => new MathBackendWebGL(), 2); -} -var webgl = {forceHalfFloat}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CHECK_NAN_SNIPPET2 = ` + `}},PP=Pr.whereImpl,LP=1e-7,WP=1e-4,iA={};function BP(e){return e in iA||(iA[e]={}),iA[e]}var VP=128,UP=600;function jP(){return J().global.screen==null?1024:J().global.screen.height*J().global.screen.width*window.devicePixelRatio*UP/1024/1024}var Rl=class extends uu{constructor(e){super();if(this.pendingRead=new WeakMap,this.pendingDisposal=new WeakSet,this.dataRefCount=new WeakMap,this.numBytesInGPU=0,this.uploadWaitMs=0,this.downloadWaitMs=0,this.lastGlFlushTime=0,this.warnedAboutMemory=!1,this.warnedAboutCPUBackend=!1,this.pendingDeletes=0,this.disposed=!1,!J().getBool("HAS_WEBGL"))throw new Error("WebGL is not supported on this device");if(e==null){let t=Wr(J().getNumber("WEBGL_VERSION"));this.binaryCache=BP(J().getNumber("WEBGL_VERSION")),this.gpgpu=new hp(t),this.canvas=t.canvas,this.gpgpuCreatedLocally=!0}else this.gpgpu=e,this.binaryCache={},this.gpgpuCreatedLocally=!1,this.canvas=e.gl.canvas;this.textureManager=new IP(this.gpgpu),this.numMBBeforeWarning=jP(),this.texData=new bh(this,Mr())}nextDataId(){return Rl.nextDataId++}numDataIds(){return this.texData.numDataIds()+(this.cpuBackend?this.cpuBackend.numDataIds():0)-this.pendingDeletes}write(e,t,n){if((J().getBool("WEBGL_CHECK_NUMERICAL_PROBLEMS")||J().getBool("DEBUG"))&&this.checkNumericalProblems(e),n==="complex64"&&e!=null)throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");let r={id:this.nextDataId()};return this.texData.set(r,{shape:t,dtype:n,values:e,usage:Xn.UPLOAD,refCount:1}),r}refCount(e){return this.texData.has(e)?this.texData.get(e).refCount:0}incRef(e){let t=this.texData.get(e);t.refCount++}decRef(e){if(this.texData.has(e)){let t=this.texData.get(e);t.refCount--}}move(e,t,n,r,a){if(J().getBool("DEBUG")&&this.checkNumericalProblems(t),r==="complex64")throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");this.texData.set(e,{shape:n,dtype:r,values:t,usage:Xn.UPLOAD,refCount:a})}disposeIntermediateTensorInfo(e){this.disposeData(e.dataId)}readSync(e){let t=this.texData.get(e),{values:n,dtype:r,complexTensorInfos:a,slice:s,shape:i,isPacked:o}=t;if(s!=null){let h;o?h=new El(i,dp):h=new La(i,dp);let d=this.runWebGLProgram(h,[{dataId:e,shape:i,dtype:r}],r),p=this.readSync(d.dataId);return this.disposeIntermediateTensorInfo(d),p}if(n!=null)return this.convertAndCacheOnCPU(e);if(r==="string")return n;let l=this.activeTimers!=null,c;l&&(c=v.now());let u;if(r==="complex64"){let h=this.readSync(a.real.dataId),d=this.readSync(a.imag.dataId);u=R.mergeRealAndImagArrays(h,d)}else u=this.getValuesFromTexture(e);return l&&(this.downloadWaitMs+=v.now()-c),this.convertAndCacheOnCPU(e,u)}async read(e){if(this.pendingRead.has(e)){let p=this.pendingRead.get(e);return new Promise(f=>p.push(f))}let t=this.texData.get(e),{values:n,shape:r,slice:a,dtype:s,complexTensorInfos:i,isPacked:o}=t;if(a!=null){let p;o?p=new El(r,dp):p=new La(r,dp);let f=this.runWebGLProgram(p,[{dataId:e,shape:r,dtype:s}],s),m=this.read(f.dataId);return this.disposeIntermediateTensorInfo(f),m}if(n!=null)return this.convertAndCacheOnCPU(e);if(!J().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")&&J().getNumber("WEBGL_VERSION")===2)throw new Error("tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.");let l=null,c;if(s!=="complex64"&&J().get("WEBGL_BUFFER_SUPPORTED")){c=this.decode(e);let p=this.texData.get(c.dataId);l=this.gpgpu.createBufferFromTexture(p.texture,...hc(r))}this.pendingRead.set(e,[]),s!=="complex64"&&await this.gpgpu.createAndWaitForFence();let u;if(s==="complex64"){let p=await Promise.all([this.read(i.real.dataId),this.read(i.imag.dataId)]),f=p[0],m=p[1];u=R.mergeRealAndImagArrays(f,m)}else if(l==null)u=this.getValuesFromTexture(e);else{let p=v.sizeFromShape(r);u=this.gpgpu.downloadFloat32MatrixFromBuffer(l,p)}c!=null&&this.disposeIntermediateTensorInfo(c);let h=this.convertAndCacheOnCPU(e,u),d=this.pendingRead.get(e);return this.pendingRead.delete(e),d.forEach(p=>p(h)),this.pendingDisposal.has(e)&&(this.pendingDisposal.delete(e),this.disposeData(e)&&Mr().removeDataId(e,this),this.pendingDeletes--),h}bufferSync(e){let t=this.readSync(e.dataId),n=t;if(e.dtype==="string")try{n=t.map(r=>v.decodeString(r))}catch(r){throw new Error("Failed to decode encoded string bytes into utf-8")}return Be(e.shape,e.dtype,n)}checkNumericalProblems(e){if(e!=null)for(let t=0;t0}async time(e){let t=this.activeTimers,n=[],r=!1;this.programTimersStack==null?(this.programTimersStack=n,r=!0):this.activeTimers.push(n),this.activeTimers=n,e();let a=v.flatten(this.activeTimers.map(o=>o.query)).filter(o=>o!=null),s=v.flatten(this.activeTimers.map(o=>o.name)).filter(o=>o!=null);this.activeTimers=t,r&&(this.programTimersStack=null);let i={uploadWaitMs:this.uploadWaitMs,downloadWaitMs:this.downloadWaitMs,kernelMs:null,wallMs:null};if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0){let o=await Promise.all(a);i.kernelMs=v.sum(o),i.getExtraProfileInfo=()=>o.map((l,c)=>({name:s[c],ms:l})).map(l=>`${l.name}: ${l.ms}`).join(", ")}else i.kernelMs={error:"WebGL query timers are not supported in this environment."};return this.uploadWaitMs=0,this.downloadWaitMs=0,i}memory(){return{unreliable:!1,numBytesInGPU:this.numBytesInGPU,numBytesInGPUAllocated:this.textureManager.numBytesAllocated,numBytesInGPUFree:this.textureManager.numBytesFree}}startTimer(){return J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?this.gpgpu.beginQuery():{startMs:v.now(),endMs:null}}endTimer(e){return J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?(this.gpgpu.endQuery(),e):(e.endMs=v.now(),e)}async getQueryTime(e){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0)return this.gpgpu.waitForQueryAndGetTime(e);let t=e;return t.endMs-t.startMs}disposeData(e,t=!1){if(this.pendingDisposal.has(e))return!1;if(!this.texData.has(e))return!0;if(t?this.texData.get(e).refCount=0:this.texData.get(e).refCount--,!t&&this.texData.get(e).refCount>0)return!1;if(this.pendingRead.has(e))return this.pendingDisposal.add(e),this.pendingDeletes++,!1;this.releaseGPUData(e);let{complexTensorInfos:n}=this.texData.get(e);return n!=null&&(this.disposeData(n.real.dataId,t),this.disposeData(n.imag.dataId,t)),this.texData.delete(e),!0}releaseGPUData(e){let{texture:t,dtype:n,texShape:r,usage:a,isPacked:s,slice:i}=this.texData.get(e),o=i&&i.origDataId||e,l=this.dataRefCount.get(o);l>1?this.dataRefCount.set(o,l-1):(this.dataRefCount.delete(o),t!=null&&(this.numBytesInGPU-=this.computeBytes(r,n),this.textureManager.releaseTexture(t,r,a,s)));let c=this.texData.get(e);c.texture=null,c.texShape=null,c.isPacked=!1,c.slice=null}getTexture(e){return this.uploadToGPU(e),this.texData.get(e).texture}getDataInfo(e){return this.texData.get(e)}getCPUBackend(){return J().getBool("WEBGL_CPU_FORWARD")?(this.cpuBackend==null&&(this.cpuBackend=Mr().findBackend("cpu")),this.cpuBackend):null}shouldExecuteOnCPU(e,t=VP){let n=this.getCPUBackend();return!J().getBool("IS_TEST")&&!this.warnedAboutCPUBackend&&n==null&&(console.warn("Your application contains ops that are small enough to be executed on the CPU backend, however the CPU backend cannot be found. Consider importing the CPU backend (@tensorflow/tfjs-backend-cpu) for better performance."),this.warnedAboutCPUBackend=!0),n!=null&&e.every(r=>this.texData.get(r.dataId).texture==null&&v.sizeFromShape(r.shape)0&&v.isString(n[0])){let a=n.map(s=>v.encodeString(s));r=this.write(a,e,t)}else r=this.write(n,e,t);return this.texData.get(r).usage=null,{dataId:r,shape:e,dtype:t}}makeOutput(e,t,n){let{dataId:r}=this.makeTensorInfo(e,t,n);return Mr().makeTensorFromDataId(r,e,t,this)}unpackTensor(e){let t=new zP(e.shape);return this.runWebGLProgram(t,[e],e.dtype)}packTensor(e){let t=new _P(e.shape),n=!0;return this.runWebGLProgram(t,[e],e.dtype,null,n)}packedReshape(e,t){let n=[yi(e.shape),...gi(e.shape)],r={dtype:e.dtype,shape:n,dataId:e.dataId},a=[yi(t),...gi(t)],s=new Db(a,n),i=!0,o=this.runWebGLProgram(s,[r],e.dtype,null,i);return{dataId:o.dataId,shape:t,dtype:o.dtype}}decode(e){let t=this.texData.get(e),{isPacked:n,shape:r,dtype:a}=t,s=ip(r),i;n?i=new tz(s):i=new ez(s);let o=!0,l=this.runWebGLProgram(i,[{shape:s,dtype:a,dataId:e}],a,null,o);return{dtype:a,shape:r,dataId:l.dataId}}runWebGLProgram(e,t,n,r,a=!1){let s=this.makeTensorInfo(e.outputShape,n),i=this.texData.get(s.dataId);if(e.packedOutput&&(i.isPacked=!0),e.outPackingScheme===uc.DENSE){let m=hc(e.outputShape);i.texShape=m.map(A=>A*2)}if(e.outTexUsage!=null&&(i.usage=e.outTexUsage),v.sizeFromShape(s.shape)===0)return i.values=v.getTypedArrayFromDType(s.dtype,0),s;let o=[],l=t.map(m=>{if(m.dtype==="complex64")throw new Error("GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.");let A=this.texData.get(m.dataId);if(A.texture==null){if(!e.packedInputs&&v.sizeFromShape(m.shape)<=J().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM"))return{shape:m.shape,texData:null,isUniform:!0,uniformValues:A.values};e.packedInputs&&(A.isPacked=!0,A.shape=m.shape)}else if(!!A.isPacked!=!!e.packedInputs)m=A.isPacked?this.unpackTensor(m):this.packTensor(m),o.push(m),A=this.texData.get(m.dataId);else if(A.isPacked&&!lc(A.shape,m.shape)){let y=m,g=m.shape;m.shape=A.shape,m=this.packedReshape(m,g),o.push(m),A=this.texData.get(m.dataId),y.shape=g}return this.uploadToGPU(m.dataId),{shape:m.shape,texData:A,isUniform:!1}});this.uploadToGPU(s.dataId);let c={shape:s.shape,texData:i,isUniform:!1},u=Hz(e,l,c),h=this.getAndSaveBinary(u,()=>Uz(this.gpgpu,e,l,c)),d=this.activeTimers!=null,p;d&&(p=this.startTimer()),jz(this.gpgpu,h,l,c,r),o.forEach(m=>this.disposeIntermediateTensorInfo(m)),d&&(p=this.endTimer(p),this.activeTimers.push({name:e.constructor.name,query:this.getQueryTime(p)}));let f=J().get("WEBGL_FLUSH_THRESHOLD");if(f>0){let m=v.now();m-this.lastGlFlushTime>f&&(this.gpgpu.gl.flush(),this.lastGlFlushTime=m)}if(!J().getBool("WEBGL_LAZILY_UNPACK")&&i.isPacked&&a===!1){let m=this.unpackTensor(s);return this.disposeIntermediateTensorInfo(s),m}return s}compileAndRun(e,t,n,r,a=!1){return n=n||t[0].dtype,this.runWebGLProgram(e,t,n,r,a)}getAndSaveBinary(e,t){return e in this.binaryCache||(this.binaryCache[e]=t()),this.binaryCache[e]}getTextureManager(){return this.textureManager}dispose(){this.disposed||(J().getBool("IS_TEST")||Object.keys(this.binaryCache).forEach(e=>{this.gpgpu.deleteProgram(this.binaryCache[e].webGLProgram),delete this.binaryCache[e]}),this.textureManager.dispose(),this.canvas!=null&&typeof HTMLCanvasElement!="undefined"&&this.canvas instanceof HTMLCanvasElement?this.canvas.remove():this.canvas=null,this.gpgpuCreatedLocally&&(this.gpgpu.program=null,this.gpgpu.dispose()),this.disposed=!0)}floatPrecision(){return this.floatPrecisionValue==null&&(this.floatPrecisionValue=z(()=>{if(!J().get("WEBGL_RENDER_FLOAT32_ENABLED")){let e=J().getBool("DEBUG");J().set("DEBUG",!1);let t=this.abs(ge(1e-8)).dataSync()[0];if(J().set("DEBUG",e),t>0)return 32}return 16})),this.floatPrecisionValue}epsilon(){return this.floatPrecision()===32?LP:WP}uploadToGPU(e){let t=this.texData.get(e),{shape:n,dtype:r,values:a,texture:s,usage:i,isPacked:o}=t;if(s!=null)return;let l=this.activeTimers!=null,c;l&&(c=v.now());let u=t.texShape;if(u==null&&(u=nb(n,o),t.texShape=u),a!=null){let h=ip(n),d,p=u[1],f=u[0],m=a instanceof Uint8Array;o?([p,f]=Il(u[0],u[1]),d=new sz(h,[f,p],m)):d=new az(h,[f,p],m);let A=this.makeTensorInfo([f,p],r);m?this.texData.get(A.dataId).usage=Xn.PIXELS:this.texData.get(A.dataId).usage=Xn.UPLOAD,this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(A.dataId),p,f,a);let y=!0,g=this.runWebGLProgram(d,[A],r,null,y),w=this.texData.get(g.dataId);t.texture=w.texture,t.texShape=w.texShape,t.isPacked=w.isPacked,t.usage=w.usage,this.disposeIntermediateTensorInfo(A),this.texData.delete(g.dataId),t.values=null,l&&(this.uploadWaitMs+=v.now()-c)}else{let h=this.acquireTexture(u,i,r,o);t.texture=h}}convertAndCacheOnCPU(e,t){let n=this.texData.get(e),{dtype:r}=n;return this.releaseGPUData(e),t!=null&&(n.values=HP(t,r)),n.values}acquireTexture(e,t,n,r){if(this.numBytesInGPU+=this.computeBytes(e,n),!this.warnedAboutMemory&&this.numBytesInGPU>this.numMBBeforeWarning*1024*1024){let a=(this.numBytesInGPU/1024/1024).toFixed(2);this.warnedAboutMemory=!0,console.warn(`High memory usage in GPU: ${a} MB, most likely due to a memory leak`)}return this.textureManager.acquireTexture(e,t,r)}computeBytes(e,t){return e[0]*e[1]*v.bytesPerElement(t)}};Rl.nextDataId=0;function HP(e,t){if(t==="float32"||t==="complex64")return e;if(t==="int32"||t==="bool"){let n=t==="int32"?new Int32Array(e.length):new Uint8Array(e.length);for(let r=0;rnew Rl,2);var GP={forceHalfFloat:Bb},Vb=` if (isnan(a)) return a; if (isnan(b)) return b; -`; -var BinaryOpProgram = class { - constructor(op2, aShape, bShape) { - this.variableNames = ["A", "B"]; - this.outputShape = backend_util_exports.assertAndGetBroadcastShape(aShape, bShape); - this.userCode = ` +`,Ml=class{constructor(e,t,n){this.variableNames=["A","B"],this.outputShape=R.assertAndGetBroadcastShape(t,n),this.userCode=` float binaryOperation(float a, float b) { - ${op2} + ${e} } void main() { @@ -32085,75 +952,32 @@ var BinaryOpProgram = class { float b = getBAtOutCoords(); setOutput(binaryOperation(a, b)); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CHECK_NAN_SNIPPET3 = ` + `}},pp=` result.r = isNaN.r > 0. ? NAN : result.r; result.g = isNaN.g > 0. ? NAN : result.g; result.b = isNaN.b > 0. ? NAN : result.b; result.a = isNaN.a > 0. ? NAN : result.a; -`; -var BinaryOpPackedProgram = class { - constructor(op2, aShape, bShape, checkOutOfBounds = false) { - this.variableNames = ["A", "B"]; - this.supportsBroadcasting = true; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = backend_util_exports.assertAndGetBroadcastShape(aShape, bShape); - const rank = this.outputShape.length; - let checkOutOfBoundsString = ""; - if (checkOutOfBounds) { - if (rank === 0 || util_exports.sizeFromShape(this.outputShape) === 1) { - checkOutOfBoundsString = ` +`,pc=class{constructor(e,t,n,r=!1){this.variableNames=["A","B"],this.supportsBroadcasting=!0,this.packedInputs=!0,this.packedOutput=!0,this.outputShape=R.assertAndGetBroadcastShape(t,n);let a=this.outputShape.length,s="";if(r)if(a===0||v.sizeFromShape(this.outputShape)===1)s=` result.y = 0.; result.z = 0.; result.w = 0.; - `; - } else { - const dtype = getCoordsDataType(rank); - checkOutOfBoundsString = ` - ${dtype} coords = getOutputCoords(); - `; - if (rank === 1) { - checkOutOfBoundsString += ` + `;else if(s=` + ${ot(a)} coords = getOutputCoords(); + `,a===1)s+=` result.y = (coords + 1) >= ${this.outputShape[0]} ? 0. : result.y; result.z = 0.; result.w = 0.; - `; - } else { - const channels = getChannels("coords", rank); - checkOutOfBoundsString += ` + `;else{let i=dn("coords",a);s+=` bool nextRowOutOfBounds = - (${channels[rank - 2]} + 1) >= ${this.outputShape[rank - 2]}; + (${i[a-2]} + 1) >= ${this.outputShape[a-2]}; bool nextColOutOfBounds = - (${channels[rank - 1]} + 1) >= ${this.outputShape[rank - 1]}; + (${i[a-1]} + 1) >= ${this.outputShape[a-1]}; result.y = nextColOutOfBounds ? 0. : result.y; result.z = nextRowOutOfBounds ? 0. : result.z; result.w = nextColOutOfBounds || nextRowOutOfBounds ? 0. : result.w; - `; - } - } - } - this.userCode = ` + `}this.userCode=` vec4 binaryOperation(vec4 a, vec4 b) { - ${op2} + ${e} } void main() { @@ -32161,351 +985,49 @@ var BinaryOpPackedProgram = class { vec4 b = getBAtOutCoords(); vec4 result = binaryOperation(a, b); - ${checkOutOfBoundsString} + ${s} setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function identity2(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - backend22.incRef(x.dataId); - return {dataId: x.dataId, shape: x.shape, dtype: x.dtype}; -} -var identityConfig2 = { - kernelName: Identity, - backendName: "webgl", - kernelFunc: identity2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function complex3(args) { - const {inputs, backend: backend22} = args; - const {real: real4, imag: imag4} = inputs; - const complexInfo = backend22.makeTensorInfo(real4.shape, "complex64"); - const complex4 = backend22.texData.get(complexInfo.dataId); - const realTensorInfo = identity2({inputs: {x: real4}, backend: backend22}); - const imagTensorInfo = identity2({inputs: {x: imag4}, backend: backend22}); - complex4.complexTensorInfos = {real: realTensorInfo, imag: imagTensorInfo}; - return complexInfo; -} -var complexConfig2 = { - kernelName: Complex, - backendName: "webgl", - kernelFunc: complex3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LEAKYRELU = `return (a < 0.) ? b * a : a;`; -var LEAKYRELU_PACKED = ` + `}};function On(e){let{inputs:t,backend:n}=e,{x:r}=t;return n.incRef(r.dataId),{dataId:r.dataId,shape:r.shape,dtype:r.dtype}}var qP={kernelName:vs,backendName:"webgl",kernelFunc:On};function Wa(e){let{inputs:t,backend:n}=e,{real:r,imag:a}=t,s=n.makeTensorInfo(r.shape,"complex64"),i=n.texData.get(s.dataId),o=On({inputs:{x:r},backend:n}),l=On({inputs:{x:a},backend:n});return i.complexTensorInfos={real:o,imag:l},s}var XP={kernelName:Eh,backendName:"webgl",kernelFunc:Wa},Ub="return (a < 0.) ? b * a : a;",jb=` vec4 aLessThanZero = vec4(lessThan(a, vec4(0.))); return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a); -`; -function leakyRelu3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {alpha} = attrs; - const $alpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(alpha, "float32")); - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(LEAKYRELU_PACKED, x.shape, $alpha.shape) : new BinaryOpProgram(LEAKYRELU, x.shape, $alpha.shape); - const result = backend22.runWebGLProgram(program, [x, $alpha], x.dtype); - backend22.disposeIntermediateTensorInfo($alpha); - return result; -} -var leakyReluConfig2 = { - kernelName: LeakyRelu, - backendName: "webgl", - kernelFunc: leakyRelu3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PRELU = `return (a < 0.) ? b * a : a;`; -var PRELU_PACKED = ` +`;function KP(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{alpha:s}=r,i=n.makeTensorInfo([],"float32",v.createScalarValue(s,"float32")),o=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(jb,a.shape,i.shape):new Ml(Ub,a.shape,i.shape),l=n.runWebGLProgram(o,[a,i],a.dtype);return n.disposeIntermediateTensorInfo(i),l}var ZP={kernelName:ks,backendName:"webgl",kernelFunc:KP},Hb="return (a < 0.) ? b * a : a;",Gb=` vec4 aLessThanZero = vec4(lessThan(a, vec4(0.))); return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a); -`; -function prelu3(args) { - const {inputs, backend: backend22} = args; - const {x, alpha} = inputs; - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(PRELU_PACKED, x.shape, alpha.shape) : new BinaryOpProgram(PRELU, x.shape, alpha.shape); - return backend22.runWebGLProgram(program, [x, alpha], x.dtype); -} -var preluConfig2 = { - kernelName: Prelu, - backendName: "webgl", - kernelFunc: prelu3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CHECK_NAN_SNIPPET_UNARY = `if (isnan(x)) return x;`; -var CHECK_NAN_SNIPPET_BINARY = ` +`;function YP(e){let{inputs:t,backend:n}=e,{x:r,alpha:a}=t,s=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(Gb,r.shape,a.shape):new Ml(Hb,r.shape,a.shape);return n.runWebGLProgram(s,[r,a],r.dtype)}var JP={kernelName:Os,backendName:"webgl",kernelFunc:YP},qb="if (isnan(x)) return x;",QP=` if (isnan(a)) return a; if (isnan(b)) return b; -`; -var CHECK_NAN_SNIPPET_BINARY_PACKED = ` +`,eL=` result.r = isNaN.r > 0. ? NAN : result.r; result.g = isNaN.g > 0. ? NAN : result.g; result.b = isNaN.b > 0. ? NAN : result.b; result.a = isNaN.a > 0. ? NAN : result.a; -`; -function unaryKernelFunc2({opSnippet, packedOpSnippet, cpuKernelImpl, dtype}) { - return ({inputs, backend: backend22}) => { - const {x} = inputs; - const webglBackend = backend22; - const $dtype = dtype || x.dtype; - if (webglBackend.shouldExecuteOnCPU([x]) && cpuKernelImpl != null) { - const xData = webglBackend.texData.get(x.dataId); - const outValues = cpuKernelImpl(xData.values, $dtype); - return webglBackend.makeTensorInfo(x.shape, $dtype, outValues); - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK_UNARY_OPERATIONS") && packedOpSnippet != null; - let program; - if (shouldUsePackedProgram) { - program = new UnaryOpPackedProgram(x.shape, packedOpSnippet); - } else { - program = new UnaryOpProgram(x.shape, opSnippet); - } - return webglBackend.runWebGLProgram(program, [x], $dtype); - }; -} -function binaryKernelFunc2({opSnippet, packedOpSnippet, checkOutOfBounds = false, supportsComplex = false, cpuKernelImpl, dtype}) { - return ({inputs, backend: backend22}) => { - const {a, b} = inputs; - const webglBackend = backend22; - if (supportsComplex && a.dtype === "complex64") { - const aData = webglBackend.texData.get(a.dataId); - const bData = webglBackend.texData.get(b.dataId); - const [real4, imag4] = [ - [aData.complexTensorInfos.real, bData.complexTensorInfos.real], - [aData.complexTensorInfos.imag, bData.complexTensorInfos.imag] - ].map((complexParts) => { - const [aPart, bPart] = complexParts; - const aHandle = { - dataId: aPart.dataId, - dtype: aPart.dtype, - shape: a.shape - }; - const bHandle = { - dataId: bPart.dataId, - dtype: bPart.dtype, - shape: b.shape - }; - const program2 = new BinaryOpProgram(opSnippet, a.shape, b.shape); - return webglBackend.runWebGLProgram(program2, [aHandle, bHandle], upcastType(aPart.dtype, bPart.dtype)); - }); - const complexOutput = complex3({inputs: {real: real4, imag: imag4}, backend: webglBackend}); - webglBackend.disposeIntermediateTensorInfo(real4); - webglBackend.disposeIntermediateTensorInfo(imag4); - return complexOutput; - } - const $dtype = dtype || upcastType(a.dtype, b.dtype); - if (webglBackend.shouldExecuteOnCPU([a, b]) && cpuKernelImpl != null) { - const aData = webglBackend.texData.get(a.dataId); - const bData = webglBackend.texData.get(b.dataId); - const [outValues, outShape] = cpuKernelImpl(a.shape, b.shape, aData.values, bData.values, $dtype); - const out = webglBackend.makeTensorInfo(outShape, $dtype); - const outData = webglBackend.texData.get(out.dataId); - outData.values = outValues; - return out; - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") && packedOpSnippet != null; - let program; - if (shouldUsePackedProgram) { - program = new BinaryOpPackedProgram(packedOpSnippet, a.shape, b.shape, checkOutOfBounds); - } else { - program = new BinaryOpProgram(opSnippet, a.shape, b.shape); - } - return webglBackend.runWebGLProgram(program, [a, b], $dtype); - }; -} -function mapActivationToShaderProgram(activation2, packed = false) { - if (activation2 === "linear") { - if (packed) { - return LINEAR2; - } - return LINEAR; - } else if (activation2 === "relu") { - if (packed) { - return RELU2; - } - return RELU; - } else if (activation2 === "elu") { - if (packed) { - return ELU2; - } - return ELU; - } else if (activation2 === "relu6") { - if (packed) { - return RELU62; - } - return RELU6; - } else if (activation2 === "prelu") { - if (packed) { - return PRELU_PACKED; - } - return PRELU; - } else if (activation2 === "leakyrelu") { - if (packed) { - return LEAKYRELU_PACKED; - } - return LEAKYRELU; - } - throw new Error(`Activation ${activation2} has not been implemented for the WebGL backend.`); -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MatMulPackedProgram = class { - constructor(aShape, bShape, outputShape, transposeA = false, transposeB = false, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyreluActivation = false) { - this.variableNames = ["matrixA", "matrixB"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - const sharedDim = transposeA ? aShape[1] : aShape[2]; - const sharedDimensionPacked = Math.ceil(sharedDim / 2); - const aSample = transposeA ? "i * 2, rc.y" : "rc.y, i * 2"; - const bSample = transposeB ? "rc.z, i * 2" : "i * 2, rc.z"; - const aSwizzle = transposeA ? ["a.xxyy", "a.zzww"] : ["a.xxzz", "a.yyww"]; - const bSwizzle = transposeB ? ["b.xzxz", "b.ywyw"] : ["b.xyxy", "b.zwzw"]; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { +`;function Xe({opSnippet:e,packedOpSnippet:t,cpuKernelImpl:n,dtype:r}){return({inputs:a,backend:s})=>{let{x:i}=a,o=s,l=r||i.dtype;if(o.shouldExecuteOnCPU([i])&&n!=null){let h=o.texData.get(i.dataId),d=n(h.values,l);return o.makeTensorInfo(i.shape,l,d)}let c=J().getBool("WEBGL_PACK_UNARY_OPERATIONS")&&t!=null,u;return c?u=new El(i.shape,t):u=new La(i.shape,e),o.runWebGLProgram(u,[i],l)}}function en({opSnippet:e,packedOpSnippet:t,checkOutOfBounds:n=!1,supportsComplex:r=!1,cpuKernelImpl:a,dtype:s}){return({inputs:i,backend:o})=>{let{a:l,b:c}=i,u=o;if(r&&l.dtype==="complex64"){let f=u.texData.get(l.dataId),m=u.texData.get(c.dataId),[A,y]=[[f.complexTensorInfos.real,m.complexTensorInfos.real],[f.complexTensorInfos.imag,m.complexTensorInfos.imag]].map(w=>{let[b,_]=w,x={dataId:b.dataId,dtype:b.dtype,shape:l.shape},N={dataId:_.dataId,dtype:_.dtype,shape:c.shape},T=new Ml(e,l.shape,c.shape);return u.runWebGLProgram(T,[x,N],tr(b.dtype,_.dtype))}),g=Wa({inputs:{real:A,imag:y},backend:u});return u.disposeIntermediateTensorInfo(A),u.disposeIntermediateTensorInfo(y),g}let h=s||tr(l.dtype,c.dtype);if(u.shouldExecuteOnCPU([l,c])&&a!=null){let f=u.texData.get(l.dataId),m=u.texData.get(c.dataId),[A,y]=a(l.shape,c.shape,f.values,m.values,h),g=u.makeTensorInfo(y,h),w=u.texData.get(g.dataId);return w.values=A,g}let d=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")&&t!=null,p;return d?p=new pc(t,l.shape,c.shape,n):p=new Ml(e,l.shape,c.shape),u.runWebGLProgram(p,[l,c],h)}}function fp(e,t=!1){if(e==="linear")return t?FP:CP;if(e==="relu")return t?DP:RP;if(e==="elu")return t?$P:EP;if(e==="relu6")return t?OP:MP;if(e==="prelu")return t?Gb:Hb;if(e==="leakyrelu")return t?jb:Ub;throw new Error(`Activation ${e} has not been implemented for the WebGL backend.`)}var Xb=class{constructor(e,t,n,r=!1,a=!1,s=!1,i=null,o=!1,l=!1){this.variableNames=["matrixA","matrixB"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n;let c=r?e[1]:e[2],u=Math.ceil(c/2),h=r?"i * 2, rc.y":"rc.y, i * 2",d=a?"rc.z, i * 2":"i * 2, rc.z",p=r?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],f=a?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],m="",A="";i&&(o?m=`vec4 activation(vec4 a) { vec4 b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { + ${i} + }`:l?m=`vec4 activation(vec4 a) { vec4 b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = `vec4 activation(vec4 x) { - ${activation2} - }`; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivation) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyreluActivation) { - this.variableNames.push("leakyreluAlpha"); - } - let batchASnippet = "rc.x"; - let batchBSnippet = "rc.x"; - if (aShape[0] < bShape[0]) { - batchASnippet = `int(min(float(rc.x), ${aShape[0] - 1}.))`; - } else if (bShape[0] < aShape[0]) { - batchBSnippet = `int(min(float(rc.x), ${bShape[0] - 1}.))`; - } - this.userCode = ` - ${activationSnippet} + ${i} + }`:m=`vec4 activation(vec4 x) { + ${i} + }`,A="result = activation(result);");let y=s?"result += getBiasAtOutCoords();":"";s&&this.variableNames.push("bias"),o&&this.variableNames.push("preluActivationWeights"),l&&this.variableNames.push("leakyreluAlpha");let g="rc.x",w="rc.x";e[0] `The new shape (${$shape}) has ${$xSize} elements and the old shape (${x.shape}) has ${xSize} elements. The new shape and old shape must have the same number of elements.`); - const xTexData = webglBackend.texData.get(x.dataId); - if (xTexData.isPacked && !isReshapeFree(x.shape, $shape) && !(xTexData.texture !== null && isReshapeFree(xTexData.shape, $shape))) { - return packedReshape(x, $shape, webglBackend); - } - webglBackend.incRef(x.dataId); - return {dataId: x.dataId, shape: $shape, dtype: x.dtype}; -} -var reshapeConfig2 = { - kernelName: Reshape, - backendName: "webgl", - kernelFunc: reshape3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MeanProgram = class { - constructor(reduceInfo, divisor) { - this.variableNames = ["x"]; - const {windowSize, batchSize, inSize, outSize} = reduceInfo; - this.outputShape = [batchSize, outSize]; - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - let updateSnippet = `sumValue += dot(values, ones);`; - if (divisor != null) { - const denominator = 1 / divisor; - updateSnippet = `sumValue += dot(values * ${util_exports.isInt(denominator) ? denominator.toPrecision(2) : denominator}, ones);`; - } - let checkOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `}},Yb="return a * b;";function Jb(e){let{inputs:t,backend:n}=e,{a:r,b:a}=t,s=R.upcastType(r.dtype,a.dtype);if(r.dtype==="complex64"){let o=n.texData.get(r.dataId),l=n.texData.get(a.dataId),c=new Zb(Kb.REAL,r.shape,a.shape),u=new Zb(Kb.IMAG,r.shape,a.shape),h=[{dataId:o.complexTensorInfos.real.dataId,dtype:o.complexTensorInfos.real.dtype,shape:r.shape},{dataId:o.complexTensorInfos.imag.dataId,dtype:o.complexTensorInfos.imag.dtype,shape:r.shape},{dataId:l.complexTensorInfos.real.dataId,dtype:l.complexTensorInfos.real.dtype,shape:a.shape},{dataId:l.complexTensorInfos.imag.dataId,dtype:l.complexTensorInfos.imag.dtype,shape:a.shape}],d=n.runWebGLProgram(c,h,"float32"),p=n.runWebGLProgram(u,h,"float32"),f=Wa({inputs:{real:d,imag:p},backend:n});return n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p),f}if(n.shouldExecuteOnCPU([r,a])){let o=n.texData.get(r.dataId),l=n.texData.get(a.dataId),[c,u]=oP(r.shape,a.shape,o.values,l.values,s),h=n.makeTensorInfo(u,s),d=n.texData.get(h.dataId);return d.values=c,h}let i;return J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?i=new pc(Yb,r.shape,a.shape):i=new Ml(Yb,r.shape,a.shape),n.runWebGLProgram(i,[r,a],s)}var tL={kernelName:Ms,backendName:"webgl",kernelFunc:Jb};function nL(e,t,n){let r=[yi(e.shape),...gi(e.shape)],a={dtype:e.dtype,shape:r,dataId:e.dataId},s=[yi(t),...gi(t)],i=new Db(s,r),o=!0,l=n.runWebGLProgram(i,[a],e.dtype,null,o);return{dataId:l.dataId,shape:t,dtype:l.dtype}}function xe(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{shape:s}=r,i=n,o=v.sizeFromShape(a.shape),l=v.inferFromImplicitShape(s,o),c=v.sizeFromShape(l);v.assert(o===c,()=>`The new shape (${l}) has ${c} elements and the old shape (${a.shape}) has ${o} elements. The new shape and old shape must have the same number of elements.`);let u=i.texData.get(a.dataId);return u.isPacked&&!lc(a.shape,l)&&!(u.texture!==null&&lc(u.shape,l))?nL(a,l,i):(i.incRef(a.dataId),{dataId:a.dataId,shape:l,dtype:a.dtype})}var rL={kernelName:Oo,backendName:"webgl",kernelFunc:xe},Qb=class{constructor(e,t){this.variableNames=["x"];let{windowSize:n,batchSize:r,inSize:a,outSize:s}=e;this.outputShape=[r,s];let i=Math.floor(n/4)*4,o=n%4,l="sumValue += dot(values, ones);";if(t!=null){let u=1/t;l=`sumValue += dot(values * ${v.isInt(u)?u.toPrecision(2):u}, ones);`}let c="";a%n>0&&(c=` + if (inIdx < 0 || inIdx >= ${a}) { return 0.0; } - `; - } - this.userCode = ` + `),this.userCode=` const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float getValue(int batch, int inIdx) { - ${checkOutOfBounds} + ${c} return getX(batch, inIdx); } @@ -32760,11 +1071,11 @@ var MeanProgram = class { ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${n}; float sumValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${i}; i += 4) { int inIdx = inOffset + i; vec4 values = vec4( getValue(batch, inIdx), @@ -32773,119 +1084,57 @@ var MeanProgram = class { getValue(batch, inIdx + 3) ); - ${updateSnippet} + ${l} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { + int inIdx = inOffset + ${i}; + if (${o===1}) { vec4 values = vec4(getValue(batch, inIdx), 0.0, 0.0, 0.0); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { + ${l} + } else if (${o===2}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), 0.0, 0.0); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { + ${l} + } else if (${o===3}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), 0.0); - ${updateSnippet} + ${l} } setOutput(sumValue); } - `; - } -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ReduceProgram = class { - constructor(reduceInfo, reduceType) { - this.variableNames = ["x"]; - const {windowSize, batchSize, inSize, outSize} = reduceInfo; - this.outputShape = [batchSize, outSize]; - let initializationValue = "0.0"; - let compareOp = ``; - if (reduceType === "prod") { - initializationValue = "1.0"; - } else if (reduceType === "min") { - initializationValue = "1.0 / 1e-20"; - compareOp = `min`; - } else if (reduceType === "max") { - initializationValue = "-1.0 / 1e-20"; - compareOp = `max`; - } - let returnValue = `${reduceType}(${reduceType}(${reduceType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (reduceType === "sum") { - returnValue = `sumValue`; - } else if (reduceType === "prod") { - returnValue = `prodValue`; - } else if (reduceType === "all") { - returnValue = `allValue`; - } else if (reduceType === "any") { - returnValue = `anyValue`; - } - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - let updateSnippet = ` - if (${reduceType === "sum"}) { + `}},aL=class{constructor(e,t){this.variableNames=["x"];let{windowSize:n,batchSize:r,inSize:a,outSize:s}=e;this.outputShape=[r,s];let i="0.0",o="";t==="prod"?i="1.0":t==="min"?(i="1.0 / 1e-20",o="min"):t==="max"&&(i="-1.0 / 1e-20",o="max");let l=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="sum"?l="sumValue":t==="prod"?l="prodValue":t==="all"?l="allValue":t==="any"&&(l="anyValue");let c=Math.floor(n/4)*4,u=n%4,h=` + if (${t==="sum"}) { sumValue += dot(values, ones); - } else if (${reduceType === "prod"}) { + } else if (${t==="prod"}) { vec2 tmp = vec2(values[0], values[1]) * vec2(values[2], values[3]); prodValue *= tmp[0] * tmp[1]; } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${o}(values, minMaxValue); } - `; - let vecType = `vec4`; - if (reduceType === "all") { - initializationValue = "1.0"; - updateSnippet = ` + `,d="vec4";t==="all"?(i="1.0",h=` bool reducedAllValue = all(values); float floatedReducedAllValue = float(reducedAllValue); allValue = float(allValue >= 1.0 && floatedReducedAllValue >= 1.0); - `; - vecType = `bvec4`; - } else if (reduceType === "any") { - initializationValue = "0.0"; - updateSnippet = ` + `,d="bvec4"):t==="any"&&(i="0.0",h=` bool reducedAnyValue = any(values); float floatedReducedAnyValue = float(reducedAnyValue); anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0); - `; - vecType = `bvec4`; - } - let checkOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `,d="bvec4");let p="";a%n>0&&(p=` + if (inIdx < 0 || inIdx >= ${a}) { return initializationValue; } - `; - } - this.userCode = ` - const float initializationValue = ${initializationValue}; + `),this.userCode=` + const float initializationValue = ${i}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float getValue(int batch, int inIdx) { - ${checkOutOfBounds} + ${p} return getX(batch, inIdx); } @@ -32893,995 +1142,174 @@ var ReduceProgram = class { ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${n}; - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${i}); float prodValue = 1.0; float sumValue = 0.0; float allValue = 1.0; float anyValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${c}; i += 4) { int inIdx = inOffset + i; - ${vecType} values = ${vecType}( + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), getValue(batch, inIdx + 3) ); - ${updateSnippet} + ${h} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { - ${vecType} values = ${vecType}( + int inIdx = inOffset + ${c}; + if (${u===1}) { + ${d} values = ${d}( getValue(batch, inIdx), initializationValue, initializationValue, initializationValue ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { - ${vecType} values = ${vecType}( + ${h} + } else if (${u===2}) { + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { - ${vecType} values = ${vecType}( + ${h} + } else if (${u===3}) { + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), initializationValue ); - ${updateSnippet} + ${h} } - setOutput(${returnValue}); + setOutput(${l}); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getReductionStages(inShape) { - const stages = []; - while (stages.length === 0 || stages[stages.length - 1].outSize !== 1) { - const outSize = stages.length ? stages[stages.length - 1].outSize : inShape[1]; - const windowSize = backend_util_exports.computeOptimalWindowSize(outSize); - stages.push({ - inSize: outSize, - windowSize, - outSize: Math.ceil(outSize / windowSize) - }); - } - return stages; -} -function reduce(x, dtype, reductionType, backend22) { - const reductionStages = getReductionStages(x.shape); - let result = x; - for (let i = 0; i < reductionStages.length; i++) { - const {inSize, windowSize, outSize} = reductionStages[i]; - let program; - let previousResult; - if (reductionType === "mean") { - program = i === 0 ? new MeanProgram({windowSize, inSize, batchSize: x.shape[0], outSize}, inSize) : new MeanProgram({windowSize, inSize, batchSize: x.shape[0], outSize}); - } else { - program = new ReduceProgram({windowSize, inSize, batchSize: x.shape[0], outSize}, reductionType); - } - previousResult = result; - result = backend22.runWebGLProgram(program, [result], dtype); - if (previousResult.dataId !== x.dataId) { - backend22.disposeIntermediateTensorInfo(previousResult); - } - } - return result; -} -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TransposeProgram = class { - constructor(aShape, newDim) { - this.variableNames = ["A"]; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[newDim[i]]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const switched = getSwitchedCoords(newDim); - this.userCode = ` + `}};function sL(e){let t=[];for(;t.length===0||t[t.length-1].outSize!==1;){let n=t.length?t[t.length-1].outSize:e[1],r=R.computeOptimalWindowSize(n);t.push({inSize:n,windowSize:r,outSize:Math.ceil(n/r)})}return t}function _i(e,t,n,r){let a=sL(e.shape),s=e;for(let i=0;i 6) { - throw Error(`Transpose for rank ${rank} is not yet supported`); - } - const originalOrder = ["resRC.x", "resRC.y", "resRC.z", "resRC.w", "resRC.u", "resRC.v"]; - const switchedCoords = new Array(rank); - for (let i = 0; i < newDim.length; i++) { - switchedCoords[newDim[i]] = originalOrder[i]; - } - return switchedCoords.join(); -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TransposePackedProgram = class { - constructor(aShape, newDim) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[newDim[i]]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - if (this.rank > 6) { - throw Error(`Packed transpose for rank ${this.rank} is not yet supported.`); - } - const dtype = getCoordsDataType(this.rank); - const outputOrder = getVecChannels("rc", this.rank); - const switchedOrder = new Array(this.rank); - for (let i = 0; i < newDim.length; i++) { - switchedOrder[newDim[i]] = outputOrder[i]; - } - const innerDims = `vec2(${switchedOrder.slice(-2).join()})`; - const nextColumn = `++${outputOrder[this.rank - 1]} < ${outputShape[this.rank - 1]}`; - const getc = `getChannel(getA(${switchedOrder.join()}), ${innerDims})`; - this.userCode = ` + `}};function iL(e){let t=e.length;if(t>6)throw Error(`Transpose for rank ${t} is not yet supported`);let n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],r=new Array(t);for(let a=0;a6)throw Error(`Packed transpose for rank ${this.rank} is not yet supported.`);let r=ot(this.rank),a=$b("rc",this.rank),s=new Array(this.rank);for(let c=0;c= 2 && bRank >= 2 && batchDimsCompatible, () => `Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${outerDimsA}) and (${outerDimsB}).`); - const outShapeOuterDims = batchDimA > batchDimB ? a.shape.slice(0, -2) : b.shape.slice(0, -2); - const outShape = outShapeOuterDims.concat([outerShapeA, outerShapeB]); - util_exports.assert(innerShapeA === innerShapeB, () => `Error in matMul: inner shapes (${innerShapeA}) and (${innerShapeB}) of Tensors with shapes ${a.shape} and ${b.shape} and transposeA=${transposeA} and transposeB=${transposeB} must match.`); - const a3dShape = transposeA ? [batchDimA, innerShapeA, outerShapeA] : [batchDimA, outerShapeA, innerShapeA]; - const b3dShape = transposeB ? [batchDimB, outerShapeB, innerShapeB] : [batchDimB, innerShapeB, outerShapeB]; - const a3d = reshape3({inputs: {x: a}, backend: backend22, attrs: {shape: a3dShape}}); - const b3d = reshape3({inputs: {x: b}, backend: backend22, attrs: {shape: b3dShape}}); - const intermediates = [a3d, b3d]; - const batchDim = Math.max(batchDimA, batchDimB); - const sharedDim = transposeA ? a3d.shape[1] : a3d.shape[2]; - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 != null ? mapActivationToShaderProgram(activation2, true) : null; - const containsFusedOps = hasBias || hasPreluActivationWeights || hasLeakyreluAlpha || fusedActivation != null; - let out; - if ((outerShapeA === 1 || outerShapeB === 1) && sharedDim > MATMUL_SHARED_DIM_THRESHOLD && containsFusedOps === false) { - let aVec = a3d; - let bVec = b3d; - if (transposeA) { - aVec = transpose3({inputs: {x: a3d}, backend: backend22, attrs: {perm: [0, 2, 1]}}); - intermediates.push(aVec); - } - if (transposeB) { - bVec = transpose3({inputs: {x: b3d}, backend: backend22, attrs: {perm: [0, 2, 1]}}); - intermediates.push(bVec); - } - const shouldReshapeA = outerShapeB !== 1; - const shouldReshapeB = outerShapeB === 1; - let aVec3d = aVec; - if (shouldReshapeA) { - aVec3d = reshape3({ - inputs: {x: aVec}, - backend: backend22, - attrs: {shape: [batchDim, sharedDim, 1]} - }); - intermediates.push(aVec3d); - } - const axis = outerShapeB === 1 ? 2 : 1; - let bVec3d = bVec; - if (shouldReshapeB) { - bVec3d = reshape3({ - inputs: {x: bVec}, - backend: backend22, - attrs: {shape: [batchDim, 1, sharedDim]} - }); - intermediates.push(bVec3d); - } - const product = multiply2({inputs: {a: aVec3d, b: bVec3d}, backend: backend22}); - out = sum4({inputs: {x: product}, backend: backend22, attrs: {axis, keepDims: true}}); - intermediates.push(product); - } else { - const dtype = upcastType(a.dtype, b.dtype); - const program = new MatMulPackedProgram(a3dShape, b3dShape, [batchDim, outerShapeA, outerShapeB], transposeA, transposeB, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs = [a3d, b3d]; - if (bias != null) { - inputs.push(bias); - } - if (hasPreluActivationWeights) { - inputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - out = backend22.runWebGLProgram(program, inputs, dtype); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: outShape}}); - intermediates.push(out); - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return outReshaped; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function _fusedMatMul2(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b, bias, preluActivationWeights} = inputs; - const {transposeA, transposeB, activation: activation2, leakyreluAlpha} = attrs; - return batchMatMulImpl({ - a, - b, - transposeA, - transposeB, - backend: backend22, - bias, - preluActivationWeights, - leakyreluAlpha, - activation: activation2 - }); -} -var _fusedMatMulConfig2 = { - kernelName: _FusedMatMul, - backendName: "webgl", - kernelFunc: _fusedMatMul2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ABS2 = `return abs(x);`; -function abs3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (backend22.shouldExecuteOnCPU([x]) && x.dtype !== "complex64") { - const xData = backend22.texData.get(x.dataId); - const outValues = simpleAbsImplCPU(xData.values); - return backend22.makeTensorInfo(x.shape, x.dtype, outValues); - } - let program; - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - program = new UnaryOpPackedProgram(x.shape, ABS2); - } else { - program = new UnaryOpProgram(x.shape, ABS2); - } - return backend22.runWebGLProgram(program, [x], x.dtype); -} -var absConfig2 = { - kernelName: Abs, - backendName: "webgl", - kernelFunc: abs3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ACOS = CHECK_NAN_SNIPPET + ` + `}};function mp(e,t,n){let r=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new lL(e.shape,t):new oL(e.shape,t);return n.runWebGLProgram(r,[e],e.dtype)}function uL(e,t,n,r){let a=t,s=e.shape.length,i=v.parseAxisParam(a,e.shape),o=i,l=R.getAxesPermutation(o,s),c=l!=null,u=e;c&&(u=mp(e,l,r),o=R.getInnerMostAxes(o.length,s)),R.assertAxesAreInnerMostDims("sum",o,s);let[h,d]=R.computeOutAndReduceShapes(u.shape,o),p=h;n&&(p=R.expandShapeToKeepDim(h,i));let f=v.sizeFromShape(d),m=v.sizeFromShape(e.shape)/f,A=xe({inputs:{x:u},attrs:{shape:[m,f]},backend:r}),y=od(e.dtype),g=_i(A,y,"sum",r),w=xe({inputs:{x:g},attrs:{shape:p},backend:r});return r.disposeIntermediateTensorInfo(A),r.disposeIntermediateTensorInfo(g),c&&r.disposeIntermediateTensorInfo(u),w}function oA(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r;return uL(a,s,i,n)}var cL={kernelName:Gs,backendName:"webgl",kernelFunc:oA};function In(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{perm:s}=r,i=n,o=a.shape.length,l=new Array(o);for(let u=0;u=2&&u>=2&&w,()=>`Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${m}) and (${A}).`);let b=(y>g?e.shape.slice(0,-2):t.shape.slice(0,-2)).concat([p,f]);v.assert(h===d,()=>`Error in matMul: inner shapes (${h}) and (${d}) of Tensors with shapes ${e.shape} and ${t.shape} and transposeA=${n} and transposeB=${r} must match.`);let _=n?[y,h,p]:[y,p,h],x=r?[g,f,d]:[g,d,f],N=xe({inputs:{x:e},backend:a,attrs:{shape:_}}),T=xe({inputs:{x:t},backend:a,attrs:{shape:x}}),C=[N,T],F=Math.max(y,g),D=n?N.shape[1]:N.shape[2],L=s!=null,V=i!=null,U=l==="leakyrelu",j=l!=null?fp(l,!0):null,X=L||V||U||j!=null,G;if((p===1||f===1)&&D>e_&&X===!1){let Y=N,ae=T;n&&(Y=In({inputs:{x:N},backend:a,attrs:{perm:[0,2,1]}}),C.push(Y)),r&&(ae=In({inputs:{x:T},backend:a,attrs:{perm:[0,2,1]}}),C.push(ae));let te=f!==1,oe=f===1,Q=Y;te&&(Q=xe({inputs:{x:Y},backend:a,attrs:{shape:[F,D,1]}}),C.push(Q));let he=f===1?2:1,le=ae;oe&&(le=xe({inputs:{x:ae},backend:a,attrs:{shape:[F,1,D]}}),C.push(le));let fe=Jb({inputs:{a:Q,b:le},backend:a});G=oA({inputs:{x:fe},backend:a,attrs:{axis:he,keepDims:!0}}),C.push(fe)}else{let Y=tr(e.dtype,t.dtype),ae=new Xb(_,x,[F,p,f],n,r,L,j,V,U),te=[N,T];if(s!=null&&te.push(s),V&&te.push(i),U){let oe=a.makeTensorInfo([],"float32",v.createScalarValue(o,"float32"));te.push(oe),C.push(oe)}G=a.runWebGLProgram(ae,te,Y)}let ee=xe({inputs:{x:G},backend:a,attrs:{shape:b}});C.push(G);for(let Y of C)a.disposeIntermediateTensorInfo(Y);return ee}function dL(e){let{inputs:t,backend:n,attrs:r}=e,{a,b:s,bias:i,preluActivationWeights:o}=t,{transposeA:l,transposeB:c,activation:u,leakyreluAlpha:h}=r;return Ap({a,b:s,transposeA:l,transposeB:c,backend:n,bias:i,preluActivationWeights:o,leakyreluAlpha:h,activation:u})}var pL={kernelName:Js,backendName:"webgl",kernelFunc:dL},t_="return abs(x);";function fL(e){let{inputs:t,backend:n}=e,{x:r}=t;if(n.shouldExecuteOnCPU([r])&&r.dtype!=="complex64"){let s=n.texData.get(r.dataId),i=Fb(s.values);return n.makeTensorInfo(r.shape,r.dtype,i)}let a;return J().getBool("WEBGL_PACK_UNARY_OPERATIONS")?a=new El(r.shape,t_):a=new La(r.shape,t_),n.runWebGLProgram(a,[r],r.dtype)}var mL={kernelName:Yi,backendName:"webgl",kernelFunc:fL},AL=gr+` if (abs(x) > 1.) { return NAN; } return acos(x); -`; -var acos3 = unaryKernelFunc2({opSnippet: ACOS}); -var acosConfig2 = { - kernelName: Acos, - backendName: "webgl", - kernelFunc: acos3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ACOSH = CHECK_NAN_SNIPPET + ` +`,yL=Xe({opSnippet:AL}),gL={kernelName:Ji,backendName:"webgl",kernelFunc:yL},xL=gr+` if (x < 1.0) return NAN; -return log(x + sqrt(x * x - 1.0));`; -var acosh3 = unaryKernelFunc2({opSnippet: ACOSH}); -var acoshConfig2 = { - kernelName: Acosh, - backendName: "webgl", - kernelFunc: acosh3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ADD = "return a + b;"; -var addKernelFunc = binaryKernelFunc2({ - opSnippet: ADD, - packedOpSnippet: ADD, - supportsComplex: true, - cpuKernelImpl: addImplCPU -}); -var addConfig2 = { - kernelName: Add, - backendName: "webgl", - kernelFunc: addKernelFunc -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var AddNProgram = class { - constructor(outputShape, shapes) { - this.outputShape = []; - this.outputShape = outputShape; - this.variableNames = shapes.map((_, i) => `T${i}`); - const snippets = []; - this.variableNames.forEach((variable2) => { - snippets.push(`float v${variable2} = get${variable2}AtOutCoords();`); - }); - const operation = this.variableNames.map((variable2) => { - return `v${variable2}`; - }).join(" + "); - this.userCode = ` +return log(x + sqrt(x * x - 1.0));`,wL=Xe({opSnippet:xL}),bL={kernelName:Qi,backendName:"webgl",kernelFunc:wL},n_="return a + b;",_L=en({opSnippet:n_,packedOpSnippet:n_,supportsComplex:!0,cpuKernelImpl:Gz}),vL={kernelName:va,backendName:"webgl",kernelFunc:_L},kL=class{constructor(e,t){this.outputShape=[],this.outputShape=e,this.variableNames=t.map((a,s)=>`T${s}`);let n=[];this.variableNames.forEach(a=>{n.push(`float v${a} = get${a}AtOutCoords();`)});let r=this.variableNames.map(a=>`v${a}`).join(" + ");this.userCode=` void main() { - ${snippets.join("\n ")} + ${n.join(` + `)} - float result = ${operation}; + float result = ${r}; setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var AddNPackedProgram = class { - constructor(outputShape, shapes) { - this.outputShape = []; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - this.variableNames = shapes.map((_, i) => `T${i}`); - const snippets = []; - this.variableNames.forEach((variable2) => { - snippets.push(`vec4 v${variable2} = get${variable2}AtOutCoords();`); - }); - const operation = this.variableNames.map((variable2) => { - return `v${variable2}`; - }).join(" + "); - this.userCode = ` + `}},IL=class{constructor(e,t){this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.variableNames=t.map((a,s)=>`T${s}`);let n=[];this.variableNames.forEach(a=>{n.push(`vec4 v${a} = get${a}AtOutCoords();`)});let r=this.variableNames.map(a=>`v${a}`).join(" + ");this.userCode=` void main() { - ${snippets.join("\n ")} + ${n.join(` + `)} - vec4 result = ${operation}; + vec4 result = ${r}; setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function addN3(args) { - const {inputs, backend: backend22} = args; - const tensors = inputs; - if (tensors.length === 1) { - return identity2({inputs: {x: tensors[0]}, backend: backend22}); - } - if (tensors.length > env().get("WEBGL_MAX_TEXTURES_IN_SHADER")) { - const midIndex = Math.floor(tensors.length / 2); - const leftSide = addN3({inputs: tensors.slice(0, midIndex), backend: backend22}); - const rightSide = addN3({inputs: tensors.slice(midIndex), backend: backend22}); - return addN3({inputs: [leftSide, rightSide], backend: backend22}); - } - const dtype = tensors.map((t) => t.dtype).reduce((d1, d2) => upcastType(d1, d2)); - const shapes = tensors.map((t) => t.shape); - const usePackedOp = env().getBool("WEBGL_PACK"); - const program = usePackedOp ? new AddNPackedProgram(tensors[0].shape, shapes) : new AddNProgram(tensors[0].shape, shapes); - return backend22.runWebGLProgram(program, tensors, dtype); -} -var addNConfig2 = { - kernelName: AddN, - backendName: "webgl", - kernelFunc: addN3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function all3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("all", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "all", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; -} -var allConfig2 = { - kernelName: All, - backendName: "webgl", - kernelFunc: all3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function any3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("any", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "any", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; -} -var anyConfig2 = { - kernelName: Any, - backendName: "webgl", - kernelFunc: any3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ArgMinMaxProgram = class { - constructor(reduceInfo, op2, firstPass) { - this.variableNames = ["A"]; - const {windowSize, batchSize, outSize} = reduceInfo; - if (!firstPass) { - this.variableNames.push("bestIndicesA"); - } - this.outputShape = [batchSize, outSize]; - const compOp = op2 === "max" ? ">" : "<"; - const indexSnippet = firstPass ? "inOffset + i;" : "round(getBestIndicesA(batch, inOffset + i));"; - this.userCode = ` + `}};function yp(e){let{inputs:t,backend:n}=e,r=t;if(r.length===1)return On({inputs:{x:r[0]},backend:n});if(r.length>J().get("WEBGL_MAX_TEXTURES_IN_SHADER")){let o=Math.floor(r.length/2),l=yp({inputs:r.slice(0,o),backend:n}),c=yp({inputs:r.slice(o),backend:n});return yp({inputs:[l,c],backend:n})}let a=r.map(o=>o.dtype).reduce((o,l)=>tr(o,l)),s=r.map(o=>o.shape),i=J().getBool("WEBGL_PACK")?new IL(r[0].shape,s):new kL(r[0].shape,s);return n.runWebGLProgram(i,r,a)}var NL={kernelName:is,backendName:"webgl",kernelFunc:yp};function SL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=a;u!=null&&(h=In({inputs:{x:a},backend:n,attrs:{perm:u}}),c=R.getInnerMostAxes(c.length,o)),R.assertAxesAreInnerMostDims("all",c,o);let[d,p]=R.computeOutAndReduceShapes(h.shape,c),f=v.sizeFromShape(p),m=xe({inputs:{x:h},backend:n,attrs:{shape:[-1,f]}}),A=_i(m,m.dtype,"all",n),y;if(i){let g=R.expandShapeToKeepDim(d,l);y=xe({inputs:{x:A},backend:n,attrs:{shape:g}})}else y=xe({inputs:{x:A},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(m),n.disposeIntermediateTensorInfo(A),u!=null&&n.disposeIntermediateTensorInfo(h),y}var TL={kernelName:Ih,backendName:"webgl",kernelFunc:SL};function CL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=a;u!=null&&(h=In({inputs:{x:a},backend:n,attrs:{perm:u}}),c=R.getInnerMostAxes(c.length,o)),R.assertAxesAreInnerMostDims("any",c,o);let[d,p]=R.computeOutAndReduceShapes(h.shape,c),f=v.sizeFromShape(p),m=xe({inputs:{x:h},backend:n,attrs:{shape:[-1,f]}}),A=_i(m,m.dtype,"any",n),y;if(i){let g=R.expandShapeToKeepDim(d,l);y=xe({inputs:{x:A},backend:n,attrs:{shape:g}})}else y=xe({inputs:{x:A},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(m),n.disposeIntermediateTensorInfo(A),u!=null&&n.disposeIntermediateTensorInfo(h),y}var EL={kernelName:Nh,backendName:"webgl",kernelFunc:CL},RL=class{constructor(e,t,n){this.variableNames=["A"];let{windowSize:r,batchSize:a,outSize:s}=e;n||this.variableNames.push("bestIndicesA"),this.outputShape=[a,s];let i=t==="max"?">":"<",o=n?"inOffset + i;":"round(getBestIndicesA(batch, inOffset + i));";this.userCode=` void main() { ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${r}; int bestIndex = inOffset; float bestValue = getA(batch, bestIndex); - for (int i = 0; i < ${windowSize}; i++) { - int inIdx = ${indexSnippet}; + for (int i = 0; i < ${r}; i++) { + int inIdx = ${o}; float candidate = getA(batch, inIdx); - if (candidate ${compOp} bestValue) { + if (candidate ${i} bestValue) { bestValue = candidate; bestIndex = inIdx; } } setOutput(float(bestIndex)); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ArgMinMaxPackedProgram = class { - constructor(shape, windowSize, op2, firstPass) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - util_exports.assert(shape.length > 2, () => `Packed arg${op2.charAt(0).toUpperCase() + op2.slice(1)} supports only inputs with rank above 2.`); - const inSize = shape[shape.length - 1]; - const outSize = Math.ceil(inSize / windowSize); - this.outputShape = shape.slice(0, -1); - if (outSize > 1) { - this.outputShape.push(outSize); - } - if (!firstPass) { - this.variableNames.push("bestIndicesA"); - } - const outShape = this.outputShape; - const rank = outShape.length; - const dtype = getCoordsDataType(rank); - const coords22 = getChannels("coords", rank); - let sourceLocSetup; - let sourceRank; - if (outSize === 1) { - sourceRank = rank + 1; - const sourceLocDType = getCoordsDataType(sourceRank); - sourceLocSetup = ` - ${sourceLocDType} sourceLocR = ${sourceLocDType}(${coords22.join()}, 0); - ++${coords22[rank - 1]}; - ${sourceLocDType} sourceLocG = ${sourceLocDType}(${coords22.join()}, 0); - ++${coords22[rank - 2]}; - ${sourceLocDType} sourceLocA = ${sourceLocDType}(${coords22.join()}, 0); - --${coords22[rank - 1]}; - ${sourceLocDType} sourceLocB = ${sourceLocDType}(${coords22.join()}, 0); - --${coords22[rank - 2]};`; - } else { - sourceRank = rank; - sourceLocSetup = ` - ${dtype} sourceLocR = coords; - ++${coords22[rank - 1]}; - ${dtype} sourceLocG = coords; - ++${coords22[rank - 2]}; - ${dtype} sourceLocA = coords; - --${coords22[rank - 1]}; - ${dtype} sourceLocB = coords; - --${coords22[rank - 2]};`; - } - const channels = ["x", "y", "z", "w", "u", "v"].slice(0, sourceRank); - const inChannel = "." + channels[sourceRank - 1]; - const intChannels = channels.map((x) => "int " + x); - const srcRCoords = getChannels("sourceLocR", sourceRank - 1).concat("inIdx.r"); - const srcGCoords = getChannels("sourceLocG", sourceRank - 1).concat("inIdx.g"); - const srcBCoords = getChannels("sourceLocB", sourceRank - 1).concat("inIdx.b"); - const srcACoords = getChannels("sourceLocA", sourceRank - 1).concat("inIdx.a"); - const compOp = op2 === "max" ? "greaterThan" : "lessThan"; - const fetchCandidateIdx = firstPass ? "" : ` - inIdx = round(vec4(getBestIndicesAChannel(${srcRCoords.join()}), - getBestIndicesAChannel(${srcGCoords.join()}), - getBestIndicesAChannel(${srcBCoords.join()}), - getBestIndicesAChannel(${srcACoords.join()})));`; - const fetchValue = `vec4( - getAChannel(${srcRCoords.join()}), - hasNextCol ? getAChannel(${srcGCoords.join()}) : 0., - hasNextRow ? getAChannel(${srcBCoords.join()}) : 0., - hasNextRow && hasNextCol ? getAChannel(${srcACoords.join()}) : 0.)`; - const getBestIndicesAChannelSnippet = firstPass ? "" : ` - float getBestIndicesAChannel(${intChannels.join()}) { - return getChannel(getBestIndicesA(${channels.join()}), - vec2(${channels.slice(-2).join()})); - }`; - this.userCode = ` - float getAChannel(${intChannels.join()}) { - return getChannel(getA(${channels.join()}), - vec2(${channels.slice(-2).join()})); + `}},ML=class{constructor(e,t,n,r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,v.assert(e.length>2,()=>`Packed arg${n.charAt(0).toUpperCase()+n.slice(1)} supports only inputs with rank above 2.`);let a=e[e.length-1],s=Math.ceil(a/t);this.outputShape=e.slice(0,-1),s>1&&this.outputShape.push(s),r||this.variableNames.push("bestIndicesA");let i=this.outputShape,o=i.length,l=ot(o),c=dn("coords",o),u,h;if(s===1){h=o+1;let N=ot(h);u=` + ${N} sourceLocR = ${N}(${c.join()}, 0); + ++${c[o-1]}; + ${N} sourceLocG = ${N}(${c.join()}, 0); + ++${c[o-2]}; + ${N} sourceLocA = ${N}(${c.join()}, 0); + --${c[o-1]}; + ${N} sourceLocB = ${N}(${c.join()}, 0); + --${c[o-2]};`}else h=o,u=` + ${l} sourceLocR = coords; + ++${c[o-1]}; + ${l} sourceLocG = coords; + ++${c[o-2]}; + ${l} sourceLocA = coords; + --${c[o-1]}; + ${l} sourceLocB = coords; + --${c[o-2]};`;let d=["x","y","z","w","u","v"].slice(0,h),p="."+d[h-1],f=d.map(N=>"int "+N),m=dn("sourceLocR",h-1).concat("inIdx.r"),A=dn("sourceLocG",h-1).concat("inIdx.g"),y=dn("sourceLocB",h-1).concat("inIdx.b"),g=dn("sourceLocA",h-1).concat("inIdx.a"),w=n==="max"?"greaterThan":"lessThan",b=r?"":` + inIdx = round(vec4(getBestIndicesAChannel(${m.join()}), + getBestIndicesAChannel(${A.join()}), + getBestIndicesAChannel(${y.join()}), + getBestIndicesAChannel(${g.join()})));`,_=`vec4( + getAChannel(${m.join()}), + hasNextCol ? getAChannel(${A.join()}) : 0., + hasNextRow ? getAChannel(${y.join()}) : 0., + hasNextRow && hasNextCol ? getAChannel(${g.join()}) : 0.)`,x=r?"":` + float getBestIndicesAChannel(${f.join()}) { + return getChannel(getBestIndicesA(${d.join()}), + vec2(${d.slice(-2).join()})); + }`;this.userCode=` + float getAChannel(${f.join()}) { + return getChannel(getA(${d.join()}), + vec2(${d.slice(-2).join()})); } - ${getBestIndicesAChannelSnippet} + ${x} void main() { - ${dtype} coords = getOutputCoords(); - bool hasNextCol = ${coords22[rank - 1]} < ${outShape[rank - 1] - 1}; - bool hasNextRow = ${coords22[rank - 2]} < ${outShape[rank - 2] - 1}; - ${sourceLocSetup} - ivec4 srcIdx = ivec4(sourceLocR${inChannel}, sourceLocG${inChannel}, - sourceLocB${inChannel}, sourceLocA${inChannel}) * ${windowSize}; + ${l} coords = getOutputCoords(); + bool hasNextCol = ${c[o-1]} < ${i[o-1]-1}; + bool hasNextRow = ${c[o-2]} < ${i[o-2]-1}; + ${u} + ivec4 srcIdx = ivec4(sourceLocR${p}, sourceLocG${p}, + sourceLocB${p}, sourceLocA${p}) * ${t}; ivec4 inIdx = srcIdx; vec4 bestIndex = vec4(inIdx); - vec4 bestValue = ${fetchValue}; + vec4 bestValue = ${_}; - for (int i = 0; i < ${windowSize}; i++) { + for (int i = 0; i < ${t}; i++) { inIdx = srcIdx; - ${fetchCandidateIdx} - vec4 candidate = ${fetchValue}; + ${b} + vec4 candidate = ${_}; bvec4 nan = isnan(candidate); bvec4 replace = bvec4( - vec4(${compOp}(candidate, bestValue)) * (vec4(1.0) - vec4(nan))); + vec4(${w}(candidate, bestValue)) * (vec4(1.0) - vec4(nan))); bestValue = vec4(replace.x ? candidate.x : bestValue.x, replace.y ? candidate.y : bestValue.y, @@ -33892,332 +1320,25 @@ var ArgMinMaxPackedProgram = class { } setOutput(bestIndex); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function argReduce(backend22, x, reduceType, bestIndicesA = null) { - let batchSize = x.shape[0]; - let inSize = x.shape[1]; - if (bestIndicesA != null) { - batchSize = bestIndicesA.shape[0]; - inSize = bestIndicesA.shape[1]; - } - const windowSize = backend_util_exports.computeOptimalWindowSize(inSize); - const reduceInfo = {windowSize, inSize, batchSize, outSize: Math.ceil(inSize / windowSize)}; - const program = new ArgMinMaxProgram(reduceInfo, reduceType, bestIndicesA == null); - const inputs = [x]; - if (bestIndicesA != null) { - inputs.push(bestIndicesA); - } - const output = backend22.runWebGLProgram(program, inputs, "int32"); - if (output.shape[1] === 1) { - return output; - } - const result = argReduce(backend22, x, reduceType, output); - backend22.disposeIntermediateTensorInfo(output); - return result; -} -function argReducePacked(backend22, x, reduceType, bestIndicesA = null) { - const inShape = bestIndicesA != null ? bestIndicesA.shape : x.shape; - const inSize = inShape[inShape.length - 1]; - const windowSize = backend_util_exports.computeOptimalWindowSize(inSize); - const program = new ArgMinMaxPackedProgram(inShape, windowSize, reduceType, bestIndicesA == null); - const inputs = bestIndicesA == null ? [x] : [x, bestIndicesA]; - const output = backend22.runWebGLProgram(program, inputs, "int32"); - if (output.shape.length === x.shape.length) { - const result = argReducePacked(backend22, x, reduceType, output); - backend22.disposeIntermediateTensorInfo(output); - return result; - } - return output; -} -function argMinMaxReduce(backend22, x, axis, reduceType) { - const axes = [axis]; - backend_util_exports.assertAxesAreInnerMostDims("arg" + reduceType.charAt(0).toUpperCase() + reduceType.slice(1), axes, x.shape.length); - if (!env().getBool("WEBGL_PACK_REDUCE") || x.shape.length <= 2) { - const intermediateTensorInfos = []; - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(x.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [-1, inSize]}}); - intermediateTensorInfos.push(a2D); - const reduced = argReduce(backend22, a2D, reduceType); - intermediateTensorInfos.push(reduced); - const reshaped = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return reshaped; - } - return argReducePacked(backend22, x, reduceType); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function argMax3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis} = attrs; - let axes = util_exports.parseAxisParam(axis, x.shape); - const permutedAxes = backend_util_exports.getAxesPermutation(axes, x.shape.length); - let $x = x; - const intermediateTensorInfos = []; - if (permutedAxes != null) { - $x = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - intermediateTensorInfos.push($x); - axes = backend_util_exports.getInnerMostAxes(axes.length, $x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("argMax", [axes[0]], $x.shape.length); - const out = argMinMaxReduce(backend22, $x, axes[0], "max"); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return out; -} -var argMaxConfig2 = { - kernelName: ArgMax, - backendName: "webgl", - kernelFunc: argMax3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function argMin3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis} = attrs; - let axes = util_exports.parseAxisParam(axis, x.shape); - const permutedAxes = backend_util_exports.getAxesPermutation(axes, x.shape.length); - let $x = x; - const intermediateTensorInfos = []; - if (permutedAxes != null) { - $x = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - intermediateTensorInfos.push($x); - axes = backend_util_exports.getInnerMostAxes(axes.length, $x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("argMin", [axes[0]], $x.shape.length); - const out = argMinMaxReduce(backend22, $x, axes[0], "min"); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return out; -} -var argMinConfig2 = { - kernelName: ArgMin, - backendName: "webgl", - kernelFunc: argMin3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ASIN = CHECK_NAN_SNIPPET + ` + `}};function r_(e,t,n,r=null){let a=t.shape[0],s=t.shape[1];r!=null&&(a=r.shape[0],s=r.shape[1]);let i=R.computeOptimalWindowSize(s),o={windowSize:i,inSize:s,batchSize:a,outSize:Math.ceil(s/i)},l=new RL(o,n,r==null),c=[t];r!=null&&c.push(r);let u=e.runWebGLProgram(l,c,"int32");if(u.shape[1]===1)return u;let h=r_(e,t,n,u);return e.disposeIntermediateTensorInfo(u),h}function a_(e,t,n,r=null){let a=r!=null?r.shape:t.shape,s=a[a.length-1],i=R.computeOptimalWindowSize(s),o=new ML(a,i,n,r==null),l=r==null?[t]:[t,r],c=e.runWebGLProgram(o,l,"int32");if(c.shape.length===t.shape.length){let u=a_(e,t,n,c);return e.disposeIntermediateTensorInfo(c),u}return c}function s_(e,t,n,r){let a=[n];if(R.assertAxesAreInnerMostDims("arg"+r.charAt(0).toUpperCase()+r.slice(1),a,t.shape.length),!J().getBool("WEBGL_PACK_REDUCE")||t.shape.length<=2){let s=[],[i,o]=R.computeOutAndReduceShapes(t.shape,a),l=v.sizeFromShape(o),c=xe({inputs:{x:t},backend:e,attrs:{shape:[-1,l]}});s.push(c);let u=r_(e,c,r);s.push(u);let h=xe({inputs:{x:u},backend:e,attrs:{shape:i}});return s.forEach(d=>e.disposeIntermediateTensorInfo(d)),h}return a_(e,t,r)}function FL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s}=r,i=v.parseAxisParam(s,a.shape),o=R.getAxesPermutation(i,a.shape.length),l=a,c=[];o!=null&&(l=In({inputs:{x:a},backend:n,attrs:{perm:o}}),c.push(l),i=R.getInnerMostAxes(i.length,l.shape.length)),R.assertAxesAreInnerMostDims("argMax",[i[0]],l.shape.length);let u=s_(n,l,i[0],"max");return c.forEach(h=>n.disposeIntermediateTensorInfo(h)),u}var $L={kernelName:os,backendName:"webgl",kernelFunc:FL};function DL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s}=r,i=v.parseAxisParam(s,a.shape),o=R.getAxesPermutation(i,a.shape.length),l=a,c=[];o!=null&&(l=In({inputs:{x:a},backend:n,attrs:{perm:o}}),c.push(l),i=R.getInnerMostAxes(i.length,l.shape.length)),R.assertAxesAreInnerMostDims("argMin",[i[0]],l.shape.length);let u=s_(n,l,i[0],"min");return c.forEach(h=>n.disposeIntermediateTensorInfo(h)),u}var OL={kernelName:du,backendName:"webgl",kernelFunc:DL},zL=gr+` if (abs(x) > 1.) { return NAN; } return asin(x); -`; -var asin3 = unaryKernelFunc2({opSnippet: ASIN}); -var asinConfig2 = { - kernelName: Asin, - backendName: "webgl", - kernelFunc: asin3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ASINH = CHECK_NAN_SNIPPET + `return log(x + sqrt(x * x + 1.0));`; -var asinh3 = unaryKernelFunc2({opSnippet: ASINH}); -var asinhConfig2 = { - kernelName: Asinh, - backendName: "webgl", - kernelFunc: asinh3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ATAN = CHECK_NAN_SNIPPET + ` +`,PL=Xe({opSnippet:zL}),LL={kernelName:eo,backendName:"webgl",kernelFunc:PL},WL=gr+"return log(x + sqrt(x * x + 1.0));",BL=Xe({opSnippet:WL}),VL={kernelName:to,backendName:"webgl",kernelFunc:BL},UL=gr+` return atan(x); -`; -var atan4 = unaryKernelFunc2({opSnippet: ATAN}); -var atanConfig2 = { - kernelName: Atan, - backendName: "webgl", - kernelFunc: atan4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ATAN2 = CHECK_NAN_SNIPPET_BINARY + ` +`,jL=Xe({opSnippet:UL}),HL={kernelName:no,backendName:"webgl",kernelFunc:jL},GL=QP+` return atan(a, b); -`; -var ATAN2_PACKED = ` +`,qL=` vec4 result = atan(a, b); vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0)); - ` + CHECK_NAN_SNIPPET_BINARY_PACKED + ` + `+eL+` return result; -`; -var atan23 = binaryKernelFunc2({opSnippet: ATAN2, packedOpSnippet: ATAN2_PACKED}); -var atan2Config2 = { - kernelName: Atan2, - backendName: "webgl", - kernelFunc: atan23 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ATANH = CHECK_NAN_SNIPPET + ` +`,XL=en({opSnippet:GL,packedOpSnippet:qL}),KL={kernelName:ao,backendName:"webgl",kernelFunc:XL},ZL=gr+` if ((x < -1.0) || (x > 1.0)) return NAN; -return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; -var atanh3 = unaryKernelFunc2({opSnippet: ATANH}); -var atanhConfig2 = { - kernelName: Atanh, - backendName: "webgl", - kernelFunc: atanh3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Pool2DProgram = class { - constructor(convInfo, poolType, computePositions, flattenPositions = false, includeBatchInIndex = false) { - this.variableNames = ["x"]; - if (poolType === "avg" && computePositions) { - throw new Error("Cannot compute positions for average pool."); - } - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.outputShape = convInfo.outShape; - const isAvgPool = poolType === "avg"; - const batchFlattenPositionStr = `((batch * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + d`; - const flattenPositionStr = `(xR * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + d`; - let initializationValue = "0.0"; - if (!isAvgPool) { - initializationValue = "-1.0 / 1e-20"; - } - if (computePositions) { - const compareOp2 = ">="; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); +return (log(1.0 + x) - log(1.0 - x)) / 2.0;`,YL=Xe({opSnippet:ZL}),JL={kernelName:ro,backendName:"webgl",kernelFunc:YL},fc=class{constructor(e,t,n,r=!1,a=!1){if(this.variableNames=["x"],t==="avg"&&n)throw new Error("Cannot compute positions for average pool.");let s=e.filterWidth,i=e.strideHeight,o=e.strideWidth,l=e.dilationHeight,c=e.dilationWidth,u=e.effectiveFilterHeight,h=e.effectiveFilterWidth,d=e.padInfo.top,p=e.padInfo.left;this.outputShape=e.outShape;let f=t==="avg",m=`((batch * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + d`,A=`(xR * ${e.inWidth} + xC) * ${e.inChannels} + d`,y="0.0";if(f||(y="-1.0 / 1e-20"),n){let N=">=";this.userCode=` + const ivec2 strides = ivec2(${i}, ${o}); + const ivec2 pads = ivec2(${d}, ${p}); void main() { ivec4 coords = getOutputCoords(); @@ -34235,19 +1356,19 @@ var Pool2DProgram = class { int minMaxPosition = 0; float avgValue = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${u}; + wR += ${l}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { + for (int wC = 0; wC < ${h}; + wC += ${c}) { int xC = xCCorner + wC; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -34257,42 +1378,31 @@ var Pool2DProgram = class { // use the current value. float currMinMaxValue = mix( value, minMaxValue, minMaxValueFound); - if (value ${compareOp2} currMinMaxValue) { + if (value ${N} currMinMaxValue) { minMaxValue = value; minMaxValueFound = 1.0; - minMaxPosition = ${flattenPositions ? includeBatchInIndex ? batchFlattenPositionStr : flattenPositionStr : `wR * ${effectiveFilterWidth} + wC`}; + minMaxPosition = ${r?a?m:A:`wR * ${h} + wC`}; } } } setOutput(float(minMaxPosition)); } - `; - return; - } - const compareOp = "max"; - let returnValue = `${poolType}(${poolType}(${poolType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (poolType === "avg") { - returnValue = `avgValue / count`; - } - const filterWidthNearestVec4 = Math.floor(filterWidth / 4) * 4; - const filterWidthVec4Remainder = filterWidth % 4; - const updateSnippet = ` - if (${isAvgPool}) { + `;return}let g="max",w=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="avg"&&(w="avgValue / count");let b=Math.floor(s/4)*4,_=s%4,x=` + if (${f}) { avgValue += dot(values, ones); } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${g}(values, minMaxValue); } - `; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); - const float initializationValue = ${initializationValue}; + `;this.userCode=` + const ivec2 strides = ivec2(${i}, ${o}); + const ivec2 pads = ivec2(${d}, ${p}); + const float initializationValue = ${y}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float count = 0.0; float getValue(int batch, int xR, int xC, int d) { - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { return initializationValue; } count += 1.0; @@ -34310,33 +1420,33 @@ var Pool2DProgram = class { // max/min x(?, ?, d) to get y(yR, yC, d). // ? = to be determined - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${y}); float avgValue = 0.0; count = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${u}; + wR += ${l}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidthNearestVec4}; wC += 4) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${b}; wC += 4) { + int xC = xCCorner + wC * ${c}; vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), - getValue(batch, xR, xC + 2 * ${dilationWidth}, d), - getValue(batch, xR, xC + 3 * ${dilationWidth}, d) + getValue(batch, xR, xC + ${c}, d), + getValue(batch, xR, xC + 2 * ${c}, d), + getValue(batch, xR, xC + 3 * ${c}, d) ); - ${updateSnippet} + ${x} } - int xC = xCCorner + ${filterWidthNearestVec4}; - if (${filterWidthVec4Remainder === 1}) { + int xC = xCCorner + ${b}; + if (${_===1}) { vec4 values = vec4( getValue(batch, xR, xC, d), initializationValue, @@ -34344,63 +1454,33 @@ var Pool2DProgram = class { initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 2}) { + ${x} + } else if (${_===2}) { vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), + getValue(batch, xR, xC + ${c}, d), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 3}) { + ${x} + } else if (${_===3}) { vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), - getValue(batch, xR, xC + 2 * ${dilationWidth}, d), + getValue(batch, xR, xC + ${c}, d), + getValue(batch, xR, xC + 2 * ${c}, d), initializationValue ); - ${updateSnippet} + ${x} } } - setOutput(${returnValue}); + setOutput(${w}); } - `; - } -}; -var Pool3DProgram = class { - constructor(convInfo, poolType, computePositions, flattenPositions = false, includeBatchInIndex = false) { - this.variableNames = ["x"]; - if (poolType === "avg" && computePositions) { - throw new Error("Cannot compute positions for average pool."); - } - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.outputShape = convInfo.outShape; - const isAvgPool = poolType === "avg"; - let initializationValue = "0.0"; - if (!isAvgPool) { - initializationValue = "-1.0 / 1e-20"; - } - if (computePositions) { - const compareOp2 = ">="; - this.userCode = ` + `}},lA=class{constructor(e,t,n,r=!1,a=!1){if(this.variableNames=["x"],t==="avg"&&n)throw new Error("Cannot compute positions for average pool.");let s=e.filterWidth,i=e.strideDepth,o=e.strideHeight,l=e.strideWidth,c=e.dilationDepth,u=e.dilationHeight,h=e.dilationWidth,d=e.effectiveFilterDepth,p=e.effectiveFilterHeight,f=e.effectiveFilterWidth,m=e.padInfo.front,A=e.padInfo.top,y=e.padInfo.left;this.outputShape=e.outShape;let g=t==="avg",w="0.0";if(g||(w="-1.0 / 1e-20"),n){let C=">=";this.userCode=` const ivec3 strides = - ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + ivec3(${i}, ${o}, ${l}); + const ivec3 pads = ivec3(${m}, ${A}, ${y}); void main() { ivec5 coords = getOutputCoords(); @@ -34418,27 +1498,27 @@ var Pool3DProgram = class { float minMaxValueFound = 0.0; int minMaxPosition = 0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { + for (int wD = 0; wD < ${d}; + wD += ${c}) { int xD = xDCorner + wD; - if (xD < 0 || xD >= ${convInfo.inDepth}) { + if (xD < 0 || xD >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${p}; + wR += ${u}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { + for (int wC = 0; wC < ${f}; + wC += ${h}) { int xC = xCCorner + wC; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -34448,45 +1528,34 @@ var Pool3DProgram = class { // use the current value. float currMinMaxValue = mix( value, minMaxValue, minMaxValueFound); - if (value ${compareOp2} currMinMaxValue) { + if (value ${C} currMinMaxValue) { minMaxValue = value; minMaxValueFound = 1.0; - minMaxPosition = ${flattenPositions ? includeBatchInIndex ? `(((batch * ${convInfo.inDepth} + xD) * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + ch` : `((xD * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + ch` : `wD * ${effectiveFilterHeight} * ${effectiveFilterWidth} + - wR * ${effectiveFilterWidth} + wC`}; + minMaxPosition = ${r?a?`(((batch * ${e.inDepth} + xD) * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + ch`:`((xD * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + ch`:`wD * ${p} * ${f} + + wR * ${f} + wC`}; } } } } setOutput(float(minMaxPosition)); } - `; - return; - } - const compareOp = "max"; - let returnValue = `${poolType}(${poolType}(${poolType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (poolType === "avg") { - returnValue = `avgValue / count`; - } - const filterWidthNearestVec4 = Math.floor(filterWidth / 4) * 4; - const filterWidthVec4Remainder = filterWidth % 4; - const updateSnippet = ` - if (${isAvgPool}) { + `;return}let b="max",_=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="avg"&&(_="avgValue / count");let x=Math.floor(s/4)*4,N=s%4,T=` + if (${g}) { avgValue += dot(values, ones); } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${b}(values, minMaxValue); } - `; - this.userCode = ` + `;this.userCode=` const ivec3 strides = - ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); - const float initializationValue = ${initializationValue}; + ivec3(${i}, ${o}, ${l}); + const ivec3 pads = ivec3(${m}, ${A}, ${y}); + const float initializationValue = ${w}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float count = 0.0; float getValue(int batch, int xD, int xR, int xC, int ch) { - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { return initializationValue; } count += 1.0; @@ -34505,41 +1574,41 @@ var Pool3DProgram = class { // max/min x(?, ?, ?, d) to get y(yD, yR, yC, ch). // ? = to be determined - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${w}); float avgValue = 0.0; count = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { + for (int wD = 0; wD < ${d}; + wD += ${c}) { int xD = xDCorner + wD; - if (xD < 0 || xD >= ${convInfo.inDepth}) { + if (xD < 0 || xD >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${p}; + wR += ${u}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidthNearestVec4}; wC += 4) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${x}; wC += 4) { + int xC = xCCorner + wC * ${h}; vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 2 * ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 3 * ${dilationWidth}, ch) + getValue(batch, xD, xR, xC + ${h}, ch), + getValue(batch, xD, xR, xC + 2 * ${h}, ch), + getValue(batch, xD, xR, xC + 3 * ${h}, ch) ); - ${updateSnippet} + ${T} } - int xC = xCCorner + ${filterWidthNearestVec4}; - if (${filterWidthVec4Remainder === 1}) { + int xC = xCCorner + ${x}; + if (${N===1}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), initializationValue, @@ -34547,132 +1616,33 @@ var Pool3DProgram = class { initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 2}) { + ${T} + } else if (${N===2}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), + getValue(batch, xD, xR, xC + ${h}, ch), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 3}) { + ${T} + } else if (${N===3}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 2 * ${dilationWidth}, ch), + getValue(batch, xD, xR, xC + ${h}, ch), + getValue(batch, xD, xR, xC + 2 * ${h}, ch), initializationValue ); - ${updateSnippet} + ${T} } } - setOutput(${returnValue}); + setOutput(${_}); } } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPool3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - assertNotComplex2(x, "avgPool"); - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = 1; - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, dilations), () => `Error in avgPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - if (convInfo.filterWidth === 1 && convInfo.filterHeight === 1 && util_exports.arraysEqual(convInfo.inShape, convInfo.outShape)) { - return identity2({inputs: {x}, backend: backend22}); - } - const avgPoolProgram = new Pool2DProgram(convInfo, "avg", false); - return backend22.runWebGLProgram(avgPoolProgram, [x], "float32"); -} -var avgPoolConfig2 = { - kernelName: AvgPool, - backendName: "webgl", - kernelFunc: avgPool3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPool3D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {filterSize, strides, pad: pad3, dimRoundingMode, dataFormat} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode, dataFormat); - const avgPoolProgram = new Pool3DProgram(convInfo, "avg", false); - return backend22.runWebGLProgram(avgPoolProgram, [x], "float32"); -} -var avgPool3DConfig2 = { - kernelName: AvgPool3D, - backendName: "webgl", - kernelFunc: avgPool3D2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var AvgPool2DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const avgMultiplier = 1 / (filterHeight * filterWidth); - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); - const float avgMultiplier = float(${avgMultiplier}); + `}};function QL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t;kl(a,"avgPool");let{filterSize:s,strides:i,pad:o,dimRoundingMode:l}=r,c=1;v.assert(R.eitherStridesOrDilationsAreOne(i,c),()=>`Error in avgPool: Either strides or dilations must be 1. Got strides ${i} and dilations '${c}'`);let u=R.computePool2DInfo(a.shape,s,i,c,o,l);if(u.filterWidth===1&&u.filterHeight===1&&v.arraysEqual(u.inShape,u.outShape))return On({inputs:{x:a},backend:n});let h=new fc(u,"avg",!1);return n.runWebGLProgram(h,[a],"float32")}var eW={kernelName:ls,backendName:"webgl",kernelFunc:QL};function tW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{filterSize:s,strides:i,pad:o,dimRoundingMode:l,dataFormat:c}=r,u=[1,1,1],h=R.computePool3DInfo(a.shape,s,i,u,o,l,c),d=new lA(h,"avg",!1);return n.runWebGLProgram(d,[a],"float32")}var nW={kernelName:pu,backendName:"webgl",kernelFunc:tW},rW=class{constructor(e){this.variableNames=["dy"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=e.dilationHeight,i=e.dilationWidth,o=e.effectiveFilterHeight,l=e.effectiveFilterWidth,c=o-1-e.padInfo.top,u=l-1-e.padInfo.left,h=1/(t*n);this.userCode=` + const ivec2 pads = ivec2(${c}, ${u}); + const float avgMultiplier = float(${h}); void main() { ivec4 coords = getOutputCoords(); @@ -34686,20 +1656,20 @@ var AvgPool2DBackpropProgram = class { // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${o}; + wR += ${s}) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC+= ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${l}; + wC+= ${i}) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } @@ -34712,32 +1682,9 @@ var AvgPool2DBackpropProgram = class { } setOutput(dotProd); } - `; - } -}; -var AvgPool3DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy"]; - this.outputShape = convInfo.inShape; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = effectiveFilterDepth - 1 - convInfo.padInfo.front; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const avgMultiplier = 1 / (filterDepth * filterHeight * filterWidth); - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); - const float avgMultiplier = float(${avgMultiplier}); + `}},aW=class{constructor(e){this.variableNames=["dy"],this.outputShape=e.inShape;let t=e.filterDepth,n=e.filterHeight,r=e.filterWidth,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=e.dilationDepth,l=e.dilationHeight,c=e.dilationWidth,u=e.effectiveFilterDepth,h=e.effectiveFilterHeight,d=e.effectiveFilterWidth,p=u-1-e.padInfo.front,f=h-1-e.padInfo.top,m=d-1-e.padInfo.left,A=1/(t*n*r);this.userCode=` + const ivec3 pads = ivec3(${p}, ${f}, ${m}); + const float avgMultiplier = float(${A}); void main() { ivec5 coords = getOutputCoords(); @@ -34754,30 +1701,30 @@ var AvgPool3DBackpropProgram = class { // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { - float dyD = float(dyDCorner + wD) / ${strideDepth}.0; + for (int wD = 0; wD < ${u}; + wD += ${o}) { + float dyD = float(dyDCorner + wD) / ${a}.0; - if (dyD < 0.0 || dyD >= ${convInfo.outDepth}.0 || fract(dyD) > 0.0) { + if (dyD < 0.0 || dyD >= ${e.outDepth}.0 || fract(dyD) > 0.0) { continue; } int idyD = int(dyD); - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${h}; + wR += ${l}) { + float dyR = float(dyRCorner + wR) / ${s}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${d}; + wC += ${c}) { + float dyC = float(dyCCorner + wC) / ${i}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } @@ -34791,706 +1738,71 @@ var AvgPool3DBackpropProgram = class { } setOutput(dotProd); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPool3DGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - const avgPoolBackpropProgram = new AvgPool3DBackpropProgram(convInfo); - return backend22.runWebGLProgram(avgPoolBackpropProgram, [dy], x.dtype); -} -var avgPoolGrad3DConfig = { - kernelName: AvgPool3DGrad, - backendName: "webgl", - kernelFunc: avgPool3DGrad2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPoolGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - assertNotComplex2([dy, input2], "avgPoolGrad"); - const {filterSize, strides, pad: pad3} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3); - const avgPoolBackpropProgram = new AvgPool2DBackpropProgram(convInfo); - return backend22.runWebGLProgram(avgPoolBackpropProgram, [dy], x.dtype); -} -var avgPoolGradConfig2 = { - kernelName: AvgPoolGrad, - backendName: "webgl", - kernelFunc: avgPoolGrad2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function batchMatMul2(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b} = inputs; - const {transposeA, transposeB} = attrs; - return batchMatMulImpl({a, b, transposeA, transposeB, backend: backend22}); -} -var batchMatMulConfig2 = { - kernelName: BatchMatMul, - backendName: "webgl", - kernelFunc: batchMatMul2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var BatchNormProgram = class { - constructor(xShape, meanShape, varianceShape, offsetShape, scaleShape, varianceEpsilon) { - this.outputShape = []; - this.variableNames = ["x", "mean", "variance"]; - backend_util_exports.assertAndGetBroadcastShape(xShape, meanShape); - backend_util_exports.assertAndGetBroadcastShape(xShape, varianceShape); - let offsetSnippet = "0.0"; - if (offsetShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, offsetShape); - this.variableNames.push("offset"); - offsetSnippet = "getOffsetAtOutCoords()"; - } - let scaleSnippet = "1.0"; - if (scaleShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, scaleShape); - this.variableNames.push("scale"); - scaleSnippet = "getScaleAtOutCoords()"; - } - this.outputShape = xShape; - this.userCode = ` + `}};function sW(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s,{filterSize:o,strides:l,pad:c,dimRoundingMode:u}=r,h=[1,1,1],d=R.computePool3DInfo(i.shape,o,l,h,c,u),p=new aW(d);return n.runWebGLProgram(p,[a],i.dtype)}var iW={kernelName:Th,backendName:"webgl",kernelFunc:sW};function oW(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s;kl([a,s],"avgPoolGrad");let{filterSize:o,strides:l,pad:c}=r,u=R.computePool2DInfo(i.shape,o,l,1,c),h=new rW(u);return n.runWebGLProgram(h,[a],i.dtype)}var lW={kernelName:Sh,backendName:"webgl",kernelFunc:oW};function uW(e){let{inputs:t,backend:n,attrs:r}=e,{a,b:s}=t,{transposeA:i,transposeB:o}=r;return Ap({a,b:s,transposeA:i,transposeB:o,backend:n})}var cW={kernelName:us,backendName:"webgl",kernelFunc:uW},hW=class{constructor(e,t,n,r,a,s){this.outputShape=[],this.variableNames=["x","mean","variance"],R.assertAndGetBroadcastShape(e,t),R.assertAndGetBroadcastShape(e,n);let i="0.0";r!=null&&(R.assertAndGetBroadcastShape(e,r),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");let o="1.0";a!=null&&(R.assertAndGetBroadcastShape(e,a),this.variableNames.push("scale"),o="getScaleAtOutCoords()"),this.outputShape=e,this.userCode=` void main() { float x = getXAtOutCoords(); float mean = getMeanAtOutCoords(); float variance = getVarianceAtOutCoords(); - float offset = ${offsetSnippet}; - float scale = ${scaleSnippet}; - float inv = scale * inversesqrt(variance + float(${varianceEpsilon})); + float offset = ${i}; + float scale = ${o}; + float inv = scale * inversesqrt(variance + float(${s})); setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1))); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var BatchNormPackedProgram = class { - constructor(xShape, meanShape, varianceShape, offsetShape, scaleShape, varianceEpsilon) { - this.packedInputs = true; - this.packedOutput = true; - this.variableNames = ["x", "mean", "variance"]; - backend_util_exports.assertAndGetBroadcastShape(xShape, meanShape); - backend_util_exports.assertAndGetBroadcastShape(xShape, varianceShape); - let offsetSnippet = "vec4(0.0)"; - if (offsetShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, offsetShape); - this.variableNames.push("offset"); - offsetSnippet = "getOffsetAtOutCoords()"; - } - let scaleSnippet = "vec4(1.0)"; - if (scaleShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, scaleShape); - this.variableNames.push("scale"); - scaleSnippet = "getScaleAtOutCoords()"; - } - this.outputShape = xShape; - this.userCode = ` + `}},dW=class{constructor(e,t,n,r,a,s){this.packedInputs=!0,this.packedOutput=!0,this.variableNames=["x","mean","variance"],R.assertAndGetBroadcastShape(e,t),R.assertAndGetBroadcastShape(e,n);let i="vec4(0.0)";r!=null&&(R.assertAndGetBroadcastShape(e,r),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");let o="vec4(1.0)";a!=null&&(R.assertAndGetBroadcastShape(e,a),this.variableNames.push("scale"),o="getScaleAtOutCoords()"),this.outputShape=e,this.userCode=` void main() { - vec4 offset = ${offsetSnippet}; - vec4 scale = ${scaleSnippet}; + vec4 offset = ${i}; + vec4 scale = ${o}; vec4 x = getXAtOutCoords(); vec4 mean = getMeanAtOutCoords(); vec4 variance = getVarianceAtOutCoords(); - vec4 inv = scale * inversesqrt(variance + vec4(${varianceEpsilon})); + vec4 inv = scale * inversesqrt(variance + vec4(${s})); setOutput((x - mean) * inv + offset); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var batchNorm3 = ({inputs, backend: backend22, attrs}) => { - const {x, mean: mean4, variance, offset, scale: scale2} = inputs; - util_exports.assert(mean4.shape.length === variance.shape.length, () => "Batch normalization gradient requires mean and variance to have equal ranks."); - util_exports.assert(offset == null || mean4.shape.length === offset.shape.length, () => "Batch normalization gradient requires mean and offset to have equal ranks."); - util_exports.assert(scale2 == null || mean4.shape.length === scale2.shape.length, () => "Batch normalization gradient requires mean and scale to have equal ranks."); - let {varianceEpsilon} = attrs; - if (varianceEpsilon == null) { - varianceEpsilon = 1e-3; - } - const finalInputs = [x, mean4, variance]; - let offsetShape = null; - if (offset != null) { - offsetShape = offset.shape; - finalInputs.push(offset); - } - let scaleShape = null; - if (scale2 != null) { - scaleShape = scale2.shape; - finalInputs.push(scale2); - } - const program = env().getBool("WEBGL_PACK_NORMALIZATION") ? new BatchNormPackedProgram(x.shape, mean4.shape, variance.shape, offsetShape, scaleShape, varianceEpsilon) : new BatchNormProgram(x.shape, mean4.shape, variance.shape, offsetShape, scaleShape, varianceEpsilon); - const output = backend22.runWebGLProgram(program, finalInputs, finalInputs[0].dtype); - return output; -}; -var batchNormConfig2 = { - kernelName: FusedBatchNorm, - backendName: "webgl", - kernelFunc: batchNorm3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SliceProgram = class { - constructor(destSize) { - this.variableNames = ["source"]; - this.outputShape = destSize; - this.rank = destSize.length; - const dtype = getCoordsDataType(this.rank); - const uniformPart = `uniform int start[${this.rank}];`; - const sourceCoords = getCoords(this.rank); - let body4; - const coordSum = destSize.map((_, i) => { - return `sourceLoc.${coords[i]} = start[${i}] + coords.${coords[i]};`; - }); - body4 = ` - ${dtype} sourceLoc; - ${dtype} coords = getOutputCoords(); - ${coordSum.join("\n")} - `; - this.userCode = ` - ${uniformPart} + `}},pW=({inputs:e,backend:t,attrs:n})=>{let{x:r,mean:a,variance:s,offset:i,scale:o}=e;v.assert(a.shape.length===s.shape.length,()=>"Batch normalization gradient requires mean and variance to have equal ranks."),v.assert(i==null||a.shape.length===i.shape.length,()=>"Batch normalization gradient requires mean and offset to have equal ranks."),v.assert(o==null||a.shape.length===o.shape.length,()=>"Batch normalization gradient requires mean and scale to have equal ranks.");let{varianceEpsilon:l}=n;l==null&&(l=.001);let c=[r,a,s],u=null;i!=null&&(u=i.shape,c.push(i));let h=null;o!=null&&(h=o.shape,c.push(o));let d=J().getBool("WEBGL_PACK_NORMALIZATION")?new dW(r.shape,a.shape,s.shape,u,h,l):new hW(r.shape,a.shape,s.shape,u,h,l);return t.runWebGLProgram(d,c,c[0].dtype)},fW={kernelName:bs,backendName:"webgl",kernelFunc:pW},AW=class{constructor(e){this.variableNames=["source"],this.outputShape=e,this.rank=e.length;let t=ot(this.rank),n=`uniform int start[${this.rank}];`,r=mW(this.rank),a,s=e.map((i,o)=>`sourceLoc.${uA[o]} = start[${o}] + coords.${uA[o]};`);a=` + ${t} sourceLoc; + ${t} coords = getOutputCoords(); + ${s.join(` +`)} + `,this.userCode=` + ${n} void main() { - ${body4} - setOutput(getSource(${sourceCoords})); + ${a} + setOutput(getSource(${r})); } - `; - } - getCustomSetupFunc(start) { - if (start.length !== this.rank) { - throw Error(`The rank (${this.rank}) of the program must match the length of start (${start.length})`); - } - return (gpgpu, webGLProgram) => { - if (this.startLoc == null) { - this.startLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "start"); - if (this.startLoc == null) { - return; + `}getCustomSetupFunc(e){if(e.length!==this.rank)throw Error(`The rank (${this.rank}) of the program must match the length of start (${e.length})`);return(t,n)=>{this.startLoc==null&&(this.startLoc=t.getUniformLocationNoThrow(n,"start"),this.startLoc==null)||t.gl.uniform1iv(this.startLoc,e)}}},uA=["x","y","z","w","u","v"];function mW(e){if(e===1)return"sourceLoc";if(e<=6)return uA.slice(0,e).map(t=>"sourceLoc."+t).join(",");throw Error(`Slicing for rank ${e} is not yet supported`)}var yW=class{constructor(e){this.variableNames=["source"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.rank=e.length;let t=ot(this.rank),n=dn("coords",this.rank),r=dn("sourceLoc",this.rank),a=this.rank===1?"sourceLoc":`vec2(${r.slice(-2).join()})`,s=`getChannel(getSource(${r.join()}), ${a})`,i=` + result.x = ${s}; + if (++${n[this.rank-1]} < ${e[this.rank-1]}) { + ++${r[this.rank-1]}; + result.y = ${s}; + --${r[this.rank-1]}; + } + `,o=this.rank===1?"":` + --${n[this.rank-1]}; + if (++${n[this.rank-2]} < ${e[this.rank-2]}) { + ++${r[this.rank-2]}; + result.z = ${s}; + if (++${n[this.rank-1]} < ${e[this.rank-1]}) { + ++${r[this.rank-1]}; + result.w = ${s}; } } - gpgpu.gl.uniform1iv(this.startLoc, start); - }; - } -}; -var coords = ["x", "y", "z", "w", "u", "v"]; -function getCoords(rank) { - if (rank === 1) { - return "sourceLoc"; - } else if (rank <= 6) { - return coords.slice(0, rank).map((x) => "sourceLoc." + x).join(","); - } else { - throw Error(`Slicing for rank ${rank} is not yet supported`); - } -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SlicePackedProgram = class { - constructor(destSize) { - this.variableNames = ["source"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = destSize; - this.rank = destSize.length; - const dtype = getCoordsDataType(this.rank); - const coords22 = getChannels("coords", this.rank); - const sourceLoc = getChannels("sourceLoc", this.rank); - const innerDims = this.rank === 1 ? "sourceLoc" : `vec2(${sourceLoc.slice(-2).join()})`; - const getChannel = `getChannel(getSource(${sourceLoc.join()}), ${innerDims})`; - const upperRow = ` - result.x = ${getChannel}; - if (++${coords22[this.rank - 1]} < ${destSize[this.rank - 1]}) { - ++${sourceLoc[this.rank - 1]}; - result.y = ${getChannel}; - --${sourceLoc[this.rank - 1]}; - } - `; - const lowerRow = this.rank === 1 ? "" : ` - --${coords22[this.rank - 1]}; - if (++${coords22[this.rank - 2]} < ${destSize[this.rank - 2]}) { - ++${sourceLoc[this.rank - 2]}; - result.z = ${getChannel}; - if (++${coords22[this.rank - 1]} < ${destSize[this.rank - 1]}) { - ++${sourceLoc[this.rank - 1]}; - result.w = ${getChannel}; - } - } - `; - const sourceLocSetup = this.rank <= 4 ? `sourceLoc = coords + - ${dtype}(${destSize.map((_, i) => `start[${i}]`).join()});` : destSize.map((_, i) => `${sourceLoc[i]} = ${coords22[i]} + start[${i}];`).join("\n"); - this.userCode = ` + `,l=this.rank<=4?`sourceLoc = coords + + ${t}(${e.map((c,u)=>`start[${u}]`).join()});`:e.map((c,u)=>`${r[u]} = ${n[u]} + start[${u}];`).join(` +`);this.userCode=` uniform int start[${this.rank}]; void main() { - ${dtype} coords = getOutputCoords(); - ${dtype} sourceLoc; - ${sourceLocSetup} + ${t} coords = getOutputCoords(); + ${t} sourceLoc; + ${l} vec4 result = vec4(0.); - ${upperRow} - ${lowerRow} + ${i} + ${o} setOutput(result); } - `; - } - getCustomSetupFunc(start) { - if (start.length !== this.rank) { - throw Error(`The rank (${this.rank}) of the program must match the length of start (${start.length})`); - } - return (gpgpu, webGLProgram) => { - if (this.startLoc == null) { - this.startLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "start"); - if (this.startLoc == null) { - return; - } - } - gpgpu.gl.uniform1iv(this.startLoc, start); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function shallowSlice(x, begin, size, backend22) { - const xTexData = backend22.texData.get(x.dataId); - const t = backend22.makeTensorInfo(size, x.dtype); - const newTexData = backend22.texData.get(t.dataId); - Object.assign(newTexData, xTexData); - newTexData.refCount = 1; - newTexData.shape = size; - newTexData.dtype = x.dtype; - let flatOffset = slice_util_exports.computeFlatOffset(begin, util_exports.computeStrides(x.shape)); - if (xTexData.slice) { - flatOffset += xTexData.slice.flatOffset; - } - newTexData.slice = { - flatOffset, - origDataId: xTexData.slice && xTexData.slice.origDataId || x.dataId - }; - const refCount = backend22.dataRefCount.get(newTexData.slice.origDataId) || 1; - backend22.dataRefCount.set(newTexData.slice.origDataId, refCount + 1); - return t; -} -function slice3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {begin, size} = attrs; - const [$begin, $size] = slice_util_exports.parseSliceParams(x, begin, size); - slice_util_exports.assertParamsValid(x, $begin, $size); - if (util_exports.sizeFromShape($size) === 0) { - return backend22.makeTensorInfo($size, x.dtype, []); - } - if (backend22.shouldExecuteOnCPU([x]) || x.dtype === "string") { - const xTexData = backend22.texData.get(x.dataId); - const outValues = sliceImplCPU(xTexData.values, $begin, $size, x.shape, x.dtype); - return backend22.makeTensorInfo($size, x.dtype, outValues); - } - const {isPacked} = backend22.texData.get(x.dataId); - const isContinous = slice_util_exports.isSliceContinous(x.shape, $begin, $size); - if (isPacked || !isContinous) { - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new SlicePackedProgram($size) : new SliceProgram($size); - const customSetup = program.getCustomSetupFunc($begin); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); - } - backend22.uploadToGPU(x.dataId); - return shallowSlice(x, $begin, $size, backend22); -} -var sliceConfig2 = { - kernelName: Slice, - backendName: "webgl", - kernelFunc: slice3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var batchToSpaceND3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockShape, crops} = attrs; - util_exports.assert(x.shape.length <= 4, () => "batchToSpaceND for rank > 4 with a WebGL backend not implemented yet"); - const prod5 = blockShape.reduce((a, b) => a * b); - const reshaped = backend_util_exports.getReshaped(x.shape, blockShape, prod5); - const permuted = backend_util_exports.getPermuted(reshaped.length, blockShape.length); - const reshapedPermuted = backend_util_exports.getReshapedPermuted(x.shape, blockShape, prod5); - const sliceBeginCoords = backend_util_exports.getSliceBeginCoords(crops, blockShape.length); - const sliceSize = backend_util_exports.getSliceSize(reshapedPermuted, crops, blockShape.length); - const toDispose = []; - const reshapedIntermediate = reshape3({inputs: {x}, backend: backend22, attrs: {shape: reshaped}}); - const transposedIntermediate = transpose3({inputs: {x: reshapedIntermediate}, backend: backend22, attrs: {perm: permuted}}); - const reshapedIntermediate2 = reshape3({ - inputs: {x: transposedIntermediate}, - backend: backend22, - attrs: {shape: reshapedPermuted} - }); - const sliced = slice3({ - inputs: {x: reshapedIntermediate2}, - backend: backend22, - attrs: {begin: sliceBeginCoords, size: sliceSize} - }); - toDispose.push(reshapedIntermediate); - toDispose.push(transposedIntermediate); - toDispose.push(reshapedIntermediate2); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return sliced; -}; -var batchToSpaceNDConfig2 = { - kernelName: BatchToSpaceND, - backendName: "webgl", - kernelFunc: batchToSpaceND3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function bincount3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, weights} = inputs; - const {size} = attrs; - const xVals = backend22.readSync(x.dataId); - const weightsVals = backend22.readSync(weights.dataId); - const outVals = bincountImplCPU(xVals, weightsVals, weights.dtype, weights.shape, size); - return backend22.makeTensorInfo([size], weights.dtype, outVals); -} -var bincountConfig2 = { - kernelName: Bincount, - backendName: "webgl", - kernelFunc: bincount3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var NOT_EQUAL = `return float(a != b);`; -var notEqual3 = binaryKernelFunc2({opSnippet: NOT_EQUAL, dtype: "bool"}); -var notEqualConfig2 = { - kernelName: NotEqual, - backendName: "webgl", - kernelFunc: notEqual3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function real3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - const inputData = backend22.texData.get(input2.dataId); - return identity2({inputs: {x: inputData.complexTensorInfos.real}, backend: backend22}); -} -var realConfig2 = { - kernelName: Real, - backendName: "webgl", - kernelFunc: real3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TO_INT = `return float(int(x));`; -function int(input2, backend22) { - const program = new UnaryOpProgram(input2.shape, TO_INT); - const output = backend22.runWebGLProgram(program, [input2], "int32"); - return {dataId: output.dataId, shape: output.shape, dtype: output.dtype}; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function cast3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dtype} = attrs; - if (dtype === "complex64") { - if (x.dtype === "complex64") { - return identity2({inputs: {x}, backend: backend22}); - } - const zerosTensor = zeros(x.shape); - const floatX = cast3({inputs: {x}, backend: backend22, attrs: {dtype: "float32"}}); - const result = complex3({inputs: {real: floatX, imag: zerosTensor}, backend: backend22}); - zerosTensor.dispose(); - backend22.disposeIntermediateTensorInfo(floatX); - return result; - } - if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const result = cast3({inputs: {x: realPart}, backend: backend22, attrs: {dtype}}); - backend22.disposeIntermediateTensorInfo(realPart); - return result; - } - if (!util_exports.hasEncodingLoss(x.dtype, dtype)) { - const result = identity2({inputs: {x}, backend: backend22}); - return {dataId: result.dataId, shape: result.shape, dtype}; - } - if (dtype === "int32") { - return int(x, backend22); - } - if (dtype === "bool") { - const zerosTensorInfo = backend22.makeTensorInfo([], "bool", util_exports.getTypedArrayFromDType("bool", 1)); - const binaryInputs = {a: x, b: zerosTensorInfo}; - const result = notEqual3({inputs: binaryInputs, backend: backend22}); - backend22.disposeIntermediateTensorInfo(zerosTensorInfo); - return result; - } - throw new Error(`Error in Cast: failed to cast ${x.dtype} to ${dtype}`); -} -var castConfig2 = { - kernelName: Cast, - backendName: "webgl", - kernelFunc: cast3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CEIL = `return ceil(x);`; -var ceil3 = unaryKernelFunc2({opSnippet: CEIL, packedOpSnippet: CEIL, cpuKernelImpl: ceilImplCPU}); -var ceilConfig2 = { - kernelName: Ceil, - backendName: "webgl", - kernelFunc: ceil3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ClipProgram = class { - constructor(aShape) { - this.variableNames = ["A"]; - this.outputShape = aShape; - this.userCode = ` + `}getCustomSetupFunc(e){if(e.length!==this.rank)throw Error(`The rank (${this.rank}) of the program must match the length of start (${e.length})`);return(t,n)=>{this.startLoc==null&&(this.startLoc=t.getUniformLocationNoThrow(n,"start"),this.startLoc==null)||t.gl.uniform1iv(this.startLoc,e)}}};function gW(e,t,n,r){let a=r.texData.get(e.dataId),s=r.makeTensorInfo(n,e.dtype),i=r.texData.get(s.dataId);Object.assign(i,a),i.refCount=1,i.shape=n,i.dtype=e.dtype;let o=ln.computeFlatOffset(t,v.computeStrides(e.shape));a.slice&&(o+=a.slice.flatOffset),i.slice={flatOffset:o,origDataId:a.slice&&a.slice.origDataId||e.dataId};let l=r.dataRefCount.get(i.slice.origDataId)||1;return r.dataRefCount.set(i.slice.origDataId,l+1),s}function mc(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{begin:s,size:i}=r,[o,l]=ln.parseSliceParams(a,s,i);if(ln.assertParamsValid(a,o,l),v.sizeFromShape(l)===0)return n.makeTensorInfo(l,a.dtype,[]);if(n.shouldExecuteOnCPU([a])||a.dtype==="string"){let h=n.texData.get(a.dataId),d=dP(h.values,o,l,a.shape,a.dtype);return n.makeTensorInfo(l,a.dtype,d)}let{isPacked:c}=n.texData.get(a.dataId),u=ln.isSliceContinous(a.shape,o,l);if(c||!u){let h=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new yW(l):new AW(l),d=h.getCustomSetupFunc(o);return n.runWebGLProgram(h,[a],a.dtype,d)}return n.uploadToGPU(a.dataId),gW(a,o,l,n)}var xW={kernelName:Wo,backendName:"webgl",kernelFunc:mc},wW=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockShape:s,crops:i}=r;v.assert(a.shape.length<=4,()=>"batchToSpaceND for rank > 4 with a WebGL backend not implemented yet");let o=s.reduce((g,w)=>g*w),l=R.getReshaped(a.shape,s,o),c=R.getPermuted(l.length,s.length),u=R.getReshapedPermuted(a.shape,s,o),h=R.getSliceBeginCoords(i,s.length),d=R.getSliceSize(u,i,s.length),p=[],f=xe({inputs:{x:a},backend:n,attrs:{shape:l}}),m=In({inputs:{x:f},backend:n,attrs:{perm:c}}),A=xe({inputs:{x:m},backend:n,attrs:{shape:u}}),y=mc({inputs:{x:A},backend:n,attrs:{begin:h,size:d}});return p.push(f),p.push(m),p.push(A),p.forEach(g=>n.disposeIntermediateTensorInfo(g)),y},bW={kernelName:fu,backendName:"webgl",kernelFunc:wW};function _W(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,weights:s}=t,{size:i}=r,o=n.readSync(a.dataId),l=n.readSync(s.dataId),c=Mb(o,l,s.dtype,s.shape,i);return n.makeTensorInfo([i],s.dtype,c)}var vW={kernelName:Ch,backendName:"webgl",kernelFunc:_W},kW="return float(a != b);",i_=en({opSnippet:kW,dtype:"bool"}),IW={kernelName:To,backendName:"webgl",kernelFunc:i_};function Ac(e){let{inputs:t,backend:n}=e,{input:r}=t,a=n.texData.get(r.dataId);return On({inputs:{x:a.complexTensorInfos.real},backend:n})}var NW={kernelName:Zh,backendName:"webgl",kernelFunc:Ac},SW="return float(int(x));";function TW(e,t){let n=new La(e.shape,SW),r=t.runWebGLProgram(n,[e],"int32");return{dataId:r.dataId,shape:r.shape,dtype:r.dtype}}function cA(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{dtype:s}=r;if(s==="complex64"){if(a.dtype==="complex64")return On({inputs:{x:a},backend:n});let i=Ct(a.shape),o=cA({inputs:{x:a},backend:n,attrs:{dtype:"float32"}}),l=Wa({inputs:{real:o,imag:i},backend:n});return i.dispose(),n.disposeIntermediateTensorInfo(o),l}if(a.dtype==="complex64"){let i=Ac({inputs:{input:a},backend:n}),o=cA({inputs:{x:i},backend:n,attrs:{dtype:s}});return n.disposeIntermediateTensorInfo(i),o}if(!v.hasEncodingLoss(a.dtype,s)){let i=On({inputs:{x:a},backend:n});return{dataId:i.dataId,shape:i.shape,dtype:s}}if(s==="int32")return TW(a,n);if(s==="bool"){let i=n.makeTensorInfo([],"bool",v.getTypedArrayFromDType("bool",1)),o=i_({inputs:{a,b:i},backend:n});return n.disposeIntermediateTensorInfo(i),o}throw new Error(`Error in Cast: failed to cast ${a.dtype} to ${s}`)}var CW={kernelName:cs,backendName:"webgl",kernelFunc:cA},o_="return ceil(x);",EW=Xe({opSnippet:o_,packedOpSnippet:o_,cpuKernelImpl:Xz}),RW={kernelName:hs,backendName:"webgl",kernelFunc:EW},MW=class{constructor(e){this.variableNames=["A"],this.outputShape=e,this.userCode=` uniform float minVal; uniform float maxVal; @@ -35503,42 +1815,7 @@ var ClipProgram = class { setOutput(clamp(value, minVal, maxVal)); } - `; - } - getCustomSetupFunc(min6, max6) { - return (gpgpu, webGLProgram) => { - if (this.minLoc == null) { - this.minLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "minVal"); - this.maxLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "maxVal"); - } - gpgpu.gl.uniform1f(this.minLoc, min6); - gpgpu.gl.uniform1f(this.maxLoc, max6); - }; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ClipPackedProgram = class { - constructor(aShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = aShape; - this.userCode = ` + `}getCustomSetupFunc(e,t){return(n,r)=>{this.minLoc==null&&(this.minLoc=n.getUniformLocationNoThrow(r,"minVal"),this.maxLoc=n.getUniformLocationNoThrow(r,"maxVal")),n.gl.uniform1f(this.minLoc,e),n.gl.uniform1f(this.maxLoc,t)}}},FW=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode=` uniform float minVal; uniform float maxVal; @@ -35552,74 +1829,7 @@ var ClipPackedProgram = class { setOutput(clamp(value, vec4(minVal), vec4(maxVal))); } - `; - } - getCustomSetupFunc(min6, max6) { - return (gpgpu, webGLProgram) => { - if (this.minLoc == null) { - this.minLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "minVal"); - this.maxLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "maxVal"); - } - gpgpu.gl.uniform1f(this.minLoc, min6); - gpgpu.gl.uniform1f(this.maxLoc, max6); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function clipByValue2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {clipValueMin, clipValueMax} = attrs; - let program; - if (env().getBool("WEBGL_PACK_CLIP")) { - program = new ClipPackedProgram(x.shape); - } else { - program = new ClipProgram(x.shape); - } - const customSetup = program.getCustomSetupFunc(clipValueMin, clipValueMax); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); -} -var clipByValueConfig = { - kernelName: ClipByValue, - backendName: "webgl", - kernelFunc: clipByValue2 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ComplexAbsProgram = class { - constructor(shape) { - this.variableNames = ["real", "imag"]; - this.outputShape = shape; - this.userCode = ` + `}getCustomSetupFunc(e,t){return(n,r)=>{this.minLoc==null&&(this.minLoc=n.getUniformLocationNoThrow(r,"minVal"),this.maxLoc=n.getUniformLocationNoThrow(r,"maxVal")),n.gl.uniform1f(this.minLoc,e),n.gl.uniform1f(this.maxLoc,t)}}};function $W(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{clipValueMin:s,clipValueMax:i}=r,o;J().getBool("WEBGL_PACK_CLIP")?o=new FW(a.shape):o=new MW(a.shape);let l=o.getCustomSetupFunc(s,i);return n.runWebGLProgram(o,[a],a.dtype,l)}var DW={kernelName:ka,backendName:"webgl",kernelFunc:$W},OW=class{constructor(e){this.variableNames=["real","imag"],this.outputShape=e,this.userCode=` void main() { float re = abs(getRealAtOutCoords()); float im = abs(getImagAtOutCoords()); @@ -35632,423 +1842,96 @@ var ComplexAbsProgram = class { mx == 0.0 ? 0.0 : mx * length(vec2(1, min(re, im)/mx)) ); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function makeComplexComponentTensorInfo(complexTensor, complexPart) { - return { - dataId: complexPart.dataId, - dtype: complexPart.dtype, - shape: complexTensor.shape - }; -} -function complexAbs2(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - const xData = backend22.texData.get(x.dataId); - const program = new ComplexAbsProgram(x.shape); - const programInputs = [ - makeComplexComponentTensorInfo(x, xData.complexTensorInfos.real), - makeComplexComponentTensorInfo(x, xData.complexTensorInfos.imag) - ]; - return backend22.runWebGLProgram(program, programInputs, programInputs[0].dtype); -} -var complexAbsConfig2 = { - kernelName: ComplexAbs, - backendName: "webgl", - kernelFunc: complexAbs2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ConcatProgram = class { - constructor(shapes) { - this.outputShape = []; - this.outputShape = backend_util_exports.computeOutShape(shapes, 1); - this.variableNames = shapes.map((_, i) => `T${i}`); - const offsets = new Array(shapes.length - 1); - offsets[0] = shapes[0][1]; - for (let i = 1; i < offsets.length; i++) { - offsets[i] = offsets[i - 1] + shapes[i][1]; - } - const snippets = [`if (yC < ${offsets[0]}) setOutput(getT0(yR, yC));`]; - for (let i = 1; i < offsets.length; i++) { - const shift = offsets[i - 1]; - snippets.push(`else if (yC < ${offsets[i]}) setOutput(getT${i}(yR, yC-${shift}));`); - } - const lastIndex = offsets.length; - const lastShift = offsets[offsets.length - 1]; - snippets.push(`else setOutput(getT${lastIndex}(yR, yC-${lastShift}));`); - this.userCode = ` + `}};function l_(e,t){return{dataId:t.dataId,dtype:t.dtype,shape:e.shape}}function zW(e){let{inputs:t,backend:n}=e,{x:r}=t,a=n.texData.get(r.dataId),s=new OW(r.shape),i=[l_(r,a.complexTensorInfos.real),l_(r,a.complexTensorInfos.imag)];return n.runWebGLProgram(s,i,i[0].dtype)}var PW={kernelName:mu,backendName:"webgl",kernelFunc:zW},LW=class{constructor(e){this.outputShape=[],this.outputShape=R.computeOutShape(e,1),this.variableNames=e.map((s,i)=>`T${i}`);let t=new Array(e.length-1);t[0]=e[0][1];for(let s=1;s `T${i}`); - const offsets = new Array(shapes.length - 1); - offsets[0] = shapes[0][axis]; - for (let i = 1; i < offsets.length; i++) { - offsets[i] = offsets[i - 1] + shapes[i][axis]; - } - const channel = channels[axis]; - const lastChannels = channels.slice(-2); - const allChannels = channels.join(); - let getValueSnippet = `if (${channel} < ${offsets[0]}) { + `}},WW=class{constructor(e,t){this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[],this.outputShape=R.computeOutShape(e,t);let n=this.outputShape,r=n.length,a=ot(r),s=dn("coords",r),i=["x","y","z","w","u","v"].slice(0,r);this.variableNames=e.map((f,m)=>`T${m}`);let o=new Array(e.length-1);o[0]=e[0][t];for(let f=1;f= ${offsets[i - 1]}) { + getT0(${u}), vec2(${c.join()})); + }`;for(let f=1;f= ${o[f-1]}) { return getChannel( - getT${i}(${shiftedChannels(channels, channel, shift2)}), - vec2(${shiftedChannels(lastChannels, channel, shift2)})); - }`; - } - const lastIndex = offsets.length; - const shift = offsets[offsets.length - 1]; - getValueSnippet += ` + getT${f}(${gp(i,l,m)}), + vec2(${gp(c,l,m)})); + }`}let d=o.length,p=o[o.length-1];h+=` return getChannel( - getT${lastIndex}(${shiftedChannels(channels, channel, shift)}), - vec2(${shiftedChannels(lastChannels, channel, shift)}));`; - this.userCode = ` - float getValue(${channels.map((x) => "int " + x)}) { - ${getValueSnippet} + getT${d}(${gp(i,l,p)}), + vec2(${gp(c,l,p)}));`,this.userCode=` + float getValue(${i.map(f=>"int "+f)}) { + ${h} } void main() { - ${dtype} coords = getOutputCoords(); - vec4 result = vec4(getValue(${coords22}), 0., 0., 0.); + ${a} coords = getOutputCoords(); + vec4 result = vec4(getValue(${s}), 0., 0., 0.); - ${coords22[rank - 1]} = ${coords22[rank - 1]} + 1; - if (${coords22[rank - 1]} < ${shape[rank - 1]}) { - result.g = getValue(${coords22}); + ${s[r-1]} = ${s[r-1]} + 1; + if (${s[r-1]} < ${n[r-1]}) { + result.g = getValue(${s}); } - ${coords22[rank - 2]} = ${coords22[rank - 2]} + 1; - if (${coords22[rank - 2]} < ${shape[rank - 2]}) { - result.a = getValue(${coords22}); + ${s[r-2]} = ${s[r-2]} + 1; + if (${s[r-2]} < ${n[r-2]}) { + result.a = getValue(${s}); } - ${coords22[rank - 1]} = ${coords22[rank - 1]} - 1; - if (${coords22[rank - 2]} < ${shape[rank - 2]} && - ${coords22[rank - 1]} < ${shape[rank - 1]}) { - result.b = getValue(${coords22}); + ${s[r-1]} = ${s[r-1]} - 1; + if (${s[r-2]} < ${n[r-2]} && + ${s[r-1]} < ${n[r-1]}) { + result.b = getValue(${s}); } setOutput(result); } - `; - } -}; -function shiftedChannels(channels, channel, shift) { - const channelIdx = channels.indexOf(channel); - const res = channels.map((c, idx) => { - if (idx === channelIdx) { - return `${c} - ${shift}`; - } else { - return c; - } - }); - return res.join(); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function imag3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - const inputData = backend22.texData.get(input2.dataId); - return identity2({inputs: {x: inputData.complexTensorInfos.imag}, backend: backend22}); -} -var imagConfig2 = { - kernelName: Imag, - backendName: "webgl", - kernelFunc: imag3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function concatImpl2(inputs, axis, backend22) { - const dtype = inputs[0].dtype; - if (dtype === "complex64") { - const reals = inputs.map((t) => real3({inputs: {input: t}, backend: backend22})); - const imags = inputs.map((t) => imag3({inputs: {input: t}, backend: backend22})); - const realConcated = concatImpl2(reals, axis, backend22); - const imagConcated = concatImpl2(imags, axis, backend22); - const result2 = complex3({inputs: {real: realConcated, imag: imagConcated}, backend: backend22}); - reals.forEach((r) => backend22.disposeIntermediateTensorInfo(r)); - imags.forEach((i) => backend22.disposeIntermediateTensorInfo(i)); - backend22.disposeIntermediateTensorInfo(realConcated); - backend22.disposeIntermediateTensorInfo(imagConcated); - return result2; - } - if (dtype === "string") { - const {tensors2D: tensors2D2, outShape: outShape2} = computeTensors2D(inputs, axis, backend22); - const inputsValShapes = tensors2D2.map((t) => { - return {vals: backend22.readSync(t.dataId), shape: t.shape}; - }); - const simplyConcat = tensors2D2[0].shape[0] === 1; - const outVals = concatImplCPU(inputsValShapes, outShape2, dtype, simplyConcat); - const finalOutShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const outInfo = backend22.makeTensorInfo(finalOutShape, dtype, outVals); - tensors2D2.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return outInfo; - } - if (inputs.length > env().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")) { - const midIndex = Math.floor(inputs.length / 2); - const leftSide = concatImpl2(inputs.slice(0, midIndex), axis, backend22); - const rightSide = concatImpl2(inputs.slice(midIndex), axis, backend22); - const result2 = concatImpl2([leftSide, rightSide], axis, backend22); - backend22.disposeIntermediateTensorInfo(leftSide); - backend22.disposeIntermediateTensorInfo(rightSide); - return result2; - } - if (env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") && inputs[0].shape.length > 1) { - const program2 = new ConcatPackedProgram(inputs.map((t) => t.shape), axis); - return backend22.runWebGLProgram(program2, inputs, dtype); - } - const {tensors2D, outShape} = computeTensors2D(inputs, axis, backend22); - const program = new ConcatProgram(tensors2D.map((t) => t.shape)); - const result = backend22.runWebGLProgram(program, tensors2D, dtype); - tensors2D.forEach((r) => backend22.disposeIntermediateTensorInfo(r)); - const reshapedResult = reshape3({inputs: {x: result}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(result); - return reshapedResult; -} -function computeTensors2D(inputs, axis, backend22) { - const outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const tensors2D = inputs.map((x) => reshape3({ - inputs: {x}, - attrs: {shape: [-1, util_exports.sizeFromShape(x.shape.slice(axis))]}, - backend: backend22 - })); - return {tensors2D, outShape}; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function concat3(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, inputs[0].shape)[0]; - const outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), $axis); - if (util_exports.sizeFromShape(outShape) === 0) { - return backend22.makeTensorInfo(outShape, inputs[0].dtype, []); - } - const $inputs = inputs.filter((t) => util_exports.sizeFromShape(t.shape) > 0); - if ($inputs.length === 1) { - return identity2({inputs: {x: $inputs[0]}, backend: backend22}); - } - const shapes = $inputs.map((t) => t.shape); - backend_util_exports.assertParamsConsistent(shapes, $axis); - return concatImpl2($inputs, $axis, backend22); -} -var concatConfig2 = { - kernelName: Concat, - backendName: "webgl", - kernelFunc: concat3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Conv2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivationWeights = false, hasLeakyreluAlpha = false) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const inputDepthNearestVec4 = Math.floor(convInfo.inChannels / 4) * 4; - const inputDepthVec4Remainder = convInfo.inChannels % 4; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const rowDim = isChannelsLast ? 1 : 2; - const colDim = isChannelsLast ? 2 : 3; - const channelDim = isChannelsLast ? 3 : 1; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivationWeights) { - activationSnippet = `float activation(float a) { + `}};function gp(e,t,n){let r=e.indexOf(t);return e.map((a,s)=>s===r?`${a} - ${n}`:a).join()}function xp(e){let{inputs:t,backend:n}=e,{input:r}=t,a=n.texData.get(r.dataId);return On({inputs:{x:a.complexTensorInfos.imag},backend:n})}var BW={kernelName:Uh,backendName:"webgl",kernelFunc:xp};function Fl(e,t,n){let r=e[0].dtype;if(r==="complex64"){let c=e.map(f=>Ac({inputs:{input:f},backend:n})),u=e.map(f=>xp({inputs:{input:f},backend:n})),h=Fl(c,t,n),d=Fl(u,t,n),p=Wa({inputs:{real:h,imag:d},backend:n});return c.forEach(f=>n.disposeIntermediateTensorInfo(f)),u.forEach(f=>n.disposeIntermediateTensorInfo(f)),n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),p}if(r==="string"){let{tensors2D:c,outShape:u}=u_(e,t,n),h=c.map(A=>({vals:n.readSync(A.dataId),shape:A.shape})),d=c[0].shape[0]===1,p=Kz(h,u,r,d),f=R.computeOutShape(e.map(A=>A.shape),t),m=n.makeTensorInfo(f,r,p);return c.forEach(A=>n.disposeIntermediateTensorInfo(A)),m}if(e.length>J().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){let c=Math.floor(e.length/2),u=Fl(e.slice(0,c),t,n),h=Fl(e.slice(c),t,n),d=Fl([u,h],t,n);return n.disposeIntermediateTensorInfo(u),n.disposeIntermediateTensorInfo(h),d}if(J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&e[0].shape.length>1){let c=new WW(e.map(u=>u.shape),t);return n.runWebGLProgram(c,e,r)}let{tensors2D:a,outShape:s}=u_(e,t,n),i=new LW(a.map(c=>c.shape)),o=n.runWebGLProgram(i,a,r);a.forEach(c=>n.disposeIntermediateTensorInfo(c));let l=xe({inputs:{x:o},attrs:{shape:s},backend:n});return n.disposeIntermediateTensorInfo(o),l}function u_(e,t,n){let r=R.computeOutShape(e.map(a=>a.shape),t);return{tensors2D:e.map(a=>xe({inputs:{x:a},attrs:{shape:[-1,v.sizeFromShape(a.shape.slice(t))]},backend:n})),outShape:r}}function c_(e){let{inputs:t,backend:n,attrs:r}=e,{axis:a}=r,s=v.parseAxisParam(a,t[0].shape)[0],i=R.computeOutShape(t.map(c=>c.shape),s);if(v.sizeFromShape(i)===0)return n.makeTensorInfo(i,t[0].dtype,[]);let o=t.filter(c=>v.sizeFromShape(c.shape)>0);if(o.length===1)return On({inputs:{x:o[0]},backend:n});let l=o.map(c=>c.shape);return R.assertParamsConsistent(l,s),Fl(o,s,n)}var VW={kernelName:so,backendName:"webgl",kernelFunc:c_},h_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.outputShape=e.outShape;let s=e.padInfo.top,i=e.padInfo.left,o=e.strideHeight,l=e.strideWidth,c=e.dilationHeight,u=e.dilationWidth,h=e.filterHeight,d=e.filterWidth,p=Math.floor(e.inChannels/4)*4,f=e.inChannels%4,m=e.dataFormat==="channelsLast",A=m?1:2,y=m?2:3,g=m?3:1,w="",b="";n&&(r?w=`float activation(float a) { float b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyreluAlpha) { - activationSnippet = `float activation(float a) { + ${n} + }`:a?w=`float activation(float a) { float b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = ` + ${n} + }`:w=` float activation(float x) { - ${activation2} + ${n} } - `; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivationWeights) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyreluAlpha) { - this.variableNames.push("leakyreluAlpha"); - } - this.userCode = ` - ${activationSnippet} + `,b="result = activation(result);");let _=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),a&&this.variableNames.push("leakyreluAlpha"),this.userCode=` + ${w} - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + const ivec2 strides = ivec2(${o}, ${l}); + const ivec2 pads = ivec2(${s}, ${i}); void main() { ivec4 coords = getOutputCoords(); int batch = coords[0]; - int d2 = coords[${channelDim}]; + int d2 = coords[${g}]; ivec2 xRCCorner = - ivec2(coords[${rowDim}], coords[${colDim}]) * strides - pads; + ivec2(coords[${A}], coords[${y}]) * strides - pads; int xRCorner = xRCCorner.x; int xCCorner = xRCCorner.y; // Convolve x(?, ?, d1) with w(:, :, d1, d2) to get y(yR, yC, d2). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${h}; wR++) { + int xR = xRCorner + wR * ${c}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${d}; wC++) { + int xC = xCCorner + wC * ${u}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - for (int d1 = 0; d1 < ${inputDepthNearestVec4}; d1 += 4) { + for (int d1 = 0; d1 < ${p}; d1 += 4) { vec4 wValues = vec4( getW(wR, wC, d1, d2), getW(wR, wC, d1 + 1, d2), @@ -36056,7 +1939,7 @@ var Conv2DProgram = class { getW(wR, wC, d1 + 3, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec4 xValues = vec4( getX(batch, xR, xC, d1), getX(batch, xR, xC, d1 + 1), @@ -36075,57 +1958,57 @@ var Conv2DProgram = class { } } - if (${inputDepthVec4Remainder === 1}) { + if (${f===1}) { - if (${isChannelsLast}) { + if (${m}) { dotProd += - getX(batch, xR, xC, ${inputDepthNearestVec4}) * - getW(wR, wC, ${inputDepthNearestVec4}, d2); + getX(batch, xR, xC, ${p}) * + getW(wR, wC, ${p}, d2); } else { dotProd += - getX(batch, ${inputDepthNearestVec4}, xR, xC) * - getW(wR, wC, ${inputDepthNearestVec4}, d2); + getX(batch, ${p}, xR, xC) * + getW(wR, wC, ${p}, d2); } - } else if (${inputDepthVec4Remainder === 2}) { + } else if (${f===2}) { vec2 wValues = vec2( - getW(wR, wC, ${inputDepthNearestVec4}, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 1, d2) + getW(wR, wC, ${p}, d2), + getW(wR, wC, ${p} + 1, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec2 xValues = vec2( - getX(batch, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 1) + getX(batch, xR, xC, ${p}), + getX(batch, xR, xC, ${p} + 1) ); dotProd += dot(xValues, wValues); } else { vec2 xValues = vec2( - getX(batch, ${inputDepthNearestVec4}, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 1, xR, xC) + getX(batch, ${p}, xR, xC), + getX(batch, ${p} + 1, xR, xC) ); dotProd += dot(xValues, wValues); } - } else if (${inputDepthVec4Remainder === 3}) { + } else if (${f===3}) { vec3 wValues = vec3( - getW(wR, wC, ${inputDepthNearestVec4}, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 1, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 2, d2) + getW(wR, wC, ${p}, d2), + getW(wR, wC, ${p} + 1, d2), + getW(wR, wC, ${p} + 2, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec3 xValues = vec3( - getX(batch, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 1), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 2) + getX(batch, xR, xC, ${p}), + getX(batch, xR, xC, ${p} + 1), + getX(batch, xR, xC, ${p} + 2) ); dotProd += dot(xValues, wValues); } else { vec3 xValues = vec3( - getX(batch, ${inputDepthNearestVec4}, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 1, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 2, xR, xC) + getX(batch, ${p}, xR, xC), + getX(batch, ${p} + 1, xR, xC), + getX(batch, ${p} + 2, xR, xC) ); dotProd += dot(xValues, wValues); } @@ -36135,34 +2018,13 @@ var Conv2DProgram = class { } float result = dotProd; - ${addBiasSnippet} - ${applyActivationSnippet} + ${_} + ${b} setOutput(result); } - `; - } -}; -var Conv3DProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const inputDepthNearestVec4 = Math.floor(convInfo.inChannels / 4) * 4; - const inputDepthVec4Remainder = convInfo.inChannels % 4; - this.userCode = ` - const ivec3 strides = ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},UW=class{constructor(e){this.variableNames=["x","W"],this.outputShape=e.outShape;let t=e.padInfo.front,n=e.padInfo.top,r=e.padInfo.left,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=e.dilationDepth,l=e.dilationHeight,c=e.dilationWidth,u=e.filterDepth,h=e.filterHeight,d=e.filterWidth,p=Math.floor(e.inChannels/4)*4,f=e.inChannels%4;this.userCode=` + const ivec3 strides = ivec3(${a}, ${s}, ${i}); + const ivec3 pads = ivec3(${t}, ${n}, ${r}); void main() { ivec5 coords = getOutputCoords(); @@ -36178,28 +2040,28 @@ var Conv3DProgram = class { // y(yF, yR, yC, d2). ? = to be determined. : = across all // values in that axis. float dotProd = 0.0; - for (int wF = 0; wF < ${filterDepth}; wF++) { - int xF = xFCorner + wF * ${dilationDepth}; + for (int wF = 0; wF < ${u}; wF++) { + int xF = xFCorner + wF * ${o}; - if (xF < 0 || xF >= ${convInfo.inDepth}) { + if (xF < 0 || xF >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${h}; wR++) { + int xR = xRCorner + wR * ${l}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${d}; wC++) { + int xC = xCCorner + wC * ${c}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - for (int d1 = 0; d1 < ${inputDepthNearestVec4}; d1 += 4) { + for (int d1 = 0; d1 < ${p}; d1 += 4) { vec4 xValues = vec4( getX(batch, xF, xR, xC, d1), getX(batch, xF, xR, xC, d1 + 1), @@ -36216,30 +2078,30 @@ var Conv3DProgram = class { dotProd += dot(xValues, wValues); } - if (${inputDepthVec4Remainder === 1}) { + if (${f===1}) { dotProd += - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}) * - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2); - } else if (${inputDepthVec4Remainder === 2}) { + getX(batch, xF, xR, xC, ${p}) * + getW(wF, wR, wC, ${p}, d2); + } else if (${f===2}) { vec2 xValues = vec2( - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 1) + getX(batch, xF, xR, xC, ${p}), + getX(batch, xF, xR, xC, ${p} + 1) ); vec2 wValues = vec2( - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 1, d2) + getW(wF, wR, wC, ${p}, d2), + getW(wF, wR, wC, ${p} + 1, d2) ); dotProd += dot(xValues, wValues); - } else if (${inputDepthVec4Remainder === 3}) { + } else if (${f===3}) { vec3 xValues = vec3( - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 1), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 2) + getX(batch, xF, xR, xC, ${p}), + getX(batch, xF, xR, xC, ${p} + 1), + getX(batch, xF, xR, xC, ${p} + 2) ); vec3 wValues = vec3( - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 1, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 2, d2) + getW(wF, wR, wC, ${p}, d2), + getW(wF, wR, wC, ${p} + 1, d2), + getW(wF, wR, wC, ${p} + 2, d2) ); dotProd += dot(xValues, wValues); } @@ -36248,76 +2110,38 @@ var Conv3DProgram = class { } setOutput(dotProd); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Im2ColPackedProgram = class { - constructor(outputShape, inputShape, convInfo) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - const {filterWidth, inChannels, strideWidth, strideHeight, padInfo, outWidth, dilationWidth, dilationHeight, dataFormat} = convInfo; - const {left, top} = padInfo; - const itemsPerBlockRow = inChannels * filterWidth; - const glsl = getGlslDifferences(); - const isChannelsLast = dataFormat === "channelsLast"; - const rowDim = isChannelsLast ? 0 : 1; - const colDim = isChannelsLast ? 1 : 2; - let unrolled = ``; - for (let row = 0; row <= 1; row++) { - for (let col = 0; col <= 1; col++) { - unrolled += ` - blockIndex = rc.y + ${col}; - pos = rc.x + ${row}; + `}},jW=class{constructor(e,t,n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;let{filterWidth:r,inChannels:a,strideWidth:s,strideHeight:i,padInfo:o,outWidth:l,dilationWidth:c,dilationHeight:u,dataFormat:h}=n,{left:d,top:p}=o,f=a*r,m=hn(),A=h==="channelsLast",y=A?0:1,g=A?1:2,w="";for(let b=0;b<=1;b++)for(let _=0;_<=1;_++)w+=` + blockIndex = rc.y + ${_}; + pos = rc.x + ${b}; - if(blockIndex < ${outputShape[1]} && pos < ${outputShape[0]}) { - offsetY = int(blockIndex / (${outWidth})) * ${strideHeight} - ${top}; - d0 = offsetY + ${dilationHeight} * (pos / ${itemsPerBlockRow}); + if(blockIndex < ${e[1]} && pos < ${e[0]}) { + offsetY = int(blockIndex / (${l})) * ${i} - ${p}; + d0 = offsetY + ${u} * (pos / ${f}); - if(d0 < ${inputShape[rowDim]} && d0 >= 0) { + if(d0 < ${t[y]} && d0 >= 0) { - offsetX = int(mod(float(blockIndex), ${outWidth}.) * ${strideWidth}. - ${left}.); - d1 = offsetX + ${dilationWidth} * (int(mod(float(pos), ${itemsPerBlockRow}.) / ${inChannels}.)); + offsetX = int(mod(float(blockIndex), ${l}.) * ${s}. - ${d}.); + d1 = offsetX + ${c} * (int(mod(float(pos), ${f}.) / ${a}.)); - if(d1 < ${inputShape[colDim]} && d1 >= 0) { + if(d1 < ${t[g]} && d1 >= 0) { - ch = int(mod(float(pos), ${inChannels}.)); + ch = int(mod(float(pos), ${a}.)); - if (${isChannelsLast}) { + if (${A}) { innerDims = vec2(d1, ch); - result[${row * 2 + col}] = getChannel( + result[${b*2+_}] = getChannel( getA(d0, int(innerDims.x), int(innerDims.y)), innerDims); } else { innerDims = vec2(d0, d1); - result[${row * 2 + col}] = getChannel( + result[${b*2+_}] = getChannel( getA(ch, int(innerDims.x), int(innerDims.y)), innerDims); } } } } - `; - } - } - this.userCode = ` + `;this.userCode=` void main() { ivec2 rc = getOutputCoords(); @@ -36326,228 +2150,11 @@ var Im2ColPackedProgram = class { int blockIndex, pos, offsetY, d0, offsetX, d1, ch; vec2 innerDims; - ${unrolled} + ${w} - ${glsl.output} = result; + ${m.output} = result; } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv2dByMatMul({x, filter, convInfo, backend: backend22, bias = null, preluActivationWeights = null, leakyreluAlpha = 0, activation: activation2 = null}) { - const xShape = x.shape; - const xTexData = backend22.texData.get(x.dataId); - const sharedMatMulDim = convInfo.inChannels; - const outerShapeX = xShape[0] * xShape[1] * xShape[2]; - const outerShapeFilter = convInfo.outChannels; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const transposeA = false; - const transposeB = false; - let out; - const intermediates = []; - const batchMatMulWillBeUnpacked = (outerShapeX === 1 || outerShapeFilter === 1) && sharedMatMulDim > MATMUL_SHARED_DIM_THRESHOLD; - const reshapeWillBeExpensive = xShape[2] % 2 !== 0 && !!xTexData.isPacked; - if (batchMatMulWillBeUnpacked || !env().getBool("WEBGL_LAZILY_UNPACK") || !env().getBool("WEBGL_PACK_BINARY_OPERATIONS") || !reshapeWillBeExpensive) { - const targetShape = isChannelsLast ? xShape[0] * xShape[1] * xShape[2] : xShape[0] * xShape[2] * xShape[3]; - const xReshaped = reshape3({ - inputs: {x}, - backend: backend22, - attrs: {shape: [1, targetShape, convInfo.inChannels]} - }); - const filterReshaped = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, convInfo.inChannels, convInfo.outChannels]} - }); - const result = batchMatMulImpl({ - a: xReshaped, - b: filterReshaped, - transposeA, - transposeB, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - out = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: convInfo.outShape}}); - intermediates.push(xReshaped); - intermediates.push(filterReshaped); - intermediates.push(result); - } else { - const targetShape = isChannelsLast ? xShape[0] * xShape[1] * (xShape[2] + 1) : xShape[0] * xShape[2] * (xShape[3] + 1); - const xReshaped = { - dataId: x.dataId, - shape: [1, targetShape, convInfo.inChannels], - dtype: x.dtype - }; - const originalXTexDataShape = xTexData.shape; - xTexData.shape = xTexData.shape.slice(); - xTexData.shape[xTexData.shape.length - 2]++; - util_exports.assert(isReshapeFree(xTexData.shape, xReshaped.shape), () => `packed reshape ${xTexData.shape} to ${xReshaped.shape} isn't free`); - const filterReshaped = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, convInfo.inChannels, convInfo.outChannels]} - }); - intermediates.push(filterReshaped); - const pointwiseConv = batchMatMulImpl({ - a: xReshaped, - b: filterReshaped, - backend: backend22, - transposeA, - transposeB, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - const pointwiseConvTexData = backend22.texData.get(pointwiseConv.dataId); - util_exports.assert(pointwiseConvTexData.isPacked, () => "batchMatMul result is expected to be packed"); - xTexData.shape = originalXTexDataShape; - pointwiseConvTexData.shape = convInfo.outShape; - out = identity2({inputs: {x: pointwiseConv}, backend: backend22}); - out.shape = convInfo.outShape; - intermediates.push(pointwiseConv); - } - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return out; -} -function conv2dWithIm2Row({x, filter, convInfo, backend: backend22, bias = null, preluActivationWeights = null, leakyreluAlpha = 0, activation: activation2 = null}) { - const {filterWidth, filterHeight, inChannels, outWidth, outHeight, dataFormat} = convInfo; - const isChannelsLast = dataFormat === "channelsLast"; - const sharedDim = filterWidth * filterHeight * inChannels; - const numCols = outHeight * outWidth; - const x2ColShape = [sharedDim, numCols]; - const transposeA = true; - const transposeB = false; - const intermediates = []; - const xSqueezed = reshape3({inputs: {x}, backend: backend22, attrs: {shape: x.shape.slice(1)}}); - const w2Row = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, sharedDim, util_exports.sizeFromShape(filter.shape) / sharedDim]} - }); - intermediates.push(xSqueezed); - intermediates.push(w2Row); - const im2ColProgram = new Im2ColPackedProgram(x2ColShape, xSqueezed.shape, convInfo); - const im2Col = backend22.runWebGLProgram(im2ColProgram, [xSqueezed], "float32"); - const im2ColReshaped = reshape3({ - inputs: {x: im2Col}, - backend: backend22, - attrs: {shape: [1, x2ColShape[0], x2ColShape[1]]} - }); - intermediates.push(im2Col); - intermediates.push(im2ColReshaped); - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, true) : null; - const matmulProgram = new MatMulPackedProgram(im2ColReshaped.shape, w2Row.shape, [1, numCols, convInfo.outChannels], transposeA, transposeB, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs = [im2ColReshaped, w2Row]; - if (bias) { - inputs.push(bias); - } - if (hasPreluActivationWeights) { - inputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - const product = backend22.runWebGLProgram(matmulProgram, inputs, "float32"); - const outShape = isChannelsLast ? [1, outHeight, outWidth, convInfo.outChannels] : [1, convInfo.outChannels, outHeight, outWidth]; - const out = reshape3({inputs: {x: product}, backend: backend22, attrs: {shape: outShape}}); - intermediates.push(product); - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return out; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv2d3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dataFormat, dilations, dimRoundingMode} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - let out; - if (convInfo.filterHeight === 1 && convInfo.filterWidth === 1 && convInfo.dilationHeight === 1 && convInfo.dilationWidth === 1 && convInfo.strideHeight === 1 && convInfo.strideWidth === 1 && (convInfo.padInfo.type === "SAME" || convInfo.padInfo.type === "VALID")) { - out = conv2dByMatMul({x, filter, convInfo, backend: backend22}); - } else if (env().getBool("WEBGL_CONV_IM2COL") && x.shape[0] === 1) { - out = conv2dWithIm2Row({x, filter, convInfo, backend: backend22}); - } else { - const program = new Conv2DProgram(convInfo); - out = backend22.runWebGLProgram(program, [x, filter], "float32"); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - backend22.disposeIntermediateTensorInfo(out); - return outReshaped; -} -var conv2DConfig2 = { - kernelName: Conv2D, - backendName: "webgl", - kernelFunc: conv2d3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Conv2DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - this.userCode = ` + `}};function d_({x:e,filter:t,convInfo:n,backend:r,bias:a=null,preluActivationWeights:s=null,leakyreluAlpha:i=0,activation:o=null}){let l=e.shape,c=r.texData.get(e.dataId),u=n.inChannels,h=l[0]*l[1]*l[2],d=n.outChannels,p=n.dataFormat==="channelsLast",f=!1,m=!1,A,y=[],g=(h===1||d===1)&&u>e_,w=l[2]%2!=0&&!!c.isPacked;if(g||!J().getBool("WEBGL_LAZILY_UNPACK")||!J().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!w){let b=p?l[0]*l[1]*l[2]:l[0]*l[2]*l[3],_=xe({inputs:{x:e},backend:r,attrs:{shape:[1,b,n.inChannels]}}),x=xe({inputs:{x:t},backend:r,attrs:{shape:[1,n.inChannels,n.outChannels]}}),N=Ap({a:_,b:x,transposeA:f,transposeB:m,backend:r,bias:a,activation:o,preluActivationWeights:s,leakyreluAlpha:i});A=xe({inputs:{x:N},backend:r,attrs:{shape:n.outShape}}),y.push(_),y.push(x),y.push(N)}else{let b=p?l[0]*l[1]*(l[2]+1):l[0]*l[2]*(l[3]+1),_={dataId:e.dataId,shape:[1,b,n.inChannels],dtype:e.dtype},x=c.shape;c.shape=c.shape.slice(),c.shape[c.shape.length-2]++,v.assert(lc(c.shape,_.shape),()=>`packed reshape ${c.shape} to ${_.shape} isn't free`);let N=xe({inputs:{x:t},backend:r,attrs:{shape:[1,n.inChannels,n.outChannels]}});y.push(N);let T=Ap({a:_,b:N,backend:r,transposeA:f,transposeB:m,bias:a,activation:o,preluActivationWeights:s,leakyreluAlpha:i}),C=r.texData.get(T.dataId);v.assert(C.isPacked,()=>"batchMatMul result is expected to be packed"),c.shape=x,C.shape=n.outShape,A=On({inputs:{x:T},backend:r}),A.shape=n.outShape,y.push(T)}for(let b of y)r.disposeIntermediateTensorInfo(b);return A}function p_({x:e,filter:t,convInfo:n,backend:r,bias:a=null,preluActivationWeights:s=null,leakyreluAlpha:i=0,activation:o=null}){let{filterWidth:l,filterHeight:c,inChannels:u,outWidth:h,outHeight:d,dataFormat:p}=n,f=p==="channelsLast",m=l*c*u,A=d*h,y=[m,A],g=!0,w=!1,b=[],_=xe({inputs:{x:e},backend:r,attrs:{shape:e.shape.slice(1)}}),x=xe({inputs:{x:t},backend:r,attrs:{shape:[1,m,v.sizeFromShape(t.shape)/m]}});b.push(_),b.push(x);let N=new jW(y,_.shape,n),T=r.runWebGLProgram(N,[_],"float32"),C=xe({inputs:{x:T},backend:r,attrs:{shape:[1,y[0],y[1]]}});b.push(T),b.push(C);let F=a!=null,D=s!=null,L=o==="leakyrelu",V=o?fp(o,!0):null,U=new Xb(C.shape,x.shape,[1,A,n.outChannels],g,w,F,V,D,L),j=[C,x];if(a&&j.push(a),D&&j.push(s),L){let Y=r.makeTensorInfo([],"float32",v.createScalarValue(i,"float32"));j.push(Y),b.push(Y)}let X=r.runWebGLProgram(U,j,"float32"),G=f?[1,d,h,n.outChannels]:[1,n.outChannels,d,h],ee=xe({inputs:{x:X},backend:r,attrs:{shape:G}});b.push(X);for(let Y of b)r.disposeIntermediateTensorInfo(Y);return ee}function HW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dataFormat:l,dilations:c,dimRoundingMode:u}=r,h=R.convertConv2DDataFormat(l),d=R.computeConv2DInfo(a.shape,s.shape,i,c,o,u,!1,h),p;if(d.filterHeight===1&&d.filterWidth===1&&d.dilationHeight===1&&d.dilationWidth===1&&d.strideHeight===1&&d.strideWidth===1&&(d.padInfo.type==="SAME"||d.padInfo.type==="VALID"))p=d_({x:a,filter:s,convInfo:d,backend:n});else if(J().getBool("WEBGL_CONV_IM2COL")&&a.shape[0]===1)p=p_({x:a,filter:s,convInfo:d,backend:n});else{let m=new h_(d);p=n.runWebGLProgram(m,[a,s],"float32")}let f=xe({inputs:{x:p},backend:n,attrs:{shape:d.outShape}});return n.disposeIntermediateTensorInfo(p),f}var GW={kernelName:ds,backendName:"webgl",kernelFunc:HW},qW=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideHeight,n=e.strideWidth,r=e.padInfo.top,a=e.padInfo.left,s=e.dataFormat==="channelsLast";this.userCode=` void main() { ivec4 coords = getOutputCoords(); int wR = coords.x; @@ -36559,22 +2166,22 @@ var Conv2DDerFilterProgram = class { // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${t} - ${r}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${n} - ${a}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - if (${isChannelsLast}) { + if (${s}) { float dyValue = getDy(b, yR, yC, d2); float xValue = getX(b, xR, xC, d1); dotProd += (xValue * dyValue); @@ -36589,62 +2196,45 @@ var Conv2DDerFilterProgram = class { } setOutput(dotProd); } - `; - } -}; -var Conv2DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - const rowDim = isChannelsLast ? 1 : 2; - const colDim = isChannelsLast ? 2 : 3; - const channelDim = isChannelsLast ? 3 : 1; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}},XW=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=e.dataFormat==="channelsLast",i=t-1-e.padInfo.top,o=n-1-e.padInfo.left,l=s?1:2,c=s?2:3,u=s?3:1;this.userCode=` + const ivec2 pads = ivec2(${i}, ${o}); void main() { ivec4 coords = getOutputCoords(); int batch = coords[0]; - int d1 = coords[${channelDim}]; + int d1 = coords[${u}]; - ivec2 dyCorner = ivec2(coords[${rowDim}], coords[${colDim}]) - pads; + ivec2 dyCorner = ivec2(coords[${l}], coords[${c}]) - pads; int dyRCorner = dyCorner.x; int dyCCorner = dyCorner.y; // Convolve dy(?, ?, d2) with w(:, :, d1, d2) to compute dx(xR, xC, d1). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${t}; wR++) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${t} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${n}; wC++) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${n} - 1 - wC; - for (int d2 = 0; d2 < ${convInfo.outChannels}; d2++) { + for (int d2 = 0; d2 < ${e.outChannels}; d2++) { - if (${isChannelsLast}) { + if (${s}) { float xValue = getDy(batch, idyR, idyC, d2); float wValue = getW(wRPerm, wCPerm, d1, d2); dotProd += xValue * wValue; @@ -36659,20 +2249,7 @@ var Conv2DDerInputProgram = class { } setOutput(dotProd); } - `; - } -}; -var Conv3DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.userCode = ` + `}},KW=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideDepth,n=e.strideHeight,r=e.strideWidth,a=e.padInfo.front,s=e.padInfo.top,i=e.padInfo.left;this.userCode=` void main() { ivec5 coords = getOutputCoords(); int wF = coords.x; @@ -36683,25 +2260,25 @@ var Conv3DDerFilterProgram = class { float dotProd = 0.0; - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yF = 0; yF < ${convInfo.outDepth}; yF++) { - int xF = wF + yF * ${strideDepth} - ${padFront}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yF = 0; yF < ${e.outDepth}; yF++) { + int xF = wF + yF * ${t} - ${a}; - if (xF < 0 || xF >= ${convInfo.inDepth}) { + if (xF < 0 || xF >= ${e.inDepth}) { continue; } - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${n} - ${s}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${r} - ${i}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -36714,24 +2291,8 @@ var Conv3DDerFilterProgram = class { } setOutput(dotProd); } - `; - } -}; -var Conv3DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padFront = filterDepth - 1 - convInfo.padInfo.front; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},ZW=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterDepth,n=e.filterHeight,r=e.filterWidth,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=t-1-e.padInfo.front,l=n-1-e.padInfo.top,c=r-1-e.padInfo.left;this.userCode=` + const ivec3 pads = ivec3(${o}, ${l}, ${c}); void main() { ivec5 coords = getOutputCoords(); @@ -36745,39 +2306,39 @@ var Conv3DDerInputProgram = class { int dyCCorner = dyCorner.z; float dotProd = 0.0; - for (int wF = 0; wF < ${filterDepth}; wF++) { - float dyF = float(dyFCorner + wF) / ${strideDepth}.0; + for (int wF = 0; wF < ${t}; wF++) { + float dyF = float(dyFCorner + wF) / ${a}.0; - if (dyF < 0.0 || dyF >= ${convInfo.outDepth}.0 || fract(dyF) > 0.0) { + if (dyF < 0.0 || dyF >= ${e.outDepth}.0 || fract(dyF) > 0.0) { continue; } int idyF = int(dyF); - int wFPerm = ${filterDepth} - 1 - wF; + int wFPerm = ${t} - 1 - wF; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${n}; wR++) { + float dyR = float(dyRCorner + wR) / ${s}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${n} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${r}; wC++) { + float dyC = float(dyCCorner + wC) / ${i}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${r} - 1 - wC; - for (int d2 = 0; d2 < ${convInfo.outChannels}; d2++) { + for (int d2 = 0; d2 < ${e.outChannels}; d2++) { float xValue = getDy(batch, idyF, idyR, idyC, d2); float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2); dotProd += xValue * wValue; @@ -36787,254 +2348,14 @@ var Conv3DDerInputProgram = class { } setOutput(dotProd); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv2DBackpropFilter3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, pad: pad3, dataFormat, dimRoundingMode, filterShape} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filterShape, strides, 1, pad3, dimRoundingMode, false, $dataFormat); - const program = new Conv2DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); -} -var conv2DBackpropFilterConfig2 = { - kernelName: Conv2DBackpropFilter, - backendName: "webgl", - kernelFunc: conv2DBackpropFilter3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv2DBackpropInput3(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {inputShape, strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, 1, pad3, dimRoundingMode, false, $dataFormat); - const program = new Conv2DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); -} -var conv2DBackpropInputConfig2 = { - kernelName: Conv2DBackpropInput, - backendName: "webgl", - kernelFunc: conv2DBackpropInput3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv3D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dilations} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(x.shape, filter.shape, strides, dilations, pad3); - const program = new Conv3DProgram(convInfo); - return backend22.runWebGLProgram(program, [x, filter], "float32"); -} -var conv3DConfig2 = { - kernelName: Conv3D, - backendName: "webgl", - kernelFunc: conv3D2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv3DBackpropFilterV22(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, pad: pad3, filterShape} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(x.shape, filterShape, strides, 1, pad3); - const program = new Conv3DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); -} -var conv3DBackpropFilterV2Config2 = { - kernelName: Conv3DBackpropFilterV2, - backendName: "webgl", - kernelFunc: conv3DBackpropFilterV22 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv3DBackpropInput2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {pad: pad3, strides, inputShape} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(inputShape, filter.shape, strides, 1, pad3); - const program = new Conv3DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); -} -var conv3DBackpropInputConfig = { - kernelName: Conv3DBackpropInputV2, - backendName: "webgl", - kernelFunc: conv3DBackpropInput2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var COS = CHECK_NAN_SNIPPET_UNARY + ` + `}};function YW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,pad:o,dataFormat:l,dimRoundingMode:c,filterShape:u}=r,h=R.convertConv2DDataFormat(l),d=R.computeConv2DInfo(a.shape,u,i,1,o,c,!1,h),p=new qW(d);return n.runWebGLProgram(p,[a,s],"float32")}var JW={kernelName:Rh,backendName:"webgl",kernelFunc:YW};function QW(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{inputShape:i,strides:o,pad:l,dataFormat:c,dimRoundingMode:u}=r,h=R.convertConv2DDataFormat(c),d=R.computeConv2DInfo(i,s.shape,o,1,l,u,!1,h),p=new XW(d);return n.runWebGLProgram(p,[a,s],"float32")}var eB={kernelName:ps,backendName:"webgl",kernelFunc:QW};function tB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l}=r,c=R.computeConv3DInfo(a.shape,s.shape,i,l,o),u=new UW(c);return n.runWebGLProgram(u,[a,s],"float32")}var nB={kernelName:Au,backendName:"webgl",kernelFunc:tB};function rB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,pad:o,filterShape:l}=r,c=R.computeConv3DInfo(a.shape,l,i,1,o),u=new KW(c);return n.runWebGLProgram(u,[a,s],"float32")}var aB={kernelName:Mh,backendName:"webgl",kernelFunc:rB};function sB(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{pad:i,strides:o,inputShape:l}=r,c=R.computeConv3DInfo(l,s.shape,o,1,i),u=new ZW(c);return n.runWebGLProgram(u,[a,s],"float32")}var iB={kernelName:Fh,backendName:"webgl",kernelFunc:sB},oB=qb+` return cos(x); -`; -var cos3 = unaryKernelFunc2({opSnippet: COS}); -var cosConfig2 = { - kernelName: Cos, - backendName: "webgl", - kernelFunc: cos3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var COSH = ` +`,lB=Xe({opSnippet:oB}),uB={kernelName:fs,backendName:"webgl",kernelFunc:lB},cB=` float e2x = exp(-x); return (e2x + 1.0 / e2x) / 2.0; -`; -var cosh3 = unaryKernelFunc2({opSnippet: COSH}); -var coshConfig2 = { - kernelName: Cosh, - backendName: "webgl", - kernelFunc: cosh3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CropAndResizeProgram = class { - constructor(imageShape, boxShape, cropSize, method, extrapolationValue) { - this.variableNames = ["Image", "Boxes", "BoxInd"]; - this.outputShape = []; - const [batch, imageHeight, imageWidth, depth] = imageShape; - const [numBoxes] = boxShape; - const [cropHeight, cropWidth] = cropSize; - this.outputShape = [numBoxes, cropHeight, cropWidth, depth]; - const methodId = method === "bilinear" ? 1 : 0; - const [inputHeightFloat, inputWidthFloat] = [`${imageHeight - 1}.0`, `${imageWidth - 1}.0`]; - const [heightRatio, heightScale, inY] = cropHeight > 1 ? [ - `${(imageHeight - 1) / (cropHeight - 1)}`, - "(y2-y1) * height_ratio", - `y1*${inputHeightFloat} + float(y)*(height_scale)` - ] : [ - "0.0", - "0.0", - `0.5 * (y1+y2) * ${inputHeightFloat}` - ]; - const [widthRatio, widthScale, inX] = cropWidth > 1 ? [ - `${(imageWidth - 1) / (cropWidth - 1)}`, - "(x2-x1) * width_ratio", - `x1*${inputWidthFloat} + float(x)*(width_scale)` - ] : [ - "0.0", - "0.0", - `0.5 * (x1+x2) * ${inputWidthFloat}` - ]; - this.userCode = ` - const float height_ratio = float(${heightRatio}); - const float width_ratio = float(${widthRatio}); +`,hB=Xe({opSnippet:cB}),dB={kernelName:io,backendName:"webgl",kernelFunc:hB},pB=class{constructor(e,t,n,r,a){this.variableNames=["Image","Boxes","BoxInd"],this.outputShape=[];let[s,i,o,l]=e,[c]=t,[u,h]=n;this.outputShape=[c,u,h,l];let d=r==="bilinear"?1:0,[p,f]=[`${i-1}.0`,`${o-1}.0`],[m,A,y]=u>1?[`${(i-1)/(u-1)}`,"(y2-y1) * height_ratio",`y1*${p} + float(y)*(height_scale)`]:["0.0","0.0",`0.5 * (y1+y2) * ${p}`],[g,w,b]=h>1?[`${(o-1)/(h-1)}`,"(x2-x1) * width_ratio",`x1*${f} + float(x)*(width_scale)`]:["0.0","0.0",`0.5 * (x1+x2) * ${f}`];this.userCode=` + const float height_ratio = float(${m}); + const float width_ratio = float(${g}); void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -37050,26 +2371,26 @@ var CropAndResizeProgram = class { // get image in batch index int bInd = round(getBoxInd(b)); - if(bInd < 0 || bInd >= ${batch}) { + if(bInd < 0 || bInd >= ${s}) { return; } - float height_scale = ${heightScale}; - float width_scale = ${widthScale}; + float height_scale = ${A}; + float width_scale = ${w}; - float in_y = ${inY}; - if( in_y < 0.0 || in_y > ${inputHeightFloat} ) { - setOutput(float(${extrapolationValue})); + float in_y = ${y}; + if( in_y < 0.0 || in_y > ${p} ) { + setOutput(float(${a})); return; } - float in_x = ${inX}; - if( in_x < 0.0 || in_x > ${inputWidthFloat} ) { - setOutput(float(${extrapolationValue})); + float in_x = ${b}; + if( in_x < 0.0 || in_x > ${f} ) { + setOutput(float(${a})); return; } vec2 sourceFracIndexCR = vec2(in_x,in_y); - if(${methodId} == 1) { + if(${d} == 1) { // Compute the four integer indices. ivec2 sourceFloorCR = ivec2(sourceFracIndexCR); ivec2 sourceCeilCR = ivec2(ceil(sourceFracIndexCR)); @@ -37093,225 +2414,21 @@ var CropAndResizeProgram = class { setOutput(newValue); } } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var cropAndResize3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {image: image3, boxes, boxInd} = inputs; - const {cropSize, method, extrapolationValue} = attrs; - const program = new CropAndResizeProgram(image3.shape, boxes.shape, cropSize, method, extrapolationValue); - return backend22.runWebGLProgram(program, [image3, boxes, boxInd], "float32"); -}; -var cropAndResizeConfig2 = { - kernelName: CropAndResize, - backendName: "webgl", - kernelFunc: cropAndResize3 -}; -var CumSumProgram = class { - constructor(shape, exclusive, reverse5) { - this.variableNames = ["x"]; - this.outputShape = shape; - const rank = shape.length; - const val = exclusive ? "0.0" : `getX(${getCoords2(rank, "coords")})`; - const length = shape[shape.length - 1]; - let condition = ""; - let idxString = ""; - if (exclusive) { - condition = reverse5 ? `end != ${length - 1}` : "end != 0"; - idxString = reverse5 ? "end + 1" : "end - 1"; - } else { - condition = reverse5 ? `end + pow2 < ${length}` : "end >= pow2"; - idxString = reverse5 ? "end + pow2" : "end - pow2"; - } - this.userCode = ` + `}},fB=e=>{let{inputs:t,backend:n,attrs:r}=e,{image:a,boxes:s,boxInd:i}=t,{cropSize:o,method:l,extrapolationValue:c}=r,u=new pB(a.shape,s.shape,o,l,c);return n.runWebGLProgram(u,[a,s,i],"float32")},mB={kernelName:oo,backendName:"webgl",kernelFunc:fB},A_=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=e;let r=e.length,a=t?"0.0":`getX(${f_(r,"coords")})`,s=e[e.length-1],i="",o="";t?(i=n?`end != ${s-1}`:"end != 0",o=n?"end + 1":"end - 1"):(i=n?`end + pow2 < ${s}`:"end >= pow2",o=n?"end + pow2":"end - pow2"),this.userCode=` uniform float index; void main() { - ${getCoordsDataType(rank)} coords = getOutputCoords(); - int end = ${getFinalCoord(rank, "coords")}; - float val = ${val}; + ${ot(r)} coords = getOutputCoords(); + int end = ${m_(r,"coords")}; + float val = ${a}; int pow2 = int(pow(2.0, index)); - if (${condition}) { - int idx = ${idxString}; - ${getFinalCoord(rank, "coords")} = idx; - val += getX(${getCoords2(rank, "coords")}); + if (${i}) { + int idx = ${o}; + ${m_(r,"coords")} = idx; + val += getX(${f_(r,"coords")}); } setOutput(val); } - `; - } - getCustomSetupFunc(index) { - return (gpgpu, webGLProgram) => { - if (this.index == null) { - this.index = gpgpu.getUniformLocation(webGLProgram, "index"); - } - gpgpu.gl.uniform1f(this.index, index); - }; - } -}; -function getCoords2(rank, name) { - if (rank === 1) { - return `${name}`; - } else if (rank === 2) { - return `${name}.x, ${name}.y`; - } else if (rank === 3) { - return `${name}.x, ${name}.y, ${name}.z`; - } else if (rank === 4) { - return `${name}.x, ${name}.y, ${name}.z, ${name}.w`; - } else { - throw Error(`Cumulative sum for rank ${rank} is not yet supported`); - } -} -function getFinalCoord(rank, name) { - if (rank === 1) { - return `${name}`; - } else if (rank === 2) { - return `${name}.y`; - } else if (rank === 3) { - return `${name}.z`; - } else if (rank === 4) { - return `${name}.w`; - } else { - throw Error(`Cumulative sum for rank ${rank} is not yet supported`); - } -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function cumsum3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, exclusive, reverse: reverse5} = attrs; - const xRank = x.shape.length; - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutation}}); - } - const permutedAxis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - if (permutedAxis !== xRank - 1) { - throw new Error(`WebGL cumsum shader expects an inner-most axis=${x.shape.length - 1} but got axis=${axis}`); - } - const size = permutedX.shape[permutedAxis]; - let result = identity2({inputs: {x: permutedX}, backend: backend22}); - for (let i = 0; i <= Math.ceil(Math.log2(size)) - 1; i++) { - const program = new CumSumProgram(permutedX.shape, false, reverse5); - const customSetup = program.getCustomSetupFunc(i); - const prevResult = result; - result = backend22.runWebGLProgram(program, [result], result.dtype, customSetup); - backend22.disposeIntermediateTensorInfo(prevResult); - } - if (exclusive) { - const program = new CumSumProgram(permutedX.shape, exclusive, reverse5); - const prevResult = result; - result = backend22.runWebGLProgram(program, [result], result.dtype); - backend22.disposeIntermediateTensorInfo(prevResult); - } - if (permutation != null) { - const reversePermutation = backend_util_exports.getUndoAxesPermutation(permutation); - const reverseTransposedResult = transpose3({inputs: {x: result}, backend: backend22, attrs: {perm: reversePermutation}}); - backend22.disposeIntermediateTensorInfo(result); - backend22.disposeIntermediateTensorInfo(permutedX); - return reverseTransposedResult; - } - return result; -} -var cumsumConfig2 = { - kernelName: Cumsum, - backendName: "webgl", - kernelFunc: cumsum3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function denseBincount3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, weights} = inputs; - const {size, binaryOutput} = attrs; - if (x.shape.length === 1) { - const xVals = backend22.readSync(x.dataId); - const weightsVals = backend22.readSync(weights.dataId); - const outVals = bincountImplCPU(xVals, weightsVals, weights.dtype, weights.shape, size); - return backend22.makeTensorInfo([size], weights.dtype, outVals); - } else if (x.shape.length === 2) { - const xBuf = backend22.bufferSync(x); - const weightsBuf = backend22.bufferSync(weights); - const outBuf = bincountReduceImplCPU(xBuf, weightsBuf, size, binaryOutput); - return backend22.makeTensorInfo(outBuf.shape, weights.dtype, outBuf.values); - } - throw new Error(`Error in denseBincount: input must be at most rank 2, but got rank${x.shape.length}.`); -} -var denseBincountConfig2 = { - kernelName: DenseBincount, - backendName: "webgl", - kernelFunc: denseBincount3 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DepthToSpaceProgram = class { - constructor(outputShape, blockSize, dataFormat) { - this.variableNames = ["x"]; - this.outputShape = []; - this.outputShape = outputShape; - this.blockSize = blockSize; - this.dataFormat = dataFormat; - this.userCode = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.index==null&&(this.index=t.getUniformLocation(n,"index")),t.gl.uniform1f(this.index,e)}}};function f_(e,t){if(e===1)return`${t}`;if(e===2)return`${t}.x, ${t}.y`;if(e===3)return`${t}.x, ${t}.y, ${t}.z`;if(e===4)return`${t}.x, ${t}.y, ${t}.z, ${t}.w`;throw Error(`Cumulative sum for rank ${e} is not yet supported`)}function m_(e,t){if(e===1)return`${t}`;if(e===2)return`${t}.y`;if(e===3)return`${t}.z`;if(e===4)return`${t}.w`;throw Error(`Cumulative sum for rank ${e} is not yet supported`)}function AB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,exclusive:i,reverse:o}=r,l=a.shape.length,c=R.getAxesPermutation([s],l),u=a;c!=null&&(u=In({inputs:{x:a},backend:n,attrs:{perm:c}}));let h=R.getInnerMostAxes(1,l)[0];if(h!==l-1)throw new Error(`WebGL cumsum shader expects an inner-most axis=${a.shape.length-1} but got axis=${s}`);let d=u.shape[h],p=On({inputs:{x:u},backend:n});for(let f=0;f<=Math.ceil(Math.log2(d))-1;f++){let m=new A_(u.shape,!1,o),A=m.getCustomSetupFunc(f),y=p;p=n.runWebGLProgram(m,[p],p.dtype,A),n.disposeIntermediateTensorInfo(y)}if(i){let f=new A_(u.shape,i,o),m=p;p=n.runWebGLProgram(f,[p],p.dtype),n.disposeIntermediateTensorInfo(m)}if(c!=null){let f=R.getUndoAxesPermutation(c),m=In({inputs:{x:p},backend:n,attrs:{perm:f}});return n.disposeIntermediateTensorInfo(p),n.disposeIntermediateTensorInfo(u),m}return p}var yB={kernelName:ms,backendName:"webgl",kernelFunc:AB};function gB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,weights:s}=t,{size:i,binaryOutput:o}=r;if(a.shape.length===1){let l=n.readSync(a.dataId),c=n.readSync(s.dataId),u=Mb(l,c,s.dtype,s.shape,i);return n.makeTensorInfo([i],s.dtype,u)}else if(a.shape.length===2){let l=n.bufferSync(a),c=n.bufferSync(s),u=qz(l,c,i,o);return n.makeTensorInfo(u.shape,s.dtype,u.values)}throw new Error(`Error in denseBincount: input must be at most rank 2, but got rank${a.shape.length}.`)}var xB={kernelName:$h,backendName:"webgl",kernelFunc:gB},wB=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=[],this.outputShape=e,this.blockSize=t,this.dataFormat=n,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -37319,167 +2436,40 @@ var DepthToSpaceProgram = class { int w = ${this.getWidthCoordString()}; int d = ${this.getDepthCoordString()}; - int in_h = h / ${blockSize}; - int offset_h = imod(h, ${blockSize}); - int in_w = w / ${blockSize}; - int offset_w = imod(w, ${blockSize}); - int offset_d = (offset_h * ${blockSize} + offset_w) * + int in_h = h / ${t}; + int offset_h = imod(h, ${t}); + int in_w = w / ${t}; + int offset_w = imod(w, ${t}); + int offset_d = (offset_h * ${t} + offset_w) * ${this.getOutputDepthSize()}; int in_d = d + offset_d; float result = ${this.getInputSamplingString()}; setOutput(result); } - `; - } - getHeightCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[1]`; - } else { - return `coords[2]`; - } - } - getWidthCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[2]`; - } else { - return `coords[3]`; - } - } - getDepthCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[3]`; - } else { - return `coords[1]`; - } - } - getOutputDepthSize() { - if (this.dataFormat === "NHWC") { - return this.outputShape[3]; - } else { - return this.outputShape[1]; - } - } - getInputSamplingString() { - if (this.dataFormat === "NHWC") { - return `getX(b, in_h, in_w, in_d)`; - } else { - return `getX(b, in_d, in_h, in_w)`; - } - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function depthToSpace3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockSize, dataFormat} = attrs; - util_exports.assert(blockSize > 1, () => `blockSize should be > 1 for depthToSpace, but was: ${blockSize}`); - const batchSize = x.shape[0]; - const inputHeight = dataFormat === "NHWC" ? x.shape[1] : x.shape[2]; - const inputWidth = dataFormat === "NHWC" ? x.shape[2] : x.shape[3]; - const inputDepth = dataFormat === "NHWC" ? x.shape[3] : x.shape[1]; - const outputHeight = inputHeight * blockSize; - const outputWidth = inputWidth * blockSize; - const outputDepth = inputDepth / (blockSize * blockSize); - const outputShape = dataFormat === "NHWC" ? [batchSize, outputHeight, outputWidth, outputDepth] : [batchSize, outputDepth, outputHeight, outputWidth]; - const program = new DepthToSpaceProgram(outputShape, blockSize, dataFormat); - return backend22.runWebGLProgram(program, [x], x.dtype); -} -var depthToSpaceConfig2 = { - kernelName: DepthToSpace, - backendName: "webgl", - kernelFunc: depthToSpace3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DepthwiseConv2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyReluAlpha = false) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const xNumRows = convInfo.inHeight; - const xNumCols = convInfo.inWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const channelMul = convInfo.outChannels / convInfo.inChannels; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `float activation(float a) { + `}getHeightCoordString(){return this.dataFormat==="NHWC"?"coords[1]":"coords[2]"}getWidthCoordString(){return this.dataFormat==="NHWC"?"coords[2]":"coords[3]"}getDepthCoordString(){return this.dataFormat==="NHWC"?"coords[3]":"coords[1]"}getOutputDepthSize(){return this.dataFormat==="NHWC"?this.outputShape[3]:this.outputShape[1]}getInputSamplingString(){return this.dataFormat==="NHWC"?"getX(b, in_h, in_w, in_d)":"getX(b, in_d, in_h, in_w)"}};function bB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockSize:s,dataFormat:i}=r;v.assert(s>1,()=>`blockSize should be > 1 for depthToSpace, but was: ${s}`);let o=a.shape[0],l=i==="NHWC"?a.shape[1]:a.shape[2],c=i==="NHWC"?a.shape[2]:a.shape[3],u=i==="NHWC"?a.shape[3]:a.shape[1],h=l*s,d=c*s,p=u/(s*s),f=i==="NHWC"?[o,h,d,p]:[o,p,h,d],m=new wB(f,s,i);return n.runWebGLProgram(m,[a],a.dtype)}var _B={kernelName:lo,backendName:"webgl",kernelFunc:bB},y_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.outputShape=e.outShape;let s=e.inHeight,i=e.inWidth,o=e.padInfo.top,l=e.padInfo.left,c=e.strideHeight,u=e.strideWidth,h=e.dilationHeight,d=e.dilationWidth,p=e.filterHeight,f=e.filterWidth,m=e.outChannels/e.inChannels,A="",y="";n&&(r?A=`float activation(float a) { float b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyReluAlpha) { - activationSnippet = `float activation(float a) { + ${n} + }`:a?A=`float activation(float a) { float b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = ` + ${n} + }`:A=` float activation(float x) { - ${activation2} + ${n} } - `; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivation) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyReluAlpha) { - this.variableNames.push("leakyreluAlpha"); - } - this.userCode = ` - ${activationSnippet} + `,y="result = activation(result);");let g=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),a&&this.variableNames.push("leakyreluAlpha"),this.userCode=` + ${A} - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + const ivec2 strides = ivec2(${c}, ${u}); + const ivec2 pads = ivec2(${o}, ${l}); void main() { ivec4 coords = getOutputCoords(); int batch = coords.x; ivec2 xRCCorner = coords.yz * strides - pads; int d2 = coords.w; - int d1 = d2 / ${channelMul}; - int q = d2 - d1 * ${channelMul}; + int d1 = d2 / ${m}; + int q = d2 - d1 * ${m}; int xRCorner = xRCCorner.x; int xCCorner = xRCCorner.y; @@ -37488,17 +2478,17 @@ var DepthwiseConv2DProgram = class { // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; // TO DO(dsmilkov): Flatten the two for loops and vec4 the operations. - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${p}; wR++) { + int xR = xRCorner + wR * ${h}; - if (xR < 0 || xR >= ${xNumRows}) { + if (xR < 0 || xR >= ${s}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${f}; wC++) { + int xC = xCCorner + wC * ${d}; - if (xC < 0 || xC >= ${xNumCols}) { + if (xC < 0 || xC >= ${i}) { continue; } @@ -37509,259 +2499,142 @@ var DepthwiseConv2DProgram = class { } float result = dotProd; - ${addBiasSnippet} - ${applyActivationSnippet} + ${g} + ${y} setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DepthwiseConvPacked2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyReluAlpha = false) { - this.variableNames = ["x", "W"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = convInfo.outShape; - const xNumRows = convInfo.inHeight; - const xNumCols = convInfo.inWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const texelsAcross = filterWidth; - let mainLoop = `int xR; int xC; int xCOffset;`; - for (let r = 0; r < filterHeight; r++) { - for (let c = 0; c < filterWidth; c++) { - mainLoop += ` - vec4 xTexelR${r}C${c * 2} = vec4(0.); - vec4 wR${r}C${c} = vec4(0.); - vec4 xR${r}C${c} = vec4(0.);`; - } - } - for (let r = 0; r < filterHeight; r++) { - for (let texelC = 0; texelC < texelsAcross; texelC++) { - const c = texelC * 2; - mainLoop += ` - xR = xRCorner + ${r * dilationHeight}; - xC = xCCorner + ${c * dilationWidth}; - `; - if (strideWidth === 1) { - if (c < filterWidth) { - if (padLeft % 2 === 1) { - mainLoop += ` + `}},g_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e.outShape;let s=e.inHeight,i=e.inWidth,o=e.padInfo.top,l=e.padInfo.left,c=e.strideHeight,u=e.strideWidth,h=e.dilationHeight,d=e.dilationWidth,p=e.filterHeight,f=e.filterWidth,m=f,A="int xR; int xC; int xCOffset;";for(let b=0;b= 0 && xR < ${xNumRows} && xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); // Need to manually clear unused channels in case // we're reading from recycled texture. - if(xCOffset + 1 >= ${xNumCols}) { - xTexelR${r}C${c}.zw = vec2(0.); + if(xCOffset + 1 >= ${i}) { + xTexelR${b}C${x}.zw = vec2(0.); } } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } xCOffset = xC + 1 - 2; - if(xR >= 0 && xR < ${xNumRows} && xCOffset >= 0 && xCOffset < ${xNumCols}) { + if(xR >= 0 && xR < ${s} && xCOffset >= 0 && xCOffset < ${i}) { vec4 previous = getX(batch, xR, xCOffset, d1); // Need to manually clear unused channels in case // we're reading from recycled texture. - if(xCOffset + 1 >= ${xNumCols}) { + if(xCOffset + 1 >= ${i}) { previous.zw = vec2(0.); } - xR${r}C${c} = vec4(previous.zw, xTexelR${r}C${c}.xy); + xR${b}C${x} = vec4(previous.zw, xTexelR${b}C${x}.xy); } else { - xR${r}C${c} = vec4(0, 0, xTexelR${r}C${c}.xy); + xR${b}C${x} = vec4(0, 0, xTexelR${b}C${x}.xy); } - `; - } else { - mainLoop += ` - if(xR >= 0 && xR < ${xNumRows} && xC >= 0 && xC < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xC, d1); + `:A+=` + if(xR >= 0 && xR < ${s} && xC >= 0 && xC < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xC, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - xR${r}C${c} = xTexelR${r}C${c}; - `; - } - if (c + 1 < filterWidth) { - const nextTexelOffset = padLeft % 2 === 0 ? util_exports.nearestLargerEven(dilationWidth) : dilationWidth; - if (dilationWidth % 2 === 0 && padLeft % 2 === 1 || dilationWidth % 2 !== 0 && padLeft % 2 !== 1) { - mainLoop += ` - xCOffset = xC + ${padLeft % 2} + ${nextTexelOffset}; + xR${b}C${x} = xTexelR${b}C${x}; + `,x+1= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } - `; - if (dilationWidth > 1) { - mainLoop += ` + `,d>1&&(A+=` xCOffset -= 2; - if(xR >= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - `; - } - mainLoop += ` - xR${r}C${c + 1} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.xy); - `; - } else { - mainLoop += ` - xCOffset = xC + ${nextTexelOffset}; + `),A+=` + xR${b}C${x+1} = vec4( + xTexelR${b}C${x}.zw, xTexelR${b}C${x+2}.xy); + `):A+=` + xCOffset = xC + ${N}; - if(xR >= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } - xR${r}C${c + 1} = xTexelR${r}C${c + 2}; - `; - } - } - } - } else { - if (c < filterWidth) { - mainLoop += ` - if(xR >= 0 && xR < ${xNumRows}) { - `; - if (padLeft % 2 === 1) { - mainLoop += ` - xCOffset = xC + 1 - ${strideWidth}; - if(xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + xR${b}C${x+1} = xTexelR${b}C${x+2}; + `}}else x= 0 && xR < ${s}) { + `,l%2==1?(A+=` + xCOffset = xC + 1 - ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - if(xC + 1 >= 0 && xC + 1 < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xC + 1, d1); + if(xC + 1 >= 0 && xC + 1 < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xC + 1, d1); } else { - xTexelR${r}C${c + 2} = vec4(0.); + xTexelR${b}C${x+2} = vec4(0.); } - xR${r}C${c} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.zw); - `; - if (c + 1 < filterWidth) { - mainLoop += ` + xR${b}C${x} = vec4( + xTexelR${b}C${x}.zw, xTexelR${b}C${x+2}.zw); + `,x+1= 0 && xCOffset < ${xNumCols}) { + xCOffset = xC + 1 + ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { final = getX(batch, xR, xCOffset, d1); } - xR${r}C${c + 1} = vec4(xTexelR${r}C${c + 2}.xy, final.xy); - `; - } - } else { - mainLoop += ` - if(xC >= 0 && xC < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xC, d1); + xR${b}C${x+1} = vec4(xTexelR${b}C${x+2}.xy, final.xy); + `)):(A+=` + if(xC >= 0 && xC < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xC, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - xCOffset = xC + ${strideWidth}; - if(xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + xCOffset = xC + ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c + 2} = vec4(0.); + xTexelR${b}C${x+2} = vec4(0.); } - xR${r}C${c} = vec4( - xTexelR${r}C${c}.xy, xTexelR${r}C${c + 2}.xy); - `; - if (c + 1 < filterWidth) { - mainLoop += ` - xR${r}C${c + 1} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.zw); - `; - } - } - mainLoop += `}`; - } - } - if (c < filterWidth) { - mainLoop += ` - vec4 wTexelR${r}C${c} = getW(${r}, ${c}, d1, q); - wR${r}C${c} = vec4(wTexelR${r}C${c}.xz, wTexelR${r}C${c}.xz); - `; - if (c + 1 < filterWidth) { - mainLoop += ` - vec4 wTexelR${r}C${c + 1} = getW(${r}, ${c + 1}, d1, q); - wR${r}C${c + 1} = - vec4(wTexelR${r}C${c + 1}.xz, wTexelR${r}C${c + 1}.xz);`; - } - } - } - } - for (let r = 0; r < filterHeight; r++) { - for (let c = 0; c < filterWidth; c++) { - mainLoop += `dotProd += xR${r}C${c} * wR${r}C${c};`; - } - } - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { + xR${b}C${x} = vec4( + xTexelR${b}C${x}.xy, xTexelR${b}C${x+2}.xy); + `,x+1 `Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'`); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - let program; - if (env().getBool("WEBGL_PACK_DEPTHWISECONV") && convInfo.strideWidth <= 2 && convInfo.outChannels / convInfo.inChannels === 1) { - program = new DepthwiseConvPacked2DProgram(convInfo); - } else { - program = new DepthwiseConv2DProgram(convInfo); - } - return backend22.runWebGLProgram(program, [x, filter], "float32"); -} -var depthwiseConv2dNativeConfig2 = { - kernelName: DepthwiseConv2dNative, - backendName: "webgl", - kernelFunc: depthwiseConv2dNative2 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DepthwiseConv2DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const channelMul = convInfo.outChannels / convInfo.inChannels; - this.userCode = ` + `}};function vB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l,dimRoundingMode:c}=r,u=l;u==null&&(u=[1,1]),v.assert(R.eitherStridesOrDilationsAreOne(i,u),()=>`Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${i} and dilations '${u}'`);let h=R.computeConv2DInfo(a.shape,s.shape,i,u,o,c,!0),d;return J().getBool("WEBGL_PACK_DEPTHWISECONV")&&h.strideWidth<=2&&h.outChannels/h.inChannels==1?d=new g_(h):d=new y_(h),n.runWebGLProgram(d,[a,s],"float32")}var kB={kernelName:As,backendName:"webgl",kernelFunc:vB},IB=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideHeight,n=e.strideWidth,r=e.padInfo.top,a=e.padInfo.left,s=e.outChannels/e.inChannels;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int wR = coords.x; int wC = coords.y; int d1 = coords.z; int dm = coords.w; - int d2 = d1 * ${channelMul} + dm; + int d2 = d1 * ${s} + dm; float dotProd = 0.0; // TO DO: Vec4 over the batch size - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${t} - ${r}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${n} - ${a}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -37885,22 +2691,8 @@ var DepthwiseConv2DDerFilterProgram = class { } setOutput(dotProd); } - `; - } -}; -var DepthwiseConv2DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - const channelMul = convInfo.outChannels / convInfo.inChannels; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}},NB=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=t-1-e.padInfo.top,i=n-1-e.padInfo.left,o=e.outChannels/e.inChannels;this.userCode=` + const ivec2 pads = ivec2(${s}, ${i}); void main() { ivec4 coords = getOutputCoords(); @@ -37912,30 +2704,30 @@ var DepthwiseConv2DDerInputProgram = class { float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${t}; wR++) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${t} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${n}; wC++) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${n} - 1 - wC; // TO DO: Vec4 over the channelMul - for (int dm = 0; dm < ${channelMul}; dm++) { - int d2 = d1 * ${channelMul} + dm; + for (int dm = 0; dm < ${o}; dm++) { + int d2 = d1 * ${o} + dm; float xValue = getDy(batch, idyR, idyC, d2); float wValue = getW(wRPerm, wCPerm, d1, dm); dotProd += xValue * wValue; @@ -37944,155 +2736,15 @@ var DepthwiseConv2DDerInputProgram = class { } setOutput(dotProd); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function depthwiseConv2dNativeBackpropFilter3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, dilations, pad: pad3, dimRoundingMode, filterShape} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filterShape, strides, dilations, pad3, dimRoundingMode, true); - const program = new DepthwiseConv2DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); -} -var depthwiseConv2dNativeBackpropFilterConfig2 = { - kernelName: DepthwiseConv2dNativeBackpropFilter, - backendName: "webgl", - kernelFunc: depthwiseConv2dNativeBackpropFilter3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function depthwiseConv2dNativeBackpropInput3(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {strides, dilations, pad: pad3, dimRoundingMode, inputShape} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, dilations, pad3, dimRoundingMode, true); - const program = new DepthwiseConv2DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); -} -var depthwiseConv2dNativeBackpropInputConfig2 = { - kernelName: DepthwiseConv2dNativeBackpropInput, - backendName: "webgl", - kernelFunc: depthwiseConv2dNativeBackpropInput3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DiagProgram = class { - constructor(size) { - this.variableNames = ["X"]; - this.outputShape = [size, size]; - this.userCode = ` + `}};function SB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,dilations:o,pad:l,dimRoundingMode:c,filterShape:u}=r,h=R.computeConv2DInfo(a.shape,u,i,o,l,c,!0),d=new IB(h);return n.runWebGLProgram(d,[a,s],"float32")}var TB={kernelName:Dh,backendName:"webgl",kernelFunc:SB};function CB(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{strides:i,dilations:o,pad:l,dimRoundingMode:c,inputShape:u}=r,h=R.computeConv2DInfo(u,s.shape,i,o,l,c,!0),d=new NB(h);return n.runWebGLProgram(d,[a,s],"float32")}var EB={kernelName:Oh,backendName:"webgl",kernelFunc:CB},RB=class{constructor(e){this.variableNames=["X"],this.outputShape=[e,e],this.userCode=` void main() { ivec2 coords = getOutputCoords(); float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0; setOutput(val); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function diag3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - const outShape = [...x.shape, ...x.shape]; - const xSize = util_exports.sizeFromShape(x.shape); - const flat = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [xSize]}}); - const program = new DiagProgram(xSize); - const res = backend22.runWebGLProgram(program, [flat], flat.dtype); - const out = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(flat); - backend22.disposeIntermediateTensorInfo(res); - return out; -} -var diagConfig2 = { - kernelName: Diag, - backendName: "webgl", - kernelFunc: diag3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Dilation2DProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const {inHeight, inWidth, padInfo, strideHeight, strideWidth, filterHeight, filterWidth, dilationHeight, dilationWidth} = convInfo; - const {top: padTop, left: padLeft} = padInfo; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}};function MB(e){let{inputs:t,backend:n}=e,{x:r}=t,a=[...r.shape,...r.shape],s=v.sizeFromShape(r.shape),i=xe({inputs:{x:r},backend:n,attrs:{shape:[s]}}),o=new RB(s),l=n.runWebGLProgram(o,[i],i.dtype),c=xe({inputs:{x:l},backend:n,attrs:{shape:a}});return n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(l),c}var FB={kernelName:zh,backendName:"webgl",kernelFunc:MB},$B=class{constructor(e){this.variableNames=["x","W"],this.outputShape=e.outShape;let{inHeight:t,inWidth:n,padInfo:r,strideHeight:a,strideWidth:s,filterHeight:i,filterWidth:o,dilationHeight:l,dilationWidth:c}=e,{top:u,left:h}=r;this.userCode=` + const ivec2 strides = ivec2(${a}, ${s}); + const ivec2 pads = ivec2(${u}, ${h}); const float neg_infinity = -3.4e38; void main() { @@ -38105,14 +2757,14 @@ var Dilation2DProgram = class { int wBeg = outTopLeftCorner.y; float curVal = neg_infinity; - for (int h = 0; h < ${filterHeight}; h++) { - int hIn = hBeg + h * ${dilationHeight}; + for (int h = 0; h < ${i}; h++) { + int hIn = hBeg + h * ${l}; - if (hIn >= 0 && hIn < ${inHeight}) { - for (int w = 0; w < ${filterWidth}; w++) { - int wIn = wBeg + w * ${dilationWidth}; + if (hIn >= 0 && hIn < ${t}) { + for (int w = 0; w < ${o}; w++) { + int wIn = wBeg + w * ${c}; - if (wIn >= 0 && wIn < ${inWidth}) { + if (wIn >= 0 && wIn < ${n}) { float xVal = getX(batch, hIn, wIn, d1); float wVal = getW(h, w, d1); @@ -38128,60 +2780,7 @@ var Dilation2DProgram = class { float result = curVal; setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function dilation2D(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dilations} = attrs; - const convInfo = backend_util_exports.computeDilation2DInfo(x.shape, filter.shape, strides, pad3, "NHWC", dilations); - let out; - const program = new Dilation2DProgram(convInfo); - out = backend22.runWebGLProgram(program, [x, filter], "float32"); - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - backend22.disposeIntermediateTensorInfo(out); - return outReshaped; -} -var dilation2DConfig = { - kernelName: Dilation2D, - backendName: "webgl", - kernelFunc: dilation2D -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ELU3 = `return (x >= 0.0) ? x : (exp(x) - 1.0);`; -var ELU_PACKED = ` + `}};function DB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l}=r,c=R.computeDilation2DInfo(a.shape,s.shape,i,o,"NHWC",l),u,h=new $B(c);u=n.runWebGLProgram(h,[a,s],"float32");let d=xe({inputs:{x:u},backend:n,attrs:{shape:c.outShape}});return n.disposeIntermediateTensorInfo(u),d}var OB={kernelName:yu,backendName:"webgl",kernelFunc:DB},zB="return (x >= 0.0) ? x : (exp(x) - 1.0);",PB=` vec4 result; result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0); @@ -38190,236 +2789,41 @@ var ELU_PACKED = ` result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0); return result; -`; -var elu3 = unaryKernelFunc2({opSnippet: ELU3, packedOpSnippet: ELU_PACKED}); -var eluConfig2 = { - kernelName: Elu, - backendName: "webgl", - kernelFunc: elu3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ELU_DER = `return (b >= 1.0) ? a : a * (b + 1.0);`; -var ELU_DER_PACKED = ` +`,LB=Xe({opSnippet:zB,packedOpSnippet:PB}),WB={kernelName:uo,backendName:"webgl",kernelFunc:LB},BB="return (b >= 1.0) ? a : a * (b + 1.0);",VB=` vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.))); return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0)))); -`; -var eluGrad2 = (args) => { - const {inputs, backend: backend22} = args; - const {dy, y} = inputs; - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(ELU_DER_PACKED, dy.shape, y.shape) : new BinaryOpProgram(ELU_DER, dy.shape, y.shape); - return backend22.runWebGLProgram(program, [dy, y], dy.dtype); -}; -var eluGradConfig2 = { - kernelName: EluGrad, - backendName: "webgl", - kernelFunc: eluGrad2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PACKED_EQUAL = ` +`,UB=e=>{let{inputs:t,backend:n}=e,{dy:r,y:a}=t,s=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(VB,r.shape,a.shape):new Ml(BB,r.shape,a.shape);return n.runWebGLProgram(s,[r,a],r.dtype)},jB={kernelName:Wh,backendName:"webgl",kernelFunc:UB},HB=` return vec4(equal(a, b)); -`; -var EQUAL = `return float(a == b);`; -var equal3 = binaryKernelFunc2({opSnippet: EQUAL, packedOpSnippet: PACKED_EQUAL, dtype: "bool"}); -var equalConfig2 = { - kernelName: Equal, - backendName: "webgl", - kernelFunc: equal3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ERF = ` +`,GB="return float(a == b);",qB=en({opSnippet:GB,packedOpSnippet:HB,dtype:"bool"}),XB={kernelName:ho,backendName:"webgl",kernelFunc:qB},KB=` // Error function is calculated approximately with elementary function. // See "Handbook of Mathematical Functions with Formulas, // Graphs, and Mathematical Tables", Abramowitz and Stegun. - float p = ${backend_util_exports.ERF_P}; - float a1 = ${backend_util_exports.ERF_A1}; - float a2 = ${backend_util_exports.ERF_A2}; - float a3 = ${backend_util_exports.ERF_A3}; - float a4 = ${backend_util_exports.ERF_A4}; - float a5 = ${backend_util_exports.ERF_A5}; + float p = ${R.ERF_P}; + float a1 = ${R.ERF_A1}; + float a2 = ${R.ERF_A2}; + float a3 = ${R.ERF_A3}; + float a4 = ${R.ERF_A4}; + float a5 = ${R.ERF_A5}; float sign = sign(x); x = abs(x); float t = 1.0 / (1.0 + p * x); return sign * (1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x*x)); -`; -var erf3 = unaryKernelFunc2({opSnippet: ERF}); -var erfConfig2 = { - kernelName: Erf, - backendName: "webgl", - kernelFunc: erf3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EXP = `return exp(x);`; -var exp3 = unaryKernelFunc2({opSnippet: EXP, packedOpSnippet: EXP, cpuKernelImpl: expImplCPU}); -var expConfig2 = { - kernelName: Exp, - backendName: "webgl", - kernelFunc: exp3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function expandDims3(args) { - const {inputs, attrs, backend: backend22} = args; - const {dim} = attrs; - const {input: input2} = inputs; - const inputRank = input2.shape.length; - const newShape = input2.shape.slice(); - let $dim = dim; - if (dim < 0) { - util_exports.assert(-(inputRank + 1) <= dim, () => `Axis must be in the interval [${-(inputRank + 1)}, ${inputRank}]`); - $dim = inputRank + dim + 1; - } - newShape.splice($dim, 0, 1); - return reshape3({inputs: {x: input2}, backend: backend22, attrs: {shape: newShape}}); -} -var expandDimsConfig2 = { - kernelName: ExpandDims, - backendName: "webgl", - kernelFunc: expandDims3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EXPM1 = `return exp(x) - 1.0;`; -var expm13 = unaryKernelFunc2({opSnippet: EXPM1, packedOpSnippet: EXPM1, cpuKernelImpl: expm1ImplCPU}); -var expm1Config2 = { - kernelName: Expm1, - backendName: "webgl", - kernelFunc: expm13 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FFTProgram = class { - constructor(component, inputShape, inverse) { - this.variableNames = ["real", "imag"]; - const innerDim = inputShape[1]; - this.outputShape = inputShape; - const exponentMultiplierSnippet = inverse ? `2.0 * ${Math.PI}` : `-2.0 * ${Math.PI}`; - const resultDenominator = inverse ? `${innerDim}.0` : "1.0"; - let opString; - if (component === "real") { - opString = "return real * expR - imag * expI;"; - } else if (component === "imag") { - opString = "return real * expI + imag * expR;"; - } else { - throw new Error(`FFT component must be either "real" or "imag", got ${component}.`); - } - this.userCode = ` - const float exponentMultiplier = ${exponentMultiplierSnippet}; +`,ZB=Xe({opSnippet:KB}),YB={kernelName:co,backendName:"webgl",kernelFunc:ZB},x_="return exp(x);",w_=Xe({opSnippet:x_,packedOpSnippet:x_,cpuKernelImpl:Zz}),JB={kernelName:gs,backendName:"webgl",kernelFunc:w_};function hA(e){let{inputs:t,attrs:n,backend:r}=e,{dim:a}=n,{input:s}=t,i=s.shape.length,o=s.shape.slice(),l=a;return a<0&&(v.assert(-(i+1)<=a,()=>`Axis must be in the interval [${-(i+1)}, ${i}]`),l=i+a+1),o.splice(l,0,1),xe({inputs:{x:s},backend:r,attrs:{shape:o}})}var QB={kernelName:po,backendName:"webgl",kernelFunc:hA},b_="return exp(x) - 1.0;",eV=Xe({opSnippet:b_,packedOpSnippet:b_,cpuKernelImpl:Yz}),tV={kernelName:fo,backendName:"webgl",kernelFunc:eV},__=class{constructor(e,t,n){this.variableNames=["real","imag"];let r=t[1];this.outputShape=t;let a=n?`2.0 * ${Math.PI}`:`-2.0 * ${Math.PI}`,s=n?`${r}.0`:"1.0",i;if(e==="real")i="return real * expR - imag * expI;";else if(e==="imag")i="return real * expI + imag * expR;";else throw new Error(`FFT component must be either "real" or "imag", got ${e}.`);this.userCode=` + const float exponentMultiplier = ${a}; float unaryOpComplex(float real, float expR, float imag, float expI) { - ${opString} + ${i} } float mulMatDFT(int batch, int index) { - float indexRatio = float(index) / float(${innerDim}); + float indexRatio = float(index) / float(${r}); float exponentMultiplierTimesIndexRatio = exponentMultiplier * indexRatio; float result = 0.0; - for (int i = 0; i < ${innerDim}; i++) { + for (int i = 0; i < ${r}; i++) { // x = (-2|2 * PI / N) * index * i; float x = exponentMultiplierTimesIndexRatio * float(i); float expR = cos(x); @@ -38428,7 +2832,7 @@ var FFTProgram = class { float imag = getImag(batch, i); result += - unaryOpComplex(real, expR, imag, expI) / ${resultDenominator}; + unaryOpComplex(real, expR, imag, expI) / ${s}; } return result; @@ -38438,262 +2842,27 @@ var FFTProgram = class { ivec2 coords = getOutputCoords(); setOutput(mulMatDFT(coords[0], coords[1])); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fftImpl2(x, inverse, backend22) { - const xData = backend22.texData.get(x.dataId); - const inputSize = util_exports.sizeFromShape(x.shape); - const innerDimensionSize = x.shape[x.shape.length - 1]; - const batch = inputSize / innerDimensionSize; - const input2D = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [batch, innerDimensionSize]}}); - const xShape = input2D.shape; - const realProgram = new FFTProgram("real", xShape, inverse); - const imagProgram = new FFTProgram("imag", xShape, inverse); - const inputs = [ - { - dataId: xData.complexTensorInfos.real.dataId, - dtype: xData.complexTensorInfos.real.dtype, - shape: xShape - }, - { - dataId: xData.complexTensorInfos.imag.dataId, - dtype: xData.complexTensorInfos.imag.dtype, - shape: xShape - } - ]; - const realPart = backend22.runWebGLProgram(realProgram, inputs, "float32"); - const imagPart = backend22.runWebGLProgram(imagProgram, inputs, "float32"); - const complexOutput = complex3({inputs: {real: realPart, imag: imagPart}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(imagPart); - const complexOutputReshaped = reshape3({inputs: {x: complexOutput}, backend: backend22, attrs: {shape: x.shape}}); - backend22.disposeIntermediateTensorInfo(input2D); - backend22.disposeIntermediateTensorInfo(complexOutput); - return complexOutputReshaped; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fft3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - return fftImpl2(input2, false, backend22); -} -var fftConfig2 = { - kernelName: FFT, - backendName: "webgl", - kernelFunc: fft3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FillProgram = class { - constructor(shape, value) { - this.outputShape = []; - this.variableNames = ["x"]; - this.outputShape = shape; - this.userCode = ` + `}};function v_(e,t,n){let r=n.texData.get(e.dataId),a=v.sizeFromShape(e.shape),s=e.shape[e.shape.length-1],i=a/s,o=xe({inputs:{x:e},backend:n,attrs:{shape:[i,s]}}),l=o.shape,c=new __("real",l,t),u=new __("imag",l,t),h=[{dataId:r.complexTensorInfos.real.dataId,dtype:r.complexTensorInfos.real.dtype,shape:l},{dataId:r.complexTensorInfos.imag.dataId,dtype:r.complexTensorInfos.imag.dtype,shape:l}],d=n.runWebGLProgram(c,h,"float32"),p=n.runWebGLProgram(u,h,"float32"),f=Wa({inputs:{real:d,imag:p},backend:n});n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p);let m=xe({inputs:{x:f},backend:n,attrs:{shape:e.shape}});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(f),m}function nV(e){let{inputs:t,backend:n}=e,{input:r}=t;return v_(r,!1,n)}var rV={kernelName:Bh,backendName:"webgl",kernelFunc:nV},aV=class{constructor(e,t){this.outputShape=[],this.variableNames=["x"],this.outputShape=e,this.userCode=` uniform float value; void main() { // Input can be obtained from uniform value. setOutput(value); } - `; - } - getCustomSetupFunc(value) { - return (gpgpu, webGLProgram) => { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fill3(args) { - const {backend: backend22, attrs} = args; - const {shape, value} = attrs; - let {dtype} = attrs; - dtype = dtype || util_exports.inferDtype(value); - if (dtype === "string") { - const values = util_exports.getArrayFromDType(dtype, util_exports.sizeFromShape(shape)); - values.fill(value); - return backend22.makeTensorInfo(shape, dtype, values); - } else { - const program = new FillProgram(shape, value); - const customSetup = program.getCustomSetupFunc(value); - return backend22.runWebGLProgram(program, [], dtype, customSetup); - } -} -var fillConfig2 = { - kernelName: Fill, - backendName: "webgl", - kernelFunc: fill3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FlipLeftRightProgram = class { - constructor(imageShape) { - this.variableNames = ["Image"]; - this.outputShape = []; - const imageWidth = imageShape[2]; - this.outputShape = imageShape; - this.userCode = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}};function dA(e){let{backend:t,attrs:n}=e,{shape:r,value:a}=n,{dtype:s}=n;if(s=s||v.inferDtype(a),s==="string"){let i=v.getArrayFromDType(s,v.sizeFromShape(r));return i.fill(a),t.makeTensorInfo(r,s,i)}else{let i=new aV(r,a),o=i.getCustomSetupFunc(a);return t.runWebGLProgram(i,[],s,o)}}var sV={kernelName:gu,backendName:"webgl",kernelFunc:dA},iV=class{constructor(e){this.variableNames=["Image"],this.outputShape=[];let t=e[2];this.outputShape=e,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int x = coords[2]; - int coordX = ${imageWidth} - x; + int coordX = ${t} - x; float outputValue; - if(coordX >= 0 && coordX < ${imageWidth}) { + if(coordX >= 0 && coordX < ${t}) { outputValue = getImage(coords[0], coords[1], coordX, coords[3]); } else { outputValue = getImage(coords[0], coords[1], coords[2], coords[3]); } setOutput(outputValue); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var flipLeftRightConfig2 = { - kernelName: FlipLeftRight, - backendName: "webgl", - kernelFunc: ({inputs, backend: backend22}) => { - const {image: image3} = inputs; - const webglBackend = backend22; - const program = new FlipLeftRightProgram(image3.shape); - const output = webglBackend.runWebGLProgram(program, [image3], image3.dtype); - return output; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FLOOR = `return floor(x);`; -var floor3 = unaryKernelFunc2({opSnippet: FLOOR, packedOpSnippet: FLOOR, cpuKernelImpl: floorImplCPU}); -var floorConfig2 = { - kernelName: Floor, - backendName: "webgl", - kernelFunc: floor3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var INT_DIV = ` + `}},oV={kernelName:mo,backendName:"webgl",kernelFunc:({inputs:e,backend:t})=>{let{image:n}=e,r=t,a=new iV(n.shape);return r.runWebGLProgram(a,[n],n.dtype)}},k_="return floor(x);",lV=Xe({opSnippet:k_,packedOpSnippet:k_,cpuKernelImpl:Jz}),uV={kernelName:xs,backendName:"webgl",kernelFunc:lV},cV=` float s = sign(a) * sign(b); int ia = round(a); int ib = round(b); @@ -38703,8 +2872,7 @@ var INT_DIV = ` } else { return NAN; } -`; -var INT_DIV_PACKED = ` +`,hV=` ivec4 ia = round(a); ivec4 ib = round(b); bvec4 cond = notEqual(ib, ivec4(0)); @@ -38725,44 +2893,15 @@ var INT_DIV_PACKED = ` result[3] = idiv(ia[3], ib[3], s[3]); } return vec4(result); -`; -var floorDiv3 = binaryKernelFunc2({opSnippet: INT_DIV, packedOpSnippet: INT_DIV_PACKED, dtype: "int32"}); -var floorDivConfig2 = { - kernelName: FloorDiv, - backendName: "webgl", - kernelFunc: floorDiv3 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FromPixelsProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - const glsl = getGlslDifferences(); - const [height, width] = outputShape; - this.outputShape = outputShape; - this.userCode = ` +`,dV=en({opSnippet:cV,packedOpSnippet:hV,dtype:"int32"}),pV={kernelName:ws,backendName:"webgl",kernelFunc:dV},fV=class{constructor(e){this.variableNames=["A"];let t=hn(),[n,r]=e;this.outputShape=e,this.userCode=` void main() { ivec3 coords = getOutputCoords(); int texR = coords[0]; int texC = coords[1]; int depth = coords[2]; - vec2 uv = (vec2(texC, texR) + halfCR) / vec2(${width}.0, ${height}.0); + vec2 uv = (vec2(texC, texR) + halfCR) / vec2(${r}.0, ${n}.0); - vec4 values = ${glsl.texture2D}(A, uv); + vec4 values = ${t.texture2D}(A, uv); float value; if (depth == 0) { value = values.r; @@ -38776,34 +2915,7 @@ var FromPixelsProgram = class { setOutput(floor(value * 255.0 + 0.5)); } - `; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FromPixelsPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - const glsl = getGlslDifferences(); - const [height, width] = outputShape; - this.outputShape = outputShape; - this.userCode = ` + `}},mV=class{constructor(e){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;let t=hn(),[n,r]=e;this.outputShape=e,this.userCode=` void main() { ivec3 coords = getOutputCoords(); int texR = coords[0]; @@ -38818,8 +2930,8 @@ var FromPixelsPackedProgram = class { depth = coords[2] + col; vec2 uv = (vec2(texC, texR) + halfCR) / - vec2(${width}.0, ${height}.0); - vec4 values = ${glsl.texture2D}(A, uv); + vec2(${r}.0, ${n}.0); + vec4 values = ${t.texture2D}(A, uv); float value; if (depth == 0) { value = values.r; @@ -38835,631 +2947,34 @@ var FromPixelsPackedProgram = class { } } - ${glsl.output} = result; + ${t.output} = result; } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var fromPixelsConfig = { - kernelName: FromPixels, - backendName: "webgl", - kernelFunc: fromPixels2 -}; -var fromPixels2DContext2; -function fromPixels2(args) { - const {inputs, backend: backend22, attrs} = args; - let {pixels} = inputs; - const {numChannels} = attrs; - const isVideo = typeof HTMLVideoElement !== "undefined" && pixels instanceof HTMLVideoElement; - const isImage = typeof HTMLImageElement !== "undefined" && pixels instanceof HTMLImageElement; - const [width, height] = isVideo ? [ - pixels.videoWidth, - pixels.videoHeight - ] : [pixels.width, pixels.height]; - const texShape = [height, width]; - const outShape = [height, width, numChannels]; - if (isImage || isVideo) { - if (fromPixels2DContext2 == null) { - fromPixels2DContext2 = document.createElement("canvas").getContext("2d"); - } - fromPixels2DContext2.canvas.width = width; - fromPixels2DContext2.canvas.height = height; - fromPixels2DContext2.drawImage(pixels, 0, 0, width, height); - pixels = fromPixels2DContext2.canvas; - } - const tempPixelHandle = backend22.makeTensorInfo(texShape, "int32"); - backend22.texData.get(tempPixelHandle.dataId).usage = TextureUsage.PIXELS; - backend22.gpgpu.uploadPixelDataToTexture(backend22.getTexture(tempPixelHandle.dataId), pixels); - const program = env().getBool("WEBGL_PACK") ? new FromPixelsPackedProgram(outShape) : new FromPixelsProgram(outShape); - const res = backend22.runWebGLProgram(program, [tempPixelHandle], "int32"); - backend22.disposeData(tempPixelHandle.dataId); - return res; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fusedConv2d(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dataFormat, dilations, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - let out; - const intermediates = []; - if (convInfo.filterHeight === 1 && convInfo.filterWidth === 1 && convInfo.dilationHeight === 1 && convInfo.dilationWidth === 1 && convInfo.strideHeight === 1 && convInfo.strideWidth === 1 && (convInfo.padInfo.type === "SAME" || convInfo.padInfo.type === "VALID")) { - out = conv2dByMatMul({ - x, - filter, - convInfo, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - } else if (env().getBool("WEBGL_CONV_IM2COL") && x.shape[0] === 1) { - out = conv2dWithIm2Row({ - x, - filter, - convInfo, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - } else { - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, false) : null; - const program = new Conv2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs2 = [x, filter]; - if (bias) { - inputs2.push(bias); - } - if (preluActivationWeights) { - inputs2.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs2.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - out = backend22.runWebGLProgram(program, inputs2, "float32"); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - intermediates.push(out); - intermediates.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return outReshaped; -} -var fusedConv2DConfig2 = { - kernelName: FusedConv2D, - backendName: "webgl", - kernelFunc: fusedConv2d -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fusedDepthwiseConv2D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const intermediates = []; - let $dilations = dilations; - if ($dilations == null) { - $dilations = [1, 1]; - } - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, $dilations), () => `Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'`); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - const shouldPackDepthwiseConv = env().getBool("WEBGL_PACK_DEPTHWISECONV") && convInfo.strideWidth <= 2 && convInfo.outChannels / convInfo.inChannels === 1; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, shouldPackDepthwiseConv) : null; - const programInputs = [x, filter]; - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - if (hasBias) { - programInputs.push(bias); - } - if (hasPreluActivationWeights) { - programInputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - programInputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - let program; - if (shouldPackDepthwiseConv) { - program = new DepthwiseConvPacked2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - } else { - program = new DepthwiseConv2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - } - const result = backend22.runWebGLProgram(program, programInputs, "float32"); - intermediates.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; -} -var fusedDepthwiseConv2DConfig2 = { - kernelName: FusedDepthwiseConv2D, - backendName: "webgl", - kernelFunc: fusedDepthwiseConv2D2 -}; -var GatherNDProgram = class { - constructor(sliceDim, strides, shape) { - this.sliceDim = sliceDim; - this.strides = strides; - this.variableNames = ["x", "indices"]; - this.outputShape = shape; - const stridesType = getCoordsDataType(strides.length); - const dtype = getCoordsDataType(shape.length); - const strideString = this.sliceDim > 1 ? "strides[j]" : "strides"; - this.userCode = ` - ${stridesType} strides = ${stridesType}(${this.strides}); + `}},yV={kernelName:nd,backendName:"webgl",kernelFunc:AV},$l;function AV(e){let{inputs:t,backend:n,attrs:r}=e,{pixels:a}=t,{numChannels:s}=r,i=typeof HTMLVideoElement!="undefined"&&a instanceof HTMLVideoElement,o=typeof HTMLImageElement!="undefined"&&a instanceof HTMLImageElement,[l,c]=i?[a.videoWidth,a.videoHeight]:[a.width,a.height],u=[c,l],h=[c,l,s];(o||i)&&($l==null&&($l=document.createElement("canvas").getContext("2d")),$l.canvas.width=l,$l.canvas.height=c,$l.drawImage(a,0,0,l,c),a=$l.canvas);let d=n.makeTensorInfo(u,"int32");n.texData.get(d.dataId).usage=Xn.PIXELS,n.gpgpu.uploadPixelDataToTexture(n.getTexture(d.dataId),a);let p=J().getBool("WEBGL_PACK")?new mV(h):new fV(h),f=n.runWebGLProgram(p,[d],"int32");return n.disposeData(d.dataId),f}function gV(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d,activation:p,leakyreluAlpha:f}=r,m=R.convertConv2DDataFormat(u),A=R.computeConv2DInfo(a.shape,s.shape,l,h,c,d,!1,m),y,g=[];if(A.filterHeight===1&&A.filterWidth===1&&A.dilationHeight===1&&A.dilationWidth===1&&A.strideHeight===1&&A.strideWidth===1&&(A.padInfo.type==="SAME"||A.padInfo.type==="VALID"))y=d_({x:a,filter:s,convInfo:A,backend:n,bias:i,activation:p,preluActivationWeights:o,leakyreluAlpha:f});else if(J().getBool("WEBGL_CONV_IM2COL")&&a.shape[0]===1)y=p_({x:a,filter:s,convInfo:A,backend:n,bias:i,activation:p,preluActivationWeights:o,leakyreluAlpha:f});else{let b=i!=null,_=o!=null,x=p==="leakyrelu",N=p?fp(p,!1):null,T=new h_(A,b,N,_,x),C=[a,s];if(i&&C.push(i),o&&C.push(o),x){let F=n.makeTensorInfo([],"float32",v.createScalarValue(f,"float32"));C.push(F),g.push(F)}y=n.runWebGLProgram(T,C,"float32")}let w=xe({inputs:{x:y},backend:n,attrs:{shape:A.outShape}});return g.push(y),g.forEach(b=>n.disposeIntermediateTensorInfo(b)),w}var xV={kernelName:Qs,backendName:"webgl",kernelFunc:gV};function wV(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dilations:u,dimRoundingMode:h,activation:d,leakyreluAlpha:p}=r,f=[],m=u;m==null&&(m=[1,1]),v.assert(R.eitherStridesOrDilationsAreOne(l,m),()=>`Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${l} and dilations '${m}'`);let A=R.computeConv2DInfo(a.shape,s.shape,l,m,c,h,!0),y=J().getBool("WEBGL_PACK_DEPTHWISECONV")&&A.strideWidth<=2&&A.outChannels/A.inChannels==1,g=d?fp(d,y):null,w=[a,s],b=i!=null,_=o!=null,x=d==="leakyrelu";if(b&&w.push(i),_&&w.push(o),x){let C=n.makeTensorInfo([],"float32",v.createScalarValue(p,"float32"));w.push(C),f.push(C)}let N;y?N=new g_(A,b,g,_,x):N=new y_(A,b,g,_,x);let T=n.runWebGLProgram(N,w,"float32");return f.forEach(C=>n.disposeIntermediateTensorInfo(C)),T}var bV={kernelName:ei,backendName:"webgl",kernelFunc:wV},_V=class{constructor(e,t,n){this.sliceDim=e,this.strides=t,this.variableNames=["x","indices"],this.outputShape=n;let r=ot(t.length),a=ot(n.length),s=this.sliceDim>1?"strides[j]":"strides";this.userCode=` + ${r} strides = ${r}(${this.strides}); void main() { - ${dtype} coords = getOutputCoords(); + ${a} coords = getOutputCoords(); int flattenIndex = 0; for (int j = 0; j < ${this.sliceDim}; j++) { int index = round(getIndices(coords[0], j)); - flattenIndex += index * ${strideString}; + flattenIndex += index * ${s}; } setOutput(getX(flattenIndex, coords[1])); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function gatherNd2(args) { - const {inputs, backend: backend22} = args; - const {params, indices} = inputs; - const indicesShape = indices.shape; - const sliceRank = indicesShape[indicesShape.length - 1]; - const [resultShape, numSlices, sliceSize, strides] = backend_util_exports.prepareAndValidate(params, indices); - const flattenIndices = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [numSlices, sliceRank]}}); - const flattenX = reshape3({ - inputs: {x: params}, - backend: backend22, - attrs: {shape: [util_exports.sizeFromShape(params.shape) / sliceSize, sliceSize]} - }); - const program = new GatherNDProgram(sliceRank, strides, [numSlices, sliceSize]); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndices], flattenX.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: resultShape}}); - backend22.disposeIntermediateTensorInfo(flattenIndices); - backend22.disposeIntermediateTensorInfo(flattenX); - backend22.disposeIntermediateTensorInfo(res); - return reshaped; -} -var gatherNdConfig2 = { - kernelName: GatherNd, - backendName: "webgl", - kernelFunc: gatherNd2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var GatherProgram = class { - constructor(aShape, outputShape) { - this.variableNames = ["A", "indices"]; - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const sourceCoords = getSourceCoords2(aShape, 2); - this.userCode = ` + `}};function vV(e){let{inputs:t,backend:n}=e,{params:r,indices:a}=t,s=a.shape,i=s[s.length-1],[o,l,c,u]=R.prepareAndValidate(r,a),h=xe({inputs:{x:a},backend:n,attrs:{shape:[l,i]}}),d=xe({inputs:{x:r},backend:n,attrs:{shape:[v.sizeFromShape(r.shape)/c,c]}}),p=new _V(i,u,[l,c]),f=n.runWebGLProgram(p,[d,h],d.dtype),m=xe({inputs:{x:f},backend:n,attrs:{shape:o}});return n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(f),m}var kV={kernelName:yo,backendName:"webgl",kernelFunc:vV},NV=class{constructor(e,t){this.variableNames=["A","indices"],this.outputShape=t,this.rank=t.length;let n=ot(this.rank),r=IV(e,2);this.userCode=` void main() { - ${dtype} resRC = getOutputCoords(); - setOutput(getA(${sourceCoords})); + ${n} resRC = getOutputCoords(); + setOutput(getA(${r})); } - `; - } -}; -function getSourceCoords2(aShape, axis) { - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w"]; - const sourceCoords = []; - for (let i = 0; i < aShape.length; i++) { - if (i === 2) { - sourceCoords.push("int(getIndices(resRC.x, resRC.z))"); - } else { - sourceCoords.push(`${currentCoords[i]}`); - } - } - return sourceCoords.join(); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function gatherV22(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, indices} = inputs; - const {axis, batchDims} = attrs; - const parsedAxis = util_exports.parseAxisParam(axis, x.shape)[0]; - const shapeInfo = backend_util_exports.segment_util.collectGatherOpShapeInfo(x, indices, parsedAxis, batchDims); - const indicesSize = util_exports.sizeFromShape(indices.shape); - const toDispose = []; - const flattenX = reshape3({ - inputs: {x}, - backend: backend22, - attrs: { - shape: [ - shapeInfo.batchSize, - shapeInfo.outerSize, - shapeInfo.dimSize, - shapeInfo.sliceSize - ] - } - }); - const flattenIndex = reshape3({ - inputs: {x: indices}, - backend: backend22, - attrs: {shape: [shapeInfo.batchSize, indicesSize / shapeInfo.batchSize]} - }); - toDispose.push(flattenX); - toDispose.push(flattenIndex); - const flattenOutputShape = [ - shapeInfo.batchSize, - shapeInfo.outerSize, - indicesSize / shapeInfo.batchSize, - shapeInfo.sliceSize - ]; - if (backend22.shouldExecuteOnCPU([x, indices]) || x.dtype === "string") { - const indicesBuf = backend22.bufferSync(flattenIndex); - const xBuf = backend22.bufferSync(flattenX); - const outBuf = gatherV2ImplCPU(xBuf, indicesBuf, flattenOutputShape); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return backend22.makeTensorInfo(shapeInfo.outputShape, outBuf.dtype, outBuf.values); - } - const program = new GatherProgram(flattenX.shape, flattenOutputShape); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndex], flattenX.dtype); - toDispose.push(res); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: shapeInfo.outputShape}}); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return reshaped; -} -var gatherV2Config2 = { - kernelName: GatherV2, - backendName: "webgl", - kernelFunc: gatherV22 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var GREATER = `return float(a > b);`; -var GREATER_PACKED = ` + `}};function IV(e,t){let n=["resRC.x","resRC.y","resRC.z","resRC.w"],r=[];for(let a=0;an.disposeIntermediateTensorInfo(_)),n.makeTensorInfo(c.outputShape,b.dtype,b.values)}let m=new NV(d.shape,f),A=n.runWebGLProgram(m,[d,p],d.dtype);h.push(A);let y=xe({inputs:{x:A},backend:n,attrs:{shape:c.outputShape}});return h.forEach(g=>n.disposeIntermediateTensorInfo(g)),y}var TV={kernelName:Ao,backendName:"webgl",kernelFunc:SV},CV="return float(a > b);",EV=` return vec4(greaterThan(a, b)); -`; -var greater3 = binaryKernelFunc2({ - opSnippet: GREATER, - packedOpSnippet: GREATER_PACKED, - cpuKernelImpl: greaterImplCPU, - dtype: "bool" -}); -var greaterConfig2 = { - kernelName: Greater, - backendName: "webgl", - kernelFunc: greater3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var GREATER_EQUAL = `return float(a >= b);`; -var GREATER_EQUAL_PACKED = ` +`,RV=en({opSnippet:CV,packedOpSnippet:EV,cpuKernelImpl:eP,dtype:"bool"}),MV={kernelName:go,backendName:"webgl",kernelFunc:RV},FV="return float(a >= b);",$V=` return vec4(greaterThanEqual(a, b)); -`; -var greaterEqual3 = binaryKernelFunc2({ - opSnippet: GREATER_EQUAL, - packedOpSnippet: GREATER_EQUAL_PACKED, - dtype: "bool" -}); -var greaterEqualConfig2 = { - kernelName: GreaterEqual, - backendName: "webgl", - kernelFunc: greaterEqual3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function ifft3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - return fftImpl2(input2, true, backend22); -} -var ifftConfig2 = { - kernelName: IFFT, - backendName: "webgl", - kernelFunc: ifft3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var IS_FINITE = `return float(!isnan(x) && !isinf(x));`; -var isFinite4 = unaryKernelFunc2({opSnippet: IS_FINITE, dtype: "bool"}); -var isFiniteConfig2 = { - kernelName: IsFinite, - backendName: "webgl", - kernelFunc: isFinite4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var IS_INF = `return float(isinf(x));`; -var isInf3 = unaryKernelFunc2({opSnippet: IS_INF, dtype: "bool"}); -var isInfConfig2 = { - kernelName: IsInf, - backendName: "webgl", - kernelFunc: isInf3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var IS_NAN = `return float(isnan(x));`; -var isNaN4 = unaryKernelFunc2({opSnippet: IS_NAN, dtype: "bool"}); -var isNaNConfig2 = { - kernelName: IsNan, - backendName: "webgl", - kernelFunc: isNaN4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LESS = `return float(a < b);`; -var LESS_PACKED = ` +`,DV=en({opSnippet:FV,packedOpSnippet:$V,dtype:"bool"}),OV={kernelName:_s,backendName:"webgl",kernelFunc:DV};function zV(e){let{inputs:t,backend:n}=e,{input:r}=t;return v_(r,!0,n)}var PV={kernelName:Vh,backendName:"webgl",kernelFunc:zV},LV="return float(!isnan(x) && !isinf(x));",WV=Xe({opSnippet:LV,dtype:"bool"}),BV={kernelName:xo,backendName:"webgl",kernelFunc:WV},VV="return float(isinf(x));",UV=Xe({opSnippet:VV,dtype:"bool"}),jV={kernelName:wo,backendName:"webgl",kernelFunc:UV},HV="return float(isnan(x));",GV=Xe({opSnippet:HV,dtype:"bool"}),qV={kernelName:bo,backendName:"webgl",kernelFunc:GV},XV="return float(a < b);",KV=` return vec4(lessThan(a, b)); -`; -var less3 = binaryKernelFunc2({ - opSnippet: LESS, - packedOpSnippet: LESS_PACKED, - cpuKernelImpl: lessImplCPU, - dtype: "bool" -}); -var lessConfig2 = { - kernelName: Less, - backendName: "webgl", - kernelFunc: less3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LESS_EQUAL = `return float(a <= b);`; -var LESS_EQUAL_PACKED = ` +`,ZV=en({opSnippet:XV,packedOpSnippet:KV,cpuKernelImpl:tP,dtype:"bool"}),YV={kernelName:_o,backendName:"webgl",kernelFunc:ZV},JV="return float(a <= b);",QV=` return vec4(lessThanEqual(a, b)); -`; -var lessEqual3 = binaryKernelFunc2({opSnippet: LESS_EQUAL, packedOpSnippet: LESS_EQUAL_PACKED, dtype: "bool"}); -var lessEqualConfig2 = { - kernelName: LessEqual, - backendName: "webgl", - kernelFunc: lessEqual3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function linSpace2(args) { - const {backend: backend22, attrs} = args; - const {start, stop, num} = attrs; - const outVals = linSpaceImplCPU(start, stop, num); - return backend22.makeTensorInfo([outVals.length], "float32", outVals); -} -var linSpaceConfig2 = { - kernelName: LinSpace, - backendName: "webgl", - kernelFunc: linSpace2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LOG = `if (x < 0.0) return NAN; - return log(x);`; -var LOG_PACKED = ` +`,eU=en({opSnippet:JV,packedOpSnippet:QV,dtype:"bool"}),tU={kernelName:vo,backendName:"webgl",kernelFunc:eU};function nU(e){let{backend:t,attrs:n}=e,{start:r,stop:a,num:s}=n,i=nP(r,a,s);return t.makeTensorInfo([i.length],"float32",i)}var rU={kernelName:jh,backendName:"webgl",kernelFunc:nU},aU=`if (x < 0.0) return NAN; + return log(x);`,sU=` vec4 result = log(x); vec4 isNaN = vec4(lessThan(x, vec4(0.0))); result.r = isNaN.r == 1.0 ? NAN : result.r; @@ -39468,153 +2983,16 @@ var LOG_PACKED = ` result.a = isNaN.a == 1.0 ? NAN : result.a; return result; -`; -var log4 = unaryKernelFunc2({opSnippet: LOG, packedOpSnippet: LOG_PACKED, cpuKernelImpl: logImplCPU}); -var logConfig2 = { - kernelName: Log, - backendName: "webgl", - kernelFunc: log4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LOG1P = `return log(1.0 + x);`; -var log1p3 = unaryKernelFunc2({opSnippet: LOG1P}); -var log1pConfig2 = { - kernelName: Log1p, - backendName: "webgl", - kernelFunc: log1p3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LOGICAL_AND = `return float(a >= 1.0 && b >= 1.0);`; -var LOGICAL_AND_PACKED = ` +`,iU=Xe({opSnippet:aU,packedOpSnippet:sU,cpuKernelImpl:rP}),oU={kernelName:Is,backendName:"webgl",kernelFunc:iU},lU="return log(1.0 + x);",uU=Xe({opSnippet:lU}),cU={kernelName:ko,backendName:"webgl",kernelFunc:uU},hU="return float(a >= 1.0 && b >= 1.0);",dU=` return vec4( vec4(greaterThanEqual(a, vec4(1.0))) * vec4(greaterThanEqual(b, vec4(1.0)))); -`; -var logicalAnd3 = binaryKernelFunc2({ - opSnippet: LOGICAL_AND, - packedOpSnippet: LOGICAL_AND_PACKED, - dtype: "bool" -}); -var logicalAndConfig2 = { - kernelName: LogicalAnd, - backendName: "webgl", - kernelFunc: logicalAnd3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LOGICAL_NOT = `return float(!(x >= 1.0));`; -var logicalNot3 = unaryKernelFunc2({opSnippet: LOGICAL_NOT}); -var logicalNotConfig2 = { - kernelName: LogicalNot, - backendName: "webgl", - kernelFunc: logicalNot3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LOGICAL_OR = `return float(a >= 1.0 || b >= 1.0);`; -var LOGICAL_OR_PACKED = ` +`,pU=en({opSnippet:hU,packedOpSnippet:dU,dtype:"bool"}),fU={kernelName:Io,backendName:"webgl",kernelFunc:pU},mU="return float(!(x >= 1.0));",AU=Xe({opSnippet:mU}),yU={kernelName:xu,backendName:"webgl",kernelFunc:AU},gU="return float(a >= 1.0 || b >= 1.0);",xU=` return min( vec4(greaterThanEqual(a, vec4(1.0))) + vec4(greaterThanEqual(b, vec4(1.0))), vec4(1.0)); -`; -var logicalOr3 = binaryKernelFunc2({opSnippet: LOGICAL_OR, packedOpSnippet: LOGICAL_OR_PACKED, dtype: "bool"}); -var logicalOrConfig2 = { - kernelName: LogicalOr, - backendName: "webgl", - kernelFunc: logicalOr3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LRNProgram = class { - constructor(xShape, radius, bias, alpha, beta) { - this.variableNames = ["x"]; - this.outputShape = []; - const rad = radius; - const maxD = xShape[3] - 1; - this.outputShape = xShape; - let powOperator; - const basis = `float(${bias}) + float(${alpha}) * sum`; - if (beta === 0.5) { - powOperator = `inversesqrt(${basis})`; - } else if (beta === 1) { - powOperator = `1.0/(${basis})`; - } else { - powOperator = `exp(log(${basis}) * float(-${beta}));`; - } - this.userCode = ` +`,wU=en({opSnippet:gU,packedOpSnippet:xU,dtype:"bool"}),bU={kernelName:wu,backendName:"webgl",kernelFunc:wU},_U=class{constructor(e,t,n,r,a){this.variableNames=["x"],this.outputShape=[];let s=t,i=e[3]-1;this.outputShape=e;let o,l=`float(${n}) + float(${r}) * sum`;a===.5?o=`inversesqrt(${l})`:a===1?o=`1.0/(${l})`:o=`exp(log(${l}) * float(-${a}));`,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -39623,54 +3001,17 @@ var LRNProgram = class { int d = coords[3]; float x = getX(b, r, c, d); float sum = 0.0; - for (int j = -${rad}; j <= ${rad}; j++) { + for (int j = -${s}; j <= ${s}; j++) { int idx = d + j; - if (idx >= 0 && idx <= ${maxD}) { + if (idx >= 0 && idx <= ${i}) { float z = getX(b, r, c, idx); sum += z * z; } } - float val = x * ${powOperator}; + float val = x * ${o}; setOutput(val); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LRNPackedProgram = class { - constructor(xShape, radius, bias, alpha, beta) { - this.variableNames = ["x"]; - this.outputShape = []; - this.packedInputs = true; - this.packedOutput = true; - const rad = radius; - const maxD = xShape[3] - 1; - this.outputShape = xShape; - let powOperator; - const basis = `float(${bias}) + float(${alpha}) * sum`; - if (beta === 0.5) { - powOperator = `inversesqrt(${basis})`; - } else if (beta === 1) { - powOperator = `1.0/(${basis})`; - } else { - powOperator = `exp(log(${basis}) * float(-${beta}));`; - } - this.userCode = ` + `}},vU=class{constructor(e,t,n,r,a){this.variableNames=["x"],this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0;let s=t,i=e[3]-1;this.outputShape=e;let o,l=`float(${n}) + float(${r}) * sum`;a===.5?o=`inversesqrt(${l})`:a===1?o=`1.0/(${l})`:o=`exp(log(${l}) * float(-${a}));`,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords.x; @@ -39694,7 +3035,7 @@ var LRNPackedProgram = class { getChannel(xFragAtOutputCoords, vec2(c + 1, d + 1)) : 0.0 ); - int firstChannel = d - ${rad}; + int firstChannel = d - ${s}; vec2 cache = vec2(0.); if(firstChannel >= 0){ vec4 firstChannelFrag = getX(b, r, c, firstChannel); @@ -39705,10 +3046,10 @@ var LRNPackedProgram = class { } ivec2 depth = ivec2(d, d + 1); - for (int j = - ${rad}; j <= ${rad}; j++) { + for (int j = - ${s}; j <= ${s}; j++) { ivec2 idx = depth + j; bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0)); - bvec2 belowUpperBound = lessThanEqual(idx, ivec2(${maxD})); + bvec2 belowUpperBound = lessThanEqual(idx, ivec2(${i})); bool depthInRange = aboveLowerBound.x && belowUpperBound.x; bool depthPlusOneInRange = aboveLowerBound.y && belowUpperBound.y; @@ -39729,67 +3070,10 @@ var LRNPackedProgram = class { sum += z * z; } } - vec4 result = xAtOutputCoords * ${powOperator}; + vec4 result = xAtOutputCoords * ${o}; setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var lrn = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {depthRadius, bias, alpha, beta} = attrs; - const program = env().getBool("WEBGL_PACK_NORMALIZATION") ? new LRNPackedProgram(x.shape, depthRadius, bias, alpha, beta) : new LRNProgram(x.shape, depthRadius, bias, alpha, beta); - return backend22.runWebGLProgram(program, [x], x.dtype); -}; -var LRNConfig = { - kernelName: LRN, - backendName: "webgl", - kernelFunc: lrn -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var LRNGradProgram = class { - constructor(inputShape, depthRadius, bias, alpha, beta) { - this.variableNames = ["inputImage", "outputImage", "dy"]; - this.outputShape = []; - this.outputShape = inputShape; - this.depth = inputShape[3]; - this.depthRadius = depthRadius; - this.bias = bias; - this.alpha = alpha; - this.beta = beta; - this.userCode = ` + `}},kU=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{depthRadius:s,bias:i,alpha:o,beta:l}=r,c=J().getBool("WEBGL_PACK_NORMALIZATION")?new vU(a.shape,s,i,o,l):new _U(a.shape,s,i,o,l);return n.runWebGLProgram(c,[a],a.dtype)},IU={kernelName:bu,backendName:"webgl",kernelFunc:kU},NU=class{constructor(e,t,n,r,a){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=e,this.depth=e[3],this.depthRadius=t,this.bias=n,this.alpha=r,this.beta=a,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -39798,9 +3082,9 @@ var LRNGradProgram = class { float result = 0.0; for (int d = 0; d < ${this.depth}; ++d) { - int depthBegin = int(max(0.0, float(d - ${depthRadius}))); + int depthBegin = int(max(0.0, float(d - ${t}))); int depthEnd = int(min(float(${this.depth}), - float(d + ${depthRadius} + 1))); + float(d + ${t} + 1))); const int MIN_DEPTH_BEGIN = 0; const int MAX_DEPTH_END = ${this.depth}; @@ -39818,19 +3102,19 @@ var LRNGradProgram = class { } } - norm = float(${alpha}) * norm + float(${bias}); + norm = float(${r}) * norm + float(${n}); for(int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k){ if (k < depthBegin){ continue; } else if (k >= depthBegin && k < depthEnd){ - float dyi = -2.0 * float(${alpha}) - * float(${beta}) + float dyi = -2.0 * float(${r}) + * float(${a}) * getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d) / norm; if (k == d) { - dyi += pow(norm, -1.0 * ${beta}); + dyi += pow(norm, -1.0 * ${a}); } if (k == coords[3]) { dyi *= getDy(b, r, c, d); @@ -39844,265 +3128,15 @@ var LRNGradProgram = class { } setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var lrnGrad = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x, y, dy} = inputs; - const {depthRadius, bias, alpha, beta} = attrs; - const program = new LRNGradProgram(x.shape, depthRadius, bias, alpha, beta); - return backend22.runWebGLProgram(program, [x, y, dy], x.dtype); -}; -var LRNGradConfig = { - kernelName: LRNGrad, - backendName: "webgl", - kernelFunc: lrnGrad -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxImpl2(x, reduceShape, outShape, backend22) { - const inSize = util_exports.sizeFromShape(reduceShape); - const xSize = util_exports.sizeFromShape(x.shape); - const batchSize = xSize / inSize; - const reshapedInput = reshape3({inputs: {x}, attrs: {shape: [batchSize, inSize]}, backend: backend22}); - const reduced = reduce(reshapedInput, x.dtype, "max", backend22); - const reshapedOutput = reshape3({inputs: {x: reduced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(reshapedInput); - backend22.disposeIntermediateTensorInfo(reduced); - return reshapedOutput; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function max3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {reductionIndices, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(reductionIndices, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - const maxInputIsTransposed = permutedAxes != null; - const shouldExecuteOnCPU = backend22.shouldExecuteOnCPU([x]); - let maxInput = x; - if (maxInputIsTransposed) { - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get(maxInput.dataId); - const values = xTexData.values; - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[permutedAxes[i]]; - } - const maxInputValues = transposeImplCPU(values, x.shape, x.dtype, permutedAxes, newShape); - maxInput = backend22.makeTensorInfo(newShape, x.dtype); - const maxInputData = backend22.texData.get(maxInput.dataId); - maxInputData.values = maxInputValues; - } else { - maxInput = transposeImpl2(x, permutedAxes, backend22); - } - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("max", axes, xRank); - const [maxOutShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(maxInput.shape, axes); - let outShape = maxOutShape; - if (keepDims) { - outShape = backend_util_exports.expandShapeToKeepDim(maxOutShape, origAxes); - } - let out; - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get(maxInput.dataId); - const values = xTexData.values; - const outValues = maxImplCPU(values, util_exports.sizeFromShape(reduceShape), outShape, x.dtype); - out = backend22.makeTensorInfo(outShape, x.dtype); - const outData = backend22.texData.get(out.dataId); - outData.values = outValues; - } else { - out = maxImpl2(maxInput, reduceShape, outShape, backend22); - } - if (maxInputIsTransposed) { - backend22.disposeIntermediateTensorInfo(maxInput); - } - return out; -} -var maxConfig2 = { - kernelName: Max, - backendName: "webgl", - kernelFunc: max3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MAXIMUM = CHECK_NAN_SNIPPET2 + ` + `}},SU=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a,y:s,dy:i}=t,{depthRadius:o,bias:l,alpha:c,beta:u}=r,h=new NU(a.shape,o,l,c,u);return n.runWebGLProgram(h,[a,s,i],a.dtype)},TU={kernelName:Hh,backendName:"webgl",kernelFunc:SU};function CU(e,t,n,r){let a=v.sizeFromShape(t),s=v.sizeFromShape(e.shape)/a,i=xe({inputs:{x:e},attrs:{shape:[s,a]},backend:r}),o=_i(i,e.dtype,"max",r),l=xe({inputs:{x:o},attrs:{shape:n},backend:r});return r.disposeIntermediateTensorInfo(i),r.disposeIntermediateTensorInfo(o),l}function I_(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{reductionIndices:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=u!=null,d=n.shouldExecuteOnCPU([a]),p=a;if(h){if(d){let g=n.texData.get(p.dataId).values,w=new Array(o);for(let x=0;x `Error in maxPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - if (convInfo.filterWidth === 1 && convInfo.filterHeight === 1 && util_exports.arraysEqual(convInfo.inShape, convInfo.outShape)) { - return identity2({inputs: {x}, backend: backend22}); - } - const maxPoolProgram = new Pool2DProgram(convInfo, "max", false); - return backend22.runWebGLProgram(maxPoolProgram, [x], x.dtype); -} -var maxPoolConfig2 = { - kernelName: MaxPool, - backendName: "webgl", - kernelFunc: maxPool3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPool3d2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {filterSize, strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode, dataFormat); - const maxPoolProgram = new Pool3DProgram(convInfo, "max", false); - return backend22.runWebGLProgram(maxPoolProgram, [x], x.dtype); -} -var maxPool3DConfig2 = { - kernelName: MaxPool3D, - backendName: "webgl", - kernelFunc: maxPool3d2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MaxPool2DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "maxPos"]; - this.outputShape = convInfo.inShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const lastIndex = effectiveFilterHeight * effectiveFilterWidth - 1; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); +`,FU=en({opSnippet:RU,packedOpSnippet:MU,cpuKernelImpl:sP}),$U={kernelName:Ss,backendName:"webgl",kernelFunc:FU};function DU(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t;kl(a,"maxPool");let{filterSize:s,strides:i,pad:o,dimRoundingMode:l}=r,c=1;v.assert(R.eitherStridesOrDilationsAreOne(i,c),()=>`Error in maxPool: Either strides or dilations must be 1. Got strides ${i} and dilations '${c}'`);let u=R.computePool2DInfo(a.shape,s,i,c,o,l);if(u.filterWidth===1&&u.filterHeight===1&&v.arraysEqual(u.inShape,u.outShape))return On({inputs:{x:a},backend:n});let h=new fc(u,"max",!1);return n.runWebGLProgram(h,[a],a.dtype)}var OU={kernelName:Ts,backendName:"webgl",kernelFunc:DU};function zU(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{filterSize:s,strides:i,pad:o,dataFormat:l,dimRoundingMode:c}=r,u=[1,1,1],h=R.computePool3DInfo(a.shape,s,i,u,o,c,l),d=new lA(h,"max",!1);return n.runWebGLProgram(d,[a],a.dtype)}var PU={kernelName:_u,backendName:"webgl",kernelFunc:zU},LU=class{constructor(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;let t=e.strideHeight,n=e.strideWidth,r=e.dilationHeight,a=e.effectiveFilterHeight,s=e.effectiveFilterWidth,i=a-1-e.padInfo.top,o=s-1-e.padInfo.left,l=a*s-1;this.userCode=` + const ivec2 pads = ivec2(${i}, ${o}); void main() { ivec4 coords = getOutputCoords(); @@ -40116,30 +3150,30 @@ var MaxPool2DBackpropProgram = class { // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${a}; + wR += ${r}) { + float dyR = float(dyRCorner + wR) / ${t}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${s}; wC++) { + float dyC = float(dyCCorner + wC) / ${n}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); float dyValue = getDy(b, idyR, idyC, d); - int maxPosValue = ${lastIndex} - int(getMaxPos(b, idyR, idyC, d)); + int maxPosValue = ${l} - int(getMaxPos(b, idyR, idyC, d)); // Get the current value, check it against the value from the // position matrix. - int curPosValue = wR * ${effectiveFilterWidth} + wC; + int curPosValue = wR * ${s} + wC; float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0); dotProd += dyValue * mask; @@ -40147,28 +3181,8 @@ var MaxPool2DBackpropProgram = class { } setOutput(dotProd); } - `; - } -}; -var MaxPool3DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "maxPos"]; - this.outputShape = convInfo.inShape; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = effectiveFilterDepth - 1 - convInfo.padInfo.front; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const lastIndex = effectiveFilterDepth * effectiveFilterHeight * effectiveFilterWidth - 1; - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},WU=class{constructor(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;let t=e.strideDepth,n=e.strideHeight,r=e.strideWidth,a=e.dilationDepth,s=e.dilationHeight,i=e.dilationWidth,o=e.effectiveFilterDepth,l=e.effectiveFilterHeight,c=e.effectiveFilterWidth,u=o-1-e.padInfo.front,h=l-1-e.padInfo.top,d=c-1-e.padInfo.left,p=o*l*c-1;this.userCode=` + const ivec3 pads = ivec3(${u}, ${h}, ${d}); void main() { ivec5 coords = getOutputCoords(); @@ -40185,44 +3199,44 @@ var MaxPool3DBackpropProgram = class { // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { - float dyD = float(dyDCorner + wD) / ${strideDepth}.0; + for (int wD = 0; wD < ${o}; + wD += ${a}) { + float dyD = float(dyDCorner + wD) / ${t}.0; - if (dyD < 0.0 || dyD >= ${convInfo.outDepth}.0 || fract(dyD) > 0.0) { + if (dyD < 0.0 || dyD >= ${e.outDepth}.0 || fract(dyD) > 0.0) { continue; } int idyD = int(dyD); - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${l}; + wR += ${s}) { + float dyR = float(dyRCorner + wR) / ${n}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${c}; + wC += ${i}) { + float dyC = float(dyCCorner + wC) / ${r}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); float dyValue = getDy(batch, idyD, idyR, idyC, ch); - int maxPosValue = ${lastIndex} - + int maxPosValue = ${p} - int(getMaxPos(batch, idyD, idyR, idyC, ch)); // Get the current value, check it against the value from the // position matrix. int curPosValue = - wD * ${effectiveFilterHeight} * ${effectiveFilterWidth} + - wR * ${effectiveFilterWidth} + wC; + wD * ${l} * ${c} + + wR * ${c} + wC; float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0); dotProd += dyValue * mask; @@ -40231,553 +3245,105 @@ var MaxPool3DBackpropProgram = class { } setOutput(dotProd); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPool3DGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - const maxPool3dPositionsProgram = new Pool3DProgram(convInfo, "max", true); - const maxPool3dPositions2 = backend22.runWebGLProgram(maxPool3dPositionsProgram, [x], x.dtype); - const maxPoolBackpropProgram = new MaxPool3DBackpropProgram(convInfo); - const result = backend22.runWebGLProgram(maxPoolBackpropProgram, [dy, maxPool3dPositions2], x.dtype); - backend22.disposeIntermediateTensorInfo(maxPool3dPositions2); - return result; -} -var maxPoolGrad3DConfig = { - kernelName: MaxPool3DGrad, - backendName: "webgl", - kernelFunc: maxPool3DGrad2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPoolGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2, output} = inputs; - const x = input2; - assertNotComplex2([input2, output], "maxPoolGrad"); - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const getPositions = true; - const maxPoolPositionsProgram = new Pool2DProgram(convInfo, "max", getPositions); - const maxPoolPositions2 = backend22.runWebGLProgram(maxPoolPositionsProgram, [x], x.dtype); - const maxPoolBackPropProgram = new MaxPool2DBackpropProgram(convInfo); - const result = backend22.runWebGLProgram(maxPoolBackPropProgram, [dy, maxPoolPositions2], x.dtype); - backend22.disposeIntermediateTensorInfo(maxPoolPositions2); - return result; -} -var maxPoolGradConfig2 = { - kernelName: MaxPoolGrad, - backendName: "webgl", - kernelFunc: maxPoolGrad2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPoolWithArgmaxImpl2(x, includeBatchInIndex, convInfo, backend22) { - let program = new Pool2DProgram(convInfo, "max", false); - const poolOutput = backend22.runWebGLProgram(program, [x], "float32"); - program = new Pool2DProgram(convInfo, "max", true, true, includeBatchInIndex); - const indexOutput = backend22.runWebGLProgram(program, [x], "float32"); - return [poolOutput, indexOutput]; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var maxPoolWithArgmaxConfig2 = { - kernelName: MaxPoolWithArgmax, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {x} = inputs; - const {filterSize, strides, pad: pad3, includeBatchInIndex} = attrs; - const webglBackend = backend22; - util_exports.assert(x.shape.length === 4, () => `Error in maxPool: input must be rank 4 but got rank ${x.shape.length}.`); - const dilations = [1, 1]; - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, dilations), () => `Error in maxPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3); - const [result, indexes] = maxPoolWithArgmaxImpl2(x, includeBatchInIndex, convInfo, webglBackend); - return [result, indexes]; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function meanImpl(x, reduceShape, outShape, backend22) { - const inSize = util_exports.sizeFromShape(reduceShape); - const xSize = util_exports.sizeFromShape(x.shape); - const batchSize = xSize / inSize; - const reshapedInput = reshape3({inputs: {x}, attrs: {shape: [batchSize, inSize]}, backend: backend22}); - const reduced = reduce(reshapedInput, "float32", "mean", backend22); - const reshapedOutput = reshape3({inputs: {x: reduced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(reshapedInput); - backend22.disposeIntermediateTensorInfo(reduced); - return reshapedOutput; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var meanConfig2 = { - kernelName: Mean, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {x} = inputs; - const {keepDims, axis} = attrs; - const webglBackend = backend22; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - const meanInputIsTransposed = permutedAxes != null; - const shouldExecuteOnCPU = webglBackend.shouldExecuteOnCPU([x]); - const intermediates = []; - let meanInput = x; - if (meanInputIsTransposed) { - if (shouldExecuteOnCPU) { - const xTexData = webglBackend.texData.get(meanInput.dataId); - const values = xTexData.values; - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[permutedAxes[i]]; - } - const meanInputValues = transposeImplCPU(values, x.shape, x.dtype, permutedAxes, newShape); - meanInput = webglBackend.makeTensorInfo(newShape, x.dtype); - const meanInputData = webglBackend.texData.get(meanInput.dataId); - meanInputData.values = meanInputValues; - } else { - meanInput = transposeImpl2(x, permutedAxes, webglBackend); - } - intermediates.push(meanInput); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("sum", axes, xRank); - const [meanOutShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(meanInput.shape, axes); - let outShape = meanOutShape; - if (keepDims) { - outShape = backend_util_exports.expandShapeToKeepDim(meanOutShape, origAxes); - } - const out = meanImpl(meanInput, reduceShape, outShape, webglBackend); - for (const i of intermediates) { - webglBackend.disposeIntermediateTensorInfo(i); - } - return out; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function min3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("min", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "min", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; -} -var minConfig2 = { - kernelName: Min, - backendName: "webgl", - kernelFunc: min3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MINIMUM = CHECK_NAN_SNIPPET2 + ` + `}};function BU(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s,{filterSize:o,strides:l,pad:c,dimRoundingMode:u}=r,h=[1,1,1],d=R.computePool3DInfo(i.shape,o,l,h,c,u),p=new lA(d,"max",!0),f=n.runWebGLProgram(p,[i],i.dtype),m=new WU(d),A=n.runWebGLProgram(m,[a,f],i.dtype);return n.disposeIntermediateTensorInfo(f),A}var VU={kernelName:qh,backendName:"webgl",kernelFunc:BU};function UU(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s,output:i}=t,o=s;kl([s,i],"maxPoolGrad");let{filterSize:l,strides:c,pad:u,dimRoundingMode:h}=r,d=R.computePool2DInfo(o.shape,l,c,1,u,h),p=!0,f=new fc(d,"max",p),m=n.runWebGLProgram(f,[o],o.dtype),A=new LU(d),y=n.runWebGLProgram(A,[a,m],o.dtype);return n.disposeIntermediateTensorInfo(m),y}var jU={kernelName:Gh,backendName:"webgl",kernelFunc:UU};function HU(e,t,n,r){let a=new fc(n,"max",!1),s=r.runWebGLProgram(a,[e],"float32");a=new fc(n,"max",!0,!0,t);let i=r.runWebGLProgram(a,[e],"float32");return[s,i]}var GU={kernelName:Xh,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{x:r}=e,{filterSize:a,strides:s,pad:i,includeBatchInIndex:o}=t,l=n;v.assert(r.shape.length===4,()=>`Error in maxPool: input must be rank 4 but got rank ${r.shape.length}.`);let c=[1,1];v.assert(R.eitherStridesOrDilationsAreOne(s,c),()=>`Error in maxPool: Either strides or dilations must be 1. Got strides ${s} and dilations '${c}'`);let u=R.computePool2DInfo(r.shape,a,s,c,i),[h,d]=HU(r,o,u,l);return[h,d]}};function qU(e,t,n,r){let a=v.sizeFromShape(t),s=v.sizeFromShape(e.shape)/a,i=xe({inputs:{x:e},attrs:{shape:[s,a]},backend:r}),o=_i(i,"float32","mean",r),l=xe({inputs:{x:o},attrs:{shape:n},backend:r});return r.disposeIntermediateTensorInfo(i),r.disposeIntermediateTensorInfo(o),l}var XU={kernelName:Cs,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{x:r}=e,{keepDims:a,axis:s}=t,i=n,o=r.shape.length,l=v.parseAxisParam(s,r.shape),c=l,u=R.getAxesPermutation(c,o),h=u!=null,d=i.shouldExecuteOnCPU([r]),p=[],f=r;if(h){if(d){let w=i.texData.get(f.dataId).values,b=new Array(o);for(let N=0;N p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const unpackedCoords = ["coords[0]", "coords[1]", "coords[2]", "coords[3]"].slice(0, rank); - const offset = mode === "reflect" ? 0 : 1; - if (rank === 1) { - this.userCode = ` - int start = ${start}; - int end = ${end}; +`,QU=en({opSnippet:YU,packedOpSnippet:JU,cpuKernelImpl:iP}),ej={kernelName:Rs,backendName:"webgl",kernelFunc:QU},tj=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=t.map((c,u)=>c[0]+e[u]+c[1]);let r=e.length,a=ot(r),s=t.map(c=>c[0]).join(","),i=t.map((c,u)=>c[0]+e[u]).join(","),o=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r),l=n==="reflect"?0:1;if(r===1){this.userCode=` + int start = ${s}; + int end = ${i}; void main() { int outC = getOutputCoords(); if (outC < start) { - outC = start * 2 - outC - ${offset}; + outC = start * 2 - outC - ${l}; } else if(outC >= end) { - outC = (end - 1) * 2 - outC + ${offset}; + outC = (end - 1) * 2 - outC + ${l}; } setOutput(getX(outC - start)); } - `; - return; - } - this.userCode = ` - ${dtype} start = ${dtype}(${start}); - ${dtype} end = ${dtype}(${end}); + `;return}this.userCode=` + ${a} start = ${a}(${s}); + ${a} end = ${a}(${i}); void main() { - ${dtype} outC = getOutputCoords(); - for (int i = 0; i < ${rank}; i++) { + ${a} outC = getOutputCoords(); + for (int i = 0; i < ${r}; i++) { if (outC[i] < start[i]) { - outC[i] = start[i] * 2 - outC[i] - ${offset}; + outC[i] = start[i] * 2 - outC[i] - ${l}; } else if(outC[i] >= end[i]) { - outC[i] = (end[i] - 1) * 2 - outC[i] + ${offset}; + outC[i] = (end[i] - 1) * 2 - outC[i] + ${l}; } } - ${dtype} coords = outC - start; - setOutput(getX(${unpackedCoords})); + ${a} coords = outC - start; + setOutput(getX(${o})); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MirrorPadPackedProgram = class { - constructor(xShape, paddings, mode) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const coords22 = getChannels("rc", rank); - const source = getChannels("source", rank); - const cLimit = `${coords22[rank - 1]} < ${this.outputShape[rank - 1]}`; - const innerDims = rank === 1 ? "source" : `vec2(${source.slice(-2).join()})`; - const offset = mode === "reflect" ? 0 : 1; - let mainLoop = ""; - if (rank === 1) { - const padSetup = ` - ${dtype} source = rc; + `}},nj=class{constructor(e,t,n){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map((p,f)=>p[0]+e[f]+p[1]);let r=e.length,a=ot(r),s=t.map(p=>p[0]).join(","),i=t.map((p,f)=>p[0]+e[f]).join(","),o=dn("rc",r),l=dn("source",r),c=`${o[r-1]} < ${this.outputShape[r-1]}`,u=r===1?"source":`vec2(${l.slice(-2).join()})`,h=n==="reflect"?0:1,d="";if(r===1){let p=` + ${a} source = rc; if (source < start) { - source = start * 2 - source - ${offset}; + source = start * 2 - source - ${h}; } else if (source >= end) { - source = (end - 1) * 2 - source + ${offset}; + source = (end - 1) * 2 - source + ${h}; } source -= start; - `; - mainLoop = ` - ${dtype} rc = outputLoc; - ${padSetup} - result[0] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[1] = getChannel(getX(${source.join()}), ${innerDims}); + `;d=` + ${a} rc = outputLoc; + ${p} + result[0] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[1] = getChannel(getX(${l.join()}), ${u}); } - `; - } else { - const padSetup = ` - ${dtype} source = rc; - ${dtype} lt = ${dtype}(lessThan(source, start)); - ${dtype} gte = ${dtype}(greaterThanEqual(source, end)); - ${dtype} orig = 1 - (lt + gte); + `}else{let p=` + ${a} source = rc; + ${a} lt = ${a}(lessThan(source, start)); + ${a} gte = ${a}(greaterThanEqual(source, end)); + ${a} orig = 1 - (lt + gte); source = orig * source + - lt * (start * 2 - source - ${offset}) + - gte * ((end - 1) * 2 - source + ${offset}); + lt * (start * 2 - source - ${h}) + + gte * ((end - 1) * 2 - source + ${h}); source -= start; - `; - mainLoop = ` - ${dtype} rc = outputLoc; - ${padSetup} - result[0] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[1] = getChannel(getX(${source.join()}), ${innerDims}); + `;d=` + ${a} rc = outputLoc; + ${p} + result[0] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[1] = getChannel(getX(${l.join()}), ${u}); } rc = outputLoc; - ${coords22[rank - 2]} += 1; - if(${coords22[rank - 2]} < ${this.outputShape[rank - 2]}) { - ${padSetup} - result[2] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[3] = getChannel(getX(${source.join()}), ${innerDims}); + ${o[r-2]} += 1; + if(${o[r-2]} < ${this.outputShape[r-2]}) { + ${p} + result[2] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[3] = getChannel(getX(${l.join()}), ${u}); } } - `; - } - this.userCode = ` - const ${dtype} start = ${dtype}(${start}); - const ${dtype} end = ${dtype}(${end}); + `}this.userCode=` + const ${a} start = ${a}(${s}); + const ${a} end = ${a}(${i}); void main() { - ${dtype} outputLoc = getOutputCoords(); + ${a} outputLoc = getOutputCoords(); vec4 result = vec4(0.); - ${mainLoop} + ${d} setOutput(result); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var mirrorPadKernelFunc = ({inputs, backend: backend22, attrs}) => { - const {x} = inputs; - const {paddings, mode} = attrs; - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new MirrorPadPackedProgram(x.shape, paddings, mode) : new MirrorPadProgram(x.shape, paddings, mode); - const output = backend22.runWebGLProgram(program, [x], x.dtype); - return output; -}; -var mirrorPadConfig2 = { - kernelName: MirrorPad, - backendName: "webgl", - kernelFunc: mirrorPadKernelFunc -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MOD = `if (b == 0.0) return NAN; - return mod(a, b);`; -var MOD_PACKED = ` + `}},rj=({inputs:e,backend:t,attrs:n})=>{let{x:r}=e,{paddings:a,mode:s}=n,i=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new nj(r.shape,a,s):new tj(r.shape,a,s);return t.runWebGLProgram(i,[r],r.dtype)},aj={kernelName:vu,backendName:"webgl",kernelFunc:rj},sj=`if (b == 0.0) return NAN; + return mod(a, b);`,ij=` vec4 result = mod(a, b); vec4 isNaN = vec4(equal(b, vec4(0.0))); - ` + CHECK_NAN_SNIPPET3 + ` + `+pp+` return result; -`; -var mod3 = binaryKernelFunc2({ - opSnippet: MOD, - packedOpSnippet: MOD_PACKED -}); -var modConfig2 = { - kernelName: Mod, - backendName: "webgl", - kernelFunc: mod3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var MultinomialProgram = class { - constructor(batchSize, numOutcomes, numSamples) { - this.variableNames = ["probs"]; - this.outputShape = [batchSize, numSamples]; - this.userCode = ` +`,oj=en({opSnippet:sj,packedOpSnippet:ij}),lj={kernelName:No,backendName:"webgl",kernelFunc:oj},uj=class{constructor(e,t,n){this.variableNames=["probs"],this.outputShape=[e,n],this.userCode=` uniform float seed; void main() { @@ -40787,7 +3353,7 @@ var MultinomialProgram = class { float r = random(seed); float cdf = 0.0; - for (int i = 0; i < ${numOutcomes - 1}; i++) { + for (int i = 0; i < ${t-1}; i++) { cdf += getProbs(batch, i); if (r < cdf) { @@ -40797,41 +3363,13 @@ var MultinomialProgram = class { } // If no other event happened, last event happened. - setOutput(float(${numOutcomes - 1})); + setOutput(float(${t-1})); } - `; - } - getCustomSetupFunc(seed) { - return (gpgpu, webGLProgram) => { - if (this.seedLoc == null) { - this.seedLoc = gpgpu.getUniformLocation(webGLProgram, "seed"); - } - gpgpu.gl.uniform1f(this.seedLoc, seed); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DIV = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.seedLoc==null&&(this.seedLoc=t.getUniformLocation(n,"seed")),t.gl.uniform1f(this.seedLoc,e)}}},cj=` if (a == b) { return 1.0; }; -return a / b;`; -var DIV_PACKED = ` +return a / b;`,hj=` // vec4 one = vec4(equal(a, b)); // return one + (vec4(1.0) - one) * a / b; vec4 result = a / b; @@ -40849,491 +3387,16 @@ var DIV_PACKED = ` } return result; -`; -var realDiv = binaryKernelFunc2({opSnippet: DIV, packedOpSnippet: DIV_PACKED, checkOutOfBounds: true}); -var realDivConfig2 = { - kernelName: RealDiv, - backendName: "webgl", - kernelFunc: realDiv -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SUB = "return a - b;"; -var sub3 = binaryKernelFunc2({ - opSnippet: SUB, - packedOpSnippet: SUB, - supportsComplex: true, - cpuKernelImpl: subImplCPU -}); -var subConfig2 = { - kernelName: Sub, - backendName: "webgl", - kernelFunc: sub3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function softmax3(args) { - const {inputs, backend: backend22, attrs} = args; - const {logits} = inputs; - const {dim} = attrs; - const axes = util_exports.parseAxisParam([dim], logits.shape); - const maxLogit = max3({ - inputs: {x: logits}, - backend: backend22, - attrs: {reductionIndices: axes, keepDims: false} - }); - const expandedShape = backend_util_exports.expandShapeToKeepDim(maxLogit.shape, axes); - const maxLogitsReshaped = reshape3({inputs: {x: maxLogit}, backend: backend22, attrs: {shape: expandedShape}}); - const a = sub3({inputs: {a: logits, b: maxLogitsReshaped}, backend: backend22}); - const b = exp3({inputs: {x: a}, backend: backend22}); - const sumExp = sum4({inputs: {x: b}, backend: backend22, attrs: {axis: axes, keepDims: false}}); - const sumExpReshaped = reshape3({inputs: {x: sumExp}, backend: backend22, attrs: {shape: expandedShape}}); - const res = realDiv({inputs: {a: b, b: sumExpReshaped}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(maxLogit); - backend22.disposeIntermediateTensorInfo(maxLogitsReshaped); - backend22.disposeIntermediateTensorInfo(a); - backend22.disposeIntermediateTensorInfo(b); - backend22.disposeIntermediateTensorInfo(sumExp); - backend22.disposeIntermediateTensorInfo(sumExpReshaped); - return res; -} -var softmaxConfig2 = { - kernelName: Softmax, - backendName: "webgl", - kernelFunc: softmax3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function multinomial3(args) { - const {inputs, backend: backend22, attrs} = args; - const {logits} = inputs; - const {numSamples, seed, normalized} = attrs; - const probs = normalized ? logits : softmax3({inputs: {logits}, backend: backend22, attrs: {dim: logits.shape.length - 1}}); - const batchSize = probs.shape[0]; - const numOutcomes = probs.shape[1]; - const program = new MultinomialProgram(batchSize, numOutcomes, numSamples); - const customSetup = program.getCustomSetupFunc(seed); - const res = backend22.runWebGLProgram(program, [probs], "int32", customSetup); - if (!normalized) { - backend22.disposeIntermediateTensorInfo(probs); - } - return res; -} -var multinomialConfig2 = { - kernelName: Multinomial, - backendName: "webgl", - kernelFunc: multinomial3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var NEG = `return -x;`; -function neg3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (backend22.shouldExecuteOnCPU([x])) { - const xData = backend22.texData.get(x.dataId); - const [outValues, newShape] = negImplCPU(xData.values, x.shape, x.dtype); - return backend22.makeTensorInfo(newShape, x.dtype, outValues); - } - let program; - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - program = new UnaryOpPackedProgram(x.shape, NEG); - } else { - program = new UnaryOpProgram(x.shape, NEG); - } - return backend22.runWebGLProgram(program, [x], x.dtype); -} -var negConfig2 = { - kernelName: Neg, - backendName: "webgl", - kernelFunc: neg3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var nonMaxSuppressionV3Impl3 = kernel_impls_exports.nonMaxSuppressionV3Impl; -function nonMaxSuppressionV32(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const {selectedIndices} = nonMaxSuppressionV3Impl3(boxesVals, scoresVals, maxOutputSize, iouThreshold, scoreThreshold); - return backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)); -} -var nonMaxSuppressionV3Config2 = { - kernelName: NonMaxSuppressionV3, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV32 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var nonMaxSuppressionV4Impl3 = kernel_impls_exports.nonMaxSuppressionV4Impl; -function nonMaxSuppressionV42(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const {selectedIndices, validOutputs} = nonMaxSuppressionV4Impl3(boxesVals, scoresVals, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - return [ - backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)), - backend22.makeTensorInfo([], "int32", new Int32Array([validOutputs])) - ]; -} -var nonMaxSuppressionV4Config2 = { - kernelName: NonMaxSuppressionV4, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV42 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var nonMaxSuppressionV5Impl3 = kernel_impls_exports.nonMaxSuppressionV5Impl; -function nonMaxSuppressionV52(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const maxOutputSizeVal = maxOutputSize; - const iouThresholdVal = iouThreshold; - const scoreThresholdVal = scoreThreshold; - const softNmsSigmaVal = softNmsSigma; - const {selectedIndices, selectedScores} = nonMaxSuppressionV5Impl3(boxesVals, scoresVals, maxOutputSizeVal, iouThresholdVal, scoreThresholdVal, softNmsSigmaVal); - return [ - backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)), - backend22.makeTensorInfo([selectedScores.length], "float32", new Float32Array(selectedScores)) - ]; -} -var nonMaxSuppressionV5Config2 = { - kernelName: NonMaxSuppressionV5, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV52 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OneHotProgram = class { - constructor(numIndices, depth, onValue, offValue) { - this.variableNames = ["indices"]; - this.outputShape = [numIndices, depth]; - this.userCode = ` +`,N_=en({opSnippet:cj,packedOpSnippet:hj,checkOutOfBounds:!0}),dj={kernelName:ys,backendName:"webgl",kernelFunc:N_},S_="return a - b;",T_=en({opSnippet:S_,packedOpSnippet:S_,supportsComplex:!0,cpuKernelImpl:fP}),pj={kernelName:Ks,backendName:"webgl",kernelFunc:T_};function C_(e){let{inputs:t,backend:n,attrs:r}=e,{logits:a}=t,{dim:s}=r,i=v.parseAxisParam([s],a.shape),o=I_({inputs:{x:a},backend:n,attrs:{reductionIndices:i,keepDims:!1}}),l=R.expandShapeToKeepDim(o.shape,i),c=xe({inputs:{x:o},backend:n,attrs:{shape:l}}),u=T_({inputs:{a,b:c},backend:n}),h=w_({inputs:{x:u},backend:n}),d=oA({inputs:{x:h},backend:n,attrs:{axis:i,keepDims:!1}}),p=xe({inputs:{x:d},backend:n,attrs:{shape:l}}),f=N_({inputs:{a:h,b:p},backend:n});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(c),n.disposeIntermediateTensorInfo(u),n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p),f}var fj={kernelName:qs,backendName:"webgl",kernelFunc:C_};function mj(e){let{inputs:t,backend:n,attrs:r}=e,{logits:a}=t,{numSamples:s,seed:i,normalized:o}=r,l=o?a:C_({inputs:{logits:a},backend:n,attrs:{dim:a.shape.length-1}}),c=l.shape[0],u=l.shape[1],h=new uj(c,u,s),d=h.getCustomSetupFunc(i),p=n.runWebGLProgram(h,[l],"int32",d);return o||n.disposeIntermediateTensorInfo(l),p}var Aj={kernelName:Kh,backendName:"webgl",kernelFunc:mj},E_="return -x;";function yj(e){let{inputs:t,backend:n}=e,{x:r}=t;if(n.shouldExecuteOnCPU([r])){let s=n.texData.get(r.dataId),[i,o]=lP(s.values,r.shape,r.dtype);return n.makeTensorInfo(o,r.dtype,i)}let a;return J().getBool("WEBGL_PACK_UNARY_OPERATIONS")?a=new El(r.shape,E_):a=new La(r.shape,E_),n.runWebGLProgram(a,[r],r.dtype)}var gj={kernelName:So,backendName:"webgl",kernelFunc:yj},xj=Pr.nonMaxSuppressionV3Impl;function wj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l}=r,c=n.readSync(a.dataId),u=n.readSync(s.dataId),{selectedIndices:h}=xj(c,u,i,o,l);return n.makeTensorInfo([h.length],"int32",new Int32Array(h))}var bj={kernelName:Co,backendName:"webgl",kernelFunc:wj},_j=Pr.nonMaxSuppressionV4Impl;function vj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l,padToMaxOutputSize:c}=r,u=n.readSync(a.dataId),h=n.readSync(s.dataId),{selectedIndices:d,validOutputs:p}=_j(u,h,i,o,l,c);return[n.makeTensorInfo([d.length],"int32",new Int32Array(d)),n.makeTensorInfo([],"int32",new Int32Array([p]))]}var kj={kernelName:Eo,backendName:"webgl",kernelFunc:vj},Ij=Pr.nonMaxSuppressionV5Impl;function Nj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l,softNmsSigma:c}=r,u=n.readSync(a.dataId),h=n.readSync(s.dataId),d=i,p=o,f=l,m=c,{selectedIndices:A,selectedScores:y}=Ij(u,h,d,p,f,m);return[n.makeTensorInfo([A.length],"int32",new Int32Array(A)),n.makeTensorInfo([y.length],"float32",new Float32Array(y))]}var Sj={kernelName:Ro,backendName:"webgl",kernelFunc:Nj},Tj=class{constructor(e,t,n,r){this.variableNames=["indices"],this.outputShape=[e,t],this.userCode=` void main() { ivec2 coords = getOutputCoords(); int index = round(getIndices(coords.x)); - setOutput(mix(float(${offValue}), float(${onValue}), + setOutput(mix(float(${r}), float(${n}), float(index == coords.y))); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var oneHot3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {indices} = inputs; - const {depth, onValue, offValue} = attrs; - const indicesSize = util_exports.sizeFromShape(indices.shape); - const program = new OneHotProgram(indicesSize, depth, onValue, offValue); - const reshaped = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [indicesSize]}}); - const result = backend22.runWebGLProgram(program, [reshaped], indices.dtype); - backend22.disposeIntermediateTensorInfo(reshaped); - const outShape = [...indices.shape, depth]; - const out = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(result); - return out; -}; -var oneHotConfig2 = { - kernelName: OneHot, - backendName: "webgl", - kernelFunc: oneHot3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function zerosLike3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const r = zerosLike3({inputs: {x: realPart}, backend: backend22}); - const imagPart = imag3({inputs: {input: x}, backend: backend22}); - const i = zerosLike3({inputs: {x: imagPart}, backend: backend22}); - const result = complex3({inputs: {real: r, imag: i}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(r); - backend22.disposeIntermediateTensorInfo(imagPart); - backend22.disposeIntermediateTensorInfo(i); - return result; - } else { - return fill3({ - attrs: { - shape: x.shape, - dtype: x.dtype, - value: x.dtype === "string" ? "" : 0 - }, - backend: backend22 - }); - } -} -var zerosLikeConfig2 = { - kernelName: ZerosLike, - backendName: "webgl", - kernelFunc: zerosLike3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function onesLike3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (x.dtype === "string") { - throw new Error("onesLike is not supported under string dtype"); - } else if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const r = onesLike3({inputs: {x: realPart}, backend: backend22}); - const imagPart = imag3({inputs: {input: x}, backend: backend22}); - const i = zerosLike3({inputs: {x: imagPart}, backend: backend22}); - const result = complex3({inputs: {real: r, imag: i}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(r); - backend22.disposeIntermediateTensorInfo(imagPart); - backend22.disposeIntermediateTensorInfo(i); - return result; - } else { - return fill3({attrs: {shape: x.shape, dtype: x.dtype, value: 1}, backend: backend22}); - } -} -var onesLikeConfig2 = { - kernelName: OnesLike, - backendName: "webgl", - kernelFunc: onesLike3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function pack2(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - if (inputs.length === 1) { - return expandDims3({inputs: {input: inputs[0]}, backend: backend22, attrs: {dim: axis}}); - } - const shape = inputs[0].shape; - const dtype = inputs[0].dtype; - inputs.forEach((t) => { - util_exports.assertShapesMatch(shape, t.shape, "All tensors passed to stack must have matching shapes"); - util_exports.assert(dtype === t.dtype, () => "All tensors passed to stack must have matching dtypes"); - }); - const intermediateTensorInfos = []; - const expandedTensors = inputs.map((t) => { - const expandedT = expandDims3({inputs: {input: t}, backend: backend22, attrs: {dim: axis}}); - intermediateTensorInfos.push(expandedT); - return expandedT; - }); - const result = concat3({inputs: expandedTensors, backend: backend22, attrs: {axis}}); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; -} -var packConfig2 = { - kernelName: Pack, - backendName: "webgl", - kernelFunc: pack2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PadProgram = class { - constructor(xShape, paddings, constantValue) { - this.variableNames = ["x"]; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const type = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const unpackedCoords = ["coords[0]", "coords[1]", "coords[2]", "coords[3]"].slice(0, rank); - if (rank === 1) { - this.userCode = ` - int start = ${start}; - int end = ${end}; + `}},Cj=e=>{let{inputs:t,backend:n,attrs:r}=e,{indices:a}=t,{depth:s,onValue:i,offValue:o}=r,l=v.sizeFromShape(a.shape),c=new Tj(l,s,i,o),u=xe({inputs:{x:a},backend:n,attrs:{shape:[l]}}),h=n.runWebGLProgram(c,[u],a.dtype);n.disposeIntermediateTensorInfo(u);let d=[...a.shape,s],p=xe({inputs:{x:h},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(h),p},Ej={kernelName:Fs,backendName:"webgl",kernelFunc:Cj};function wp(e){let{inputs:t,backend:n}=e,{x:r}=t;if(r.dtype==="complex64"){let a=Ac({inputs:{input:r},backend:n}),s=wp({inputs:{x:a},backend:n}),i=xp({inputs:{input:r},backend:n}),o=wp({inputs:{x:i},backend:n}),l=Wa({inputs:{real:s,imag:o},backend:n});return n.disposeIntermediateTensorInfo(a),n.disposeIntermediateTensorInfo(s),n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(o),l}else return dA({attrs:{shape:r.shape,dtype:r.dtype,value:r.dtype==="string"?"":0},backend:n})}var Rj={kernelName:Ko,backendName:"webgl",kernelFunc:wp};function R_(e){let{inputs:t,backend:n}=e,{x:r}=t;if(r.dtype==="string")throw new Error("onesLike is not supported under string dtype");if(r.dtype==="complex64"){let a=Ac({inputs:{input:r},backend:n}),s=R_({inputs:{x:a},backend:n}),i=xp({inputs:{input:r},backend:n}),o=wp({inputs:{x:i},backend:n}),l=Wa({inputs:{real:s,imag:o},backend:n});return n.disposeIntermediateTensorInfo(a),n.disposeIntermediateTensorInfo(s),n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(o),l}else return dA({attrs:{shape:r.shape,dtype:r.dtype,value:1},backend:n})}var Mj={kernelName:Mo,backendName:"webgl",kernelFunc:R_};function Fj(e){let{inputs:t,backend:n,attrs:r}=e,{axis:a}=r;if(t.length===1)return hA({inputs:{input:t[0]},backend:n,attrs:{dim:a}});let s=t[0].shape,i=t[0].dtype;t.forEach(u=>{v.assertShapesMatch(s,u.shape,"All tensors passed to stack must have matching shapes"),v.assert(i===u.dtype,()=>"All tensors passed to stack must have matching dtypes")});let o=[],l=t.map(u=>{let h=hA({inputs:{input:u},backend:n,attrs:{dim:a}});return o.push(h),h}),c=c_({inputs:l,backend:n,attrs:{axis:a}});return o.forEach(u=>n.disposeIntermediateTensorInfo(u)),c}var $j={kernelName:Fo,backendName:"webgl",kernelFunc:Fj},Dj=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=t.map((l,c)=>l[0]+e[c]+l[1]);let r=e.length,a=ot(r),s=t.map(l=>l[0]).join(","),i=t.map((l,c)=>l[0]+e[c]).join(","),o=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r);if(r===1){this.userCode=` + int start = ${s}; + int end = ${i}; uniform float value; void main() { @@ -41344,158 +3407,46 @@ var PadProgram = class { setOutput(getX(outC - start)); } } - `; - return; - } - this.userCode = ` - ${type} start = ${type}(${start}); - ${type} end = ${type}(${end}); + `;return}this.userCode=` + ${a} start = ${a}(${s}); + ${a} end = ${a}(${i}); uniform float value; void main() { - ${type} outC = getOutputCoords(); + ${a} outC = getOutputCoords(); if (any(lessThan(outC, start)) || any(greaterThanEqual(outC, end))) { setOutput(value); } else { - ${type} coords = outC - start; - setOutput(getX(${unpackedCoords})); + ${a} coords = outC - start; + setOutput(getX(${o})); } } - `; - } - getCustomSetupFunc(value) { - return (gpgpu, webGLProgram) => { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PadPackedProgram = class { - constructor(xShape, paddings, constantValue) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const coords22 = getChannels("rc", rank); - const source = getChannels("source", rank); - const cLimit = `${coords22[rank - 1]} < ${this.outputShape[rank - 1]}`; - const innerDims = rank === 1 ? "source" : `vec2(${source.slice(-2).join()})`; - const componentSetup = [ - `${dtype} rc = outputLoc;`, - `${coords22[rank - 1]} += 1; - if(${cLimit}) { - `, - rank === 1 ? "" : `} + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}},Oj=class{constructor(e,t,n){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map((f,m)=>f[0]+e[m]+f[1]);let r=e.length,a=ot(r),s=t.map(f=>f[0]).join(","),i=t.map((f,m)=>f[0]+e[m]).join(","),o=dn("rc",r),l=dn("source",r),c=`${o[r-1]} < ${this.outputShape[r-1]}`,u=r===1?"source":`vec2(${l.slice(-2).join()})`,h=[`${a} rc = outputLoc;`,`${o[r-1]} += 1; + if(${c}) { + `,r===1?"":`} rc = outputLoc; - ${coords22[rank - 2]} += 1; - if(${coords22[rank - 2]} < ${this.outputShape[rank - 2]}) {`, - rank === 1 ? "" : ` ${coords22[rank - 1]} += 1; - if(${cLimit}) {` - ]; - const paddingArea = rank === 1 ? "rc < start || rc >= end" : "any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))"; - let mainLoop = ""; - for (let i = 0, j = rank === 1 ? 2 : 4; i < j; i++) { - mainLoop += ` - ${componentSetup[i]} - if (${paddingArea}) { - result[${i}] = float(value); + ${o[r-2]} += 1; + if(${o[r-2]} < ${this.outputShape[r-2]}) {`,r===1?"":` ${o[r-1]} += 1; + if(${c}) {`],d=r===1?"rc < start || rc >= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",p="";for(let f=0,m=r===1?2:4;f { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var padV22 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {paddings, constantValue} = attrs; - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new PadPackedProgram(x.shape, paddings, constantValue) : new PadProgram(x.shape, paddings, constantValue); - const customSetup = program.getCustomSetupFunc(constantValue); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); -}; -var padV2Config2 = { - kernelName: PadV2, - backendName: "webgl", - kernelFunc: padV22 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var POW = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}},M_=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{paddings:s,constantValue:i}=r,o=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new Oj(a.shape,s,i):new Dj(a.shape,s,i),l=o.getCustomSetupFunc(i);return n.runWebGLProgram(o,[a],a.dtype,l)},zj={kernelName:$s,backendName:"webgl",kernelFunc:M_},Pj=` if(a < 0.0 && floor(b) < b){ return NAN; } @@ -41504,8 +3455,7 @@ var POW = ` } return (round(mod(b, 2.0)) != 1) ? pow(abs(a), b) : sign(a) * pow(abs(a), b); -`; -var POW_PACKED = ` +`,Lj=` // isModRound1 has 1 for components with round(mod(b, 2.0)) == 1, 0 otherwise. vec4 isModRound1 = vec4(equal(round(mod(b, 2.0)), ivec4(1))); vec4 multiplier = sign(a) * isModRound1 + (vec4(1.0) - isModRound1); @@ -41519,145 +3469,11 @@ var POW_PACKED = ` result.a = isExpZero.a ? 1.0 : result.a; vec4 isNaN = vec4(lessThan(a, vec4(0.0))) * vec4(lessThan(floor(b), b)); - ` + CHECK_NAN_SNIPPET3 + ` + `+pp+` return result; -`; -var pow3 = binaryKernelFunc2({opSnippet: POW, packedOpSnippet: POW_PACKED}); -var powConfig2 = { - kernelName: Pow, - backendName: "webgl", - kernelFunc: pow3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function prod3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const toDispose = []; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - toDispose.push(permutedX); - } - backend_util_exports.assertAxesAreInnerMostDims("prod", axes, xRank); - let res; - if (backend22.shouldExecuteOnCPU([permutedX])) { - const xVals = backend22.texData.get(permutedX.dataId).values; - const {outVals, outShape, outDtype} = prodImplCPU(permutedX.shape, permutedX.dtype, xVals, axes); - res = backend22.makeTensorInfo(outShape, outDtype, outVals); - } else { - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const outputDType = sumOutType(x.dtype); - const reduced = reduce(a2D, outputDType, "prod", backend22); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - toDispose.push(a2D); - toDispose.push(reduced); - } - if (keepDims) { - toDispose.push(res); - const newShape = backend_util_exports.expandShapeToKeepDim(res.shape, origAxes); - res = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: newShape}}); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return res; -} -var prodConfig2 = { - kernelName: Prod, - backendName: "webgl", - kernelFunc: prod3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var range3 = (args) => { - const {backend: backend22, attrs} = args; - const {start, stop, step: step5, dtype} = attrs; - const values = rangeImplCPU(start, stop, step5, dtype); - return backend22.makeTensorInfo([values.length], dtype, values); -}; -var rangeConfig2 = { - kernelName: Range, - backendName: "webgl", - kernelFunc: range3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var RECIPROCAL = `return 1.0 / x;`; -var reciprocal3 = unaryKernelFunc2({opSnippet: RECIPROCAL}); -var reciprocalConfig2 = { - kernelName: Reciprocal, - backendName: "webgl", - kernelFunc: reciprocal3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var RELU3 = CHECK_NAN_SNIPPET + ` +`,Wj=en({opSnippet:Pj,packedOpSnippet:Lj}),Bj={kernelName:Ds,backendName:"webgl",kernelFunc:Wj};function Vj(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=[],c=v.parseAxisParam(s,a.shape),u=c,h=R.getAxesPermutation(u,o),d=a;h!=null&&(d=In({inputs:{x:a},backend:n,attrs:{perm:h}}),u=R.getInnerMostAxes(u.length,o),l.push(d)),R.assertAxesAreInnerMostDims("prod",u,o);let p;if(n.shouldExecuteOnCPU([d])){let f=n.texData.get(d.dataId).values,{outVals:m,outShape:A,outDtype:y}=uP(d.shape,d.dtype,f,u);p=n.makeTensorInfo(A,y,m)}else{let[f,m]=R.computeOutAndReduceShapes(d.shape,u),A=v.sizeFromShape(m),y=xe({inputs:{x:d},backend:n,attrs:{shape:[-1,A]}}),g=od(a.dtype),w=_i(y,g,"prod",n);p=xe({inputs:{x:w},backend:n,attrs:{shape:f}}),l.push(y),l.push(w)}if(i){l.push(p);let f=R.expandShapeToKeepDim(p.shape,c);p=xe({inputs:{x:p},backend:n,attrs:{shape:f}})}return l.forEach(f=>n.disposeIntermediateTensorInfo(f)),p}var Uj={kernelName:$o,backendName:"webgl",kernelFunc:Vj},F_=e=>{let{backend:t,attrs:n}=e,{start:r,stop:a,step:s,dtype:i}=n,o=cP(r,a,s,i);return t.makeTensorInfo([o.length],i,o)},jj={kernelName:ku,backendName:"webgl",kernelFunc:F_},Hj="return 1.0 / x;",Gj=Xe({opSnippet:Hj}),qj={kernelName:Do,backendName:"webgl",kernelFunc:Gj},Xj=gr+` return (x < 0.0) ? 0.0 : x; -`; -var RELU_PACKED = ` +`,Kj=` vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -41667,33 +3483,9 @@ var RELU_PACKED = ` result.a = isNaN.a ? x.a : result.a; return result; -`; -var relu3 = unaryKernelFunc2({opSnippet: RELU3, packedOpSnippet: RELU_PACKED}); -var reluConfig2 = { - kernelName: Relu, - backendName: "webgl", - kernelFunc: relu3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var RELU63 = CHECK_NAN_SNIPPET + ` +`,Zj=Xe({opSnippet:Xj,packedOpSnippet:Kj}),Yj={kernelName:zs,backendName:"webgl",kernelFunc:Zj},Jj=gr+` return (x < 0.0) ? 0.0 : min(6.0, x); -`; -var RELU6_PACKED = ` +`,Qj=` vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -41703,54 +3495,11 @@ var RELU6_PACKED = ` result.a = isNaN.a ? x.a : result.a; return result; -`; -var relu63 = unaryKernelFunc2({opSnippet: RELU63, packedOpSnippet: RELU6_PACKED}); -var relu6Config2 = { - kernelName: Relu6, - backendName: "webgl", - kernelFunc: relu63 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ResizeBilinearProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `(vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC - vec2(0.5)`; - } else { - sourceFracIndexRC = `vec2(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` +`,eH=Xe({opSnippet:Jj,packedOpSnippet:Qj}),tH={kernelName:Ls,backendName:"webgl",kernelFunc:eH},nH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h;a?h="(vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC - vec2(0.5)":h="vec2(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec2 effectiveInputOverOutputRatioRC = vec2( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec2 inputShapeRC = vec2(${oldHeight}.0, ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}); + const vec2 inputShapeRC = vec2(${i}.0, ${o}.0); void main() { ivec4 coords = getOutputCoords(); @@ -41759,7 +3508,7 @@ var ResizeBilinearProgram = class { ivec2 yRC = coords.yz; // Fractional source index. - vec2 sourceFracIndexRC = ${sourceFracIndexRC}; + vec2 sourceFracIndexRC = ${h}; // Compute the four integer indices. ivec2 sourceFloorRC = ivec2(max(sourceFracIndexRC, vec2(0.0))); @@ -41779,54 +3528,13 @@ var ResizeBilinearProgram = class { setOutput(newValue); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ResizeBilinearPackedProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `(vec3(yRC) + vec3(0.5)) * effectiveInputOverOutputRatioRC - vec3(0.5)`; - } else { - sourceFracIndexRC = `vec3(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` + `}},rH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h;a?h="(vec3(yRC) + vec3(0.5)) * effectiveInputOverOutputRatioRC - vec3(0.5)":h="vec3(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec3 effectiveInputOverOutputRatioRC = vec3( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec3 inputShapeRC = vec3(${oldHeight}.0, ${oldWidth}.0, - ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}, + ${c[1]/u[1]}); + const vec3 inputShapeRC = vec3(${i}.0, ${o}.0, + ${o}.0); float getAValue(int b, int r, int c, int d) { return getChannel(getA(b, r, c, d), vec2(c, d)); @@ -41840,7 +3548,7 @@ var ResizeBilinearPackedProgram = class { ivec3 yRC = coords.yzz + ivec3(0, 0, 1); // Fractional source index. - vec3 sourceFracIndexRC = ${sourceFracIndexRC}; + vec3 sourceFracIndexRC = ${h}; // Compute the four integer indices. ivec3 sourceFloorRC = ivec3(max(sourceFracIndexRC, vec3(0.0))); @@ -41848,8 +3556,8 @@ var ResizeBilinearPackedProgram = class { min(inputShapeRC - 1.0, ceil(sourceFracIndexRC))); // Should we calculate next column and row elements in 2x2 packed cell. - bool hasNextCol = d < ${depth - 1}; - bool hasNextRow = coords.z < ${newWidth - 1}; + bool hasNextCol = d < ${l-1}; + bool hasNextRow = coords.z < ${n-1}; // In parallel, construct four corners for all four components in // packed 2x2 cell. @@ -41897,76 +3605,7 @@ var ResizeBilinearPackedProgram = class { setOutput(newValue); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function resizeBilinear3(args) { - const {inputs, backend: backend22, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const program = env().getBool("WEBGL_PACK_IMAGE_OPERATIONS") ? new ResizeBilinearPackedProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters) : new ResizeBilinearProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters); - return backend22.runWebGLProgram(program, [images], "float32"); -} -var resizeBilinearConfig2 = { - kernelName: ResizeBilinear, - backendName: "webgl", - kernelFunc: resizeBilinear3 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ResizeBilinearBackpropProgram = class { - constructor(dyShape, inputShape, alignCorners) { - this.variableNames = ["dy"]; - this.outputShape = []; - this.outputShape = inputShape; - const [, xHeight, xWidth] = inputShape; - const [, yHeight, yWidth] = dyShape; - const effectiveXSize = [ - alignCorners && yHeight > 1 ? xHeight - 1 : xHeight, - alignCorners && yWidth > 1 ? xWidth - 1 : xWidth - ]; - const effectiveYSize = [ - alignCorners && yHeight > 1 ? yHeight - 1 : yHeight, - alignCorners && yWidth > 1 ? yWidth - 1 : yWidth - ]; - const heightScale = effectiveXSize[0] / effectiveYSize[0]; - const widthScale = effectiveXSize[1] / effectiveYSize[1]; - const invHeightScale = 1 / heightScale; - const invWidthScale = 1 / widthScale; - const winHeight = Math.ceil(invHeightScale) * 2 + 2; - const winWidth = Math.ceil(invWidthScale) * 2 + 2; - this.userCode = ` + `}};function aH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a}=t,{alignCorners:s,halfPixelCenters:i,size:o}=r,[l,c]=o,u=J().getBool("WEBGL_PACK_IMAGE_OPERATIONS")?new rH(a.shape,l,c,s,i):new nH(a.shape,l,c,s,i);return n.runWebGLProgram(u,[a],"float32")}var sH={kernelName:Ps,backendName:"webgl",kernelFunc:aH},iH=class{constructor(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t;let[,r,a]=t,[,s,i]=e,o=[n&&s>1?r-1:r,n&&i>1?a-1:a],l=[n&&s>1?s-1:s,n&&i>1?i-1:i],c=o[0]/l[0],u=o[1]/l[1],h=1/c,d=1/u,p=Math.ceil(h)*2+2,f=Math.ceil(d)*2+2;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -41976,14 +3615,14 @@ var ResizeBilinearBackpropProgram = class { float accumulator = 0.0; - const float heightScale = float(${heightScale}); - const float widthScale = float(${widthScale}); + const float heightScale = float(${c}); + const float widthScale = float(${u}); - const float invHeightScale = float(${invHeightScale}); - const float invWidthScale = float(${invWidthScale}); + const float invHeightScale = float(${h}); + const float invWidthScale = float(${d}); - const int winHeight = int(${winHeight}); - const int winWidth = int(${winWidth}); + const int winHeight = int(${p}); + const int winWidth = int(${f}); // Compute bounds for where in dy we will look float startRLerp = floor(float(r) * invHeightScale); @@ -41997,7 +3636,7 @@ var ResizeBilinearBackpropProgram = class { int dyR = dyROffset + startDyR; // Guard against the window exceeding the bounds of dy - if (dyR < 0 || dyR >= ${yHeight}) { + if (dyR < 0 || dyR >= ${s}) { continue; } @@ -42005,19 +3644,19 @@ var ResizeBilinearBackpropProgram = class { int dyC = dyCOffset + startDyC; // Guard against the window exceeding the bounds of dy - if (dyC < 0 || dyC >= ${yWidth}) { + if (dyC < 0 || dyC >= ${i}) { continue; } float dxR = float(dyR) * heightScale; int topDxRIndex = int(floor(dxR)); - int bottomDxRIndex = int(min(ceil(dxR), ${xHeight - 1}.0)); + int bottomDxRIndex = int(min(ceil(dxR), ${r-1}.0)); float dxRLerp = dxR - float(topDxRIndex); float inverseDxRLerp = 1.0 - dxRLerp; float dxC = float(dyC) * widthScale; int leftDxCIndex = int(floor(dxC)); - int rightDxCIndex = int(min(ceil(dxC), ${xWidth - 1}.0)); + int rightDxCIndex = int(min(ceil(dxC), ${a-1}.0)); float dxCLerp = dxC - float(leftDxCIndex); float inverseDxCLerp = 1.0 - dxCLerp; @@ -42047,79 +3686,11 @@ var ResizeBilinearBackpropProgram = class { setOutput(accumulator); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function resizeBilinearGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {images, dy} = inputs; - const {alignCorners} = attrs; - const program = new ResizeBilinearBackpropProgram(dy.shape, images.shape, alignCorners); - return backend22.runWebGLProgram(program, [dy], dy.dtype); -} -var resizeBilinearGradConfig2 = { - kernelName: ResizeBilinearGrad, - backendName: "webgl", - kernelFunc: resizeBilinearGrad2 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ResizeNearestNeighborProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - const roundBase = alignCorners ? "0.5" : "0.0"; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `max((vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC, vec2(0.0))`; - } else { - sourceFracIndexRC = `vec2(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` + `}};function oH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a,dy:s}=t,{alignCorners:i}=r,o=new iH(s.shape,a.shape,i);return n.runWebGLProgram(o,[s],s.dtype)}var lH={kernelName:Jh,backendName:"webgl",kernelFunc:oH},uH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h=r?"0.5":"0.0",d;a?d="max((vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC, vec2(0.0))":d="vec2(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec2 effectiveInputOverOutputRatioRC = vec2( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec2 inputShapeRC = vec2(${oldHeight}.0, ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}); + const vec2 inputShapeRC = vec2(${i}.0, ${o}.0); void main() { ivec4 coords = getOutputCoords(); @@ -42128,85 +3699,16 @@ var ResizeNearestNeighborProgram = class { ivec2 yRC = coords.yz; // Fractional source index. - vec2 sourceFracIndexRC = ${sourceFracIndexRC}; + vec2 sourceFracIndexRC = ${d}; // Compute the coordinators of nearest neighbor point. ivec2 sourceNearestRC = ivec2( - min(inputShapeRC - 1.0, floor(sourceFracIndexRC + ${roundBase}))); + min(inputShapeRC - 1.0, floor(sourceFracIndexRC + ${h}))); float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d); setOutput(newValue); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function resizeNearestNeighbor3(args) { - const {inputs, backend: backend22, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const program = new ResizeNearestNeighborProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters); - return backend22.runWebGLProgram(program, [images], images.dtype); -} -var resizeNearestNeighborConfig2 = { - kernelName: ResizeNearestNeighbor, - backendName: "webgl", - kernelFunc: resizeNearestNeighbor3 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ResizeNearestNeigborBackpropProgram = class { - constructor(dyShape, inputShape, alignCorners) { - this.variableNames = ["dy"]; - this.outputShape = []; - this.outputShape = inputShape; - const [, xHeight, xWidth] = inputShape; - const [, yHeight, yWidth] = dyShape; - const effectiveXSize = [ - alignCorners && yHeight > 1 ? xHeight - 1 : xHeight, - alignCorners && yWidth > 1 ? xWidth - 1 : xWidth - ]; - const effectiveYSize = [ - alignCorners && yHeight > 1 ? yHeight - 1 : yHeight, - alignCorners && yWidth > 1 ? yWidth - 1 : yWidth - ]; - const heightScale = effectiveXSize[0] / effectiveYSize[0]; - const widthScale = effectiveXSize[1] / effectiveYSize[1]; - const invHeightScale = 1 / heightScale; - const invWidthScale = 1 / widthScale; - const winHeight = Math.ceil(invHeightScale) * 2 + 2; - const winWidth = Math.ceil(invWidthScale) * 2 + 2; - this.userCode = ` + `}};function cH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a}=t,{alignCorners:s,halfPixelCenters:i,size:o}=r,[l,c]=o,u=new uH(a.shape,l,c,s,i);return n.runWebGLProgram(u,[a],a.dtype)}var hH={kernelName:Iu,backendName:"webgl",kernelFunc:cH},dH=class{constructor(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t;let[,r,a]=t,[,s,i]=e,o=[n&&s>1?r-1:r,n&&i>1?a-1:a],l=[n&&s>1?s-1:s,n&&i>1?i-1:i],c=o[0]/l[0],u=o[1]/l[1],h=1/c,d=1/u,p=Math.ceil(h)*2+2,f=Math.ceil(d)*2+2;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -42216,14 +3718,14 @@ var ResizeNearestNeigborBackpropProgram = class { float accumulator = 0.0; - const float heightScale = float(${heightScale}); - const float widthScale = float(${widthScale}); + const float heightScale = float(${c}); + const float widthScale = float(${u}); - const float invHeightScale = float(${invHeightScale}); - const float invWidthScale = float(${invWidthScale}); + const float invHeightScale = float(${h}); + const float invWidthScale = float(${d}); - const int winHeight = int(${winHeight}); - const int winWidth = int(${winWidth}); + const int winHeight = int(${p}); + const int winWidth = int(${f}); // Compute bounds for where in dy we will look float startRLerp = floor(float(r) * invHeightScale); @@ -42237,7 +3739,7 @@ var ResizeNearestNeigborBackpropProgram = class { int dyR = dyROffset + startDyR; // Guard against the window exceeding the bounds of dy - if (dyR < 0 || dyR >= ${yHeight}) { + if (dyR < 0 || dyR >= ${s}) { continue; } @@ -42245,26 +3747,26 @@ var ResizeNearestNeigborBackpropProgram = class { int dyC = dyCOffset + startDyC; // Guard against the window exceeding the bounds of dy - if (dyC < 0 || dyC >= ${yWidth}) { + if (dyC < 0 || dyC >= ${i}) { continue; } float sourceFracRow = - float(${effectiveXSize[0]}) * - (float(dyR) / float(${effectiveYSize[0]})); + float(${o[0]}) * + (float(dyR) / float(${l[0]})); float sourceFracCol = - float(${effectiveXSize[1]}) * - (float(dyC) / float(${effectiveYSize[1]})); + float(${o[1]}) * + (float(dyC) / float(${l[1]})); int sourceNearestRow = int(min( - float(int(${xHeight}) - 1), - ${alignCorners} ? float(round(sourceFracRow)) : + float(int(${r}) - 1), + ${n} ? float(round(sourceFracRow)) : float(floor(sourceFracRow)))); int sourceNearestCol = int(min( - float(int(${xWidth}) - 1), - ${alignCorners} ? float(round(sourceFracCol)) : + float(int(${a}) - 1), + ${n} ? float(round(sourceFracCol)) : float(floor(sourceFracCol)))); if (r == sourceNearestRow && c == sourceNearestCol) { @@ -42276,245 +3778,47 @@ var ResizeNearestNeigborBackpropProgram = class { setOutput(accumulator); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function resizeNearestNeighborGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {images, dy} = inputs; - const {alignCorners} = attrs; - const program = new ResizeNearestNeigborBackpropProgram(dy.shape, images.shape, alignCorners); - return backend22.runWebGLProgram(program, [dy], dy.dtype); -} -var resizeNearestNeighborGradConfig2 = { - kernelName: ResizeNearestNeighborGrad, - backendName: "webgl", - kernelFunc: resizeNearestNeighborGrad2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ReverseProgram = class { - constructor(xShape, axis) { - this.variableNames = ["x"]; - const rank = xShape.length; - if (rank > 4) { - throw new Error(`WebGL backend: Reverse of rank-${rank} tensor is not yet supported`); - } - this.outputShape = xShape; - if (rank === 1) { - this.userCode = ` + `}};function pH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a,dy:s}=t,{alignCorners:i}=r,o=new dH(s.shape,a.shape,i);return n.runWebGLProgram(o,[s],s.dtype)}var fH={kernelName:Yh,backendName:"webgl",kernelFunc:pH},mH=class{constructor(e,t){this.variableNames=["x"];let n=e.length;if(n>4)throw new Error(`WebGL backend: Reverse of rank-${n} tensor is not yet supported`);if(this.outputShape=e,n===1){this.userCode=` void main() { int coord = getOutputCoords(); - setOutput(getX(${xShape[0]} - coord - 1)); + setOutput(getX(${e[0]} - coord - 1)); } - `; - return; - } - const getInCoord = (i) => { - if (axis.indexOf(i) !== -1 && xShape[i] !== 1) { - return `${xShape[i]} - coords[${i}] - 1`; - } - return `coords[${i}]`; - }; - const inCoords = xShape.map((_, i) => getInCoord(i)).join(","); - const type = getCoordsDataType(rank); - this.userCode = ` + `;return}let r=i=>t.indexOf(i)!==-1&&e[i]!==1?`${e[i]} - coords[${i}] - 1`:`coords[${i}]`,a=e.map((i,o)=>r(o)).join(","),s=ot(n);this.userCode=` void main() { - ${type} coords = getOutputCoords(); - setOutput(getX(${inCoords})); + ${s} coords = getOutputCoords(); + setOutput(getX(${a})); } - `; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ReversePackedProgram = class { - constructor(xShape, axis) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - const rank = xShape.length; - if (rank > 4) { - throw new Error(`WebGL backend: Reverse of rank-${rank} tensor is not yet supported`); - } - this.outputShape = xShape; - const channels = getChannels("rc", rank); - const nextColumn = `${channels[rank - 1]} + 1 < ${this.outputShape[rank - 1]}`; - const nextRow = `${channels[rank - 2]} + 1 < ${this.outputShape[rank - 2]}`; - const type = getCoordsDataType(rank); - if (rank === 1) { - this.userCode = ` + `}},AH=class{constructor(e,t){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0;let n=e.length;if(n>4)throw new Error(`WebGL backend: Reverse of rank-${n} tensor is not yet supported`);this.outputShape=e;let r=dn("rc",n),a=`${r[n-1]} + 1 < ${this.outputShape[n-1]}`,s=`${r[n-2]} + 1 < ${this.outputShape[n-2]}`,i=ot(n);n===1?this.userCode=` void main(){ int rc = getOutputCoords(); vec4 result = vec4(0.); - result.r = getChannel(getX(${xShape[0]} - rc - 1), - ${xShape[0]} - rc - 1); - if(${nextColumn}){ - result.g = getChannel(getX(${xShape[0]} - (rc + 1) - 1), - ${xShape[0]} - (rc + 1) - 1); + result.r = getChannel(getX(${e[0]} - rc - 1), + ${e[0]} - rc - 1); + if(${a}){ + result.g = getChannel(getX(${e[0]} - (rc + 1) - 1), + ${e[0]} - (rc + 1) - 1); } setOutput(result); } - `; - } else { - this.userCode = ` + `:this.userCode=` void main() { - ${type} rc = getOutputCoords(); + ${i} rc = getOutputCoords(); vec4 result = vec4(0.); - result.r = ${getR(channels.slice())}; - if(${nextColumn}){ - result.g = ${getG(channels.slice())}; + result.r = ${o(r.slice())}; + if(${a}){ + result.g = ${l(r.slice())}; } - if(${nextRow}) { - result.b = ${getB(channels.slice())}; - if(${nextColumn}) { - result.a = ${getA(channels.slice())}; + if(${s}) { + result.b = ${c(r.slice())}; + if(${a}) { + result.a = ${u(r.slice())}; } } setOutput(result); } - `; - } - function getR(channels2) { - return getChannel(channels2); - } - function getG(channels2) { - channels2[rank - 1] = "(" + channels2[rank - 1] + ` + 1)`; - return getChannel(channels2); - } - function getB(channels2) { - channels2[rank - 2] = "(" + channels2[rank - 2] + ` + 1)`; - return getChannel(channels2); - } - function getA(channels2) { - channels2[rank - 1] = "(" + channels2[rank - 1] + ` + 1)`; - channels2[rank - 2] = "(" + channels2[rank - 2] + ` + 1)`; - return getChannel(channels2); - } - function getChannel(channels2) { - const inCoordsArray = xShape.map((_, i) => getInCoord(i, channels2)); - const inCoords = inCoordsArray.join(","); - const innerDims = inCoordsArray.slice(-2).join(","); - return `getChannel(getX(${inCoords}), vec2(${innerDims}))`; - } - function getInCoord(i, channels1) { - if (axis.indexOf(i) !== -1 && xShape[i] !== 1) { - return `${xShape[i]} - ${channels1[i]} - 1`; - } else { - return `${channels1[i]}`; - } - } - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function reverse3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dims} = attrs; - const xRank = x.shape.length; - const $dims = util_exports.parseAxisParam(dims, x.shape); - if (xRank === 0) { - return identity2({inputs: {x}, backend: backend22}); - } - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new ReversePackedProgram(x.shape, $dims) : new ReverseProgram(x.shape, $dims); - return backend22.runWebGLProgram(program, [x], x.dtype); -} -var reverseConfig2 = { - kernelName: Reverse, - backendName: "webgl", - kernelFunc: reverse3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var RotateProgram = class { - constructor(imageShape, fillValue) { - this.variableNames = ["Image"]; - this.outputShape = []; - const imageHeight = imageShape[1]; - const imageWidth = imageShape[2]; - this.outputShape = imageShape; - let fillSnippet = ""; - if (typeof fillValue === "number") { - fillSnippet = `float outputValue = ${fillValue.toFixed(2)};`; - } else { - fillSnippet = ` - vec3 fill = vec3(${fillValue.join(",")}); - float outputValue = fill[coords[3]];`; - } - this.userCode = ` + `;function o(p){return h(p)}function l(p){return p[n-1]="("+p[n-1]+" + 1)",h(p)}function c(p){return p[n-2]="("+p[n-2]+" + 1)",h(p)}function u(p){return p[n-1]="("+p[n-1]+" + 1)",p[n-2]="("+p[n-2]+" + 1)",h(p)}function h(p){let f=e.map((y,g)=>d(g,p)),m=f.join(","),A=f.slice(-2).join(",");return`getChannel(getX(${m}), vec2(${A}))`}function d(p,f){return t.indexOf(p)!==-1&&e[p]!==1?`${e[p]} - ${f[p]} - 1`:`${f[p]}`}}};function yH(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{dims:s}=r,i=a.shape.length,o=v.parseAxisParam(s,a.shape);if(i===0)return On({inputs:{x:a},backend:n});let l=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new AH(a.shape,o):new mH(a.shape,o);return n.runWebGLProgram(l,[a],a.dtype)}var gH={kernelName:Ws,backendName:"webgl",kernelFunc:yH},xH=class{constructor(e,t){this.variableNames=["Image"],this.outputShape=[];let n=e[1],r=e[2];this.outputShape=e;let a="";typeof t=="number"?a=`float outputValue = ${t.toFixed(2)};`:a=` + vec3 fill = vec3(${t.join(",")}); + float outputValue = fill[coords[3]];`,this.userCode=` uniform vec4 params; void main() { ivec4 coords = getOutputCoords(); @@ -42526,70 +3830,13 @@ var RotateProgram = class { (float(y) - params[1]) * params[3]; int coordX = int(round(coordXFloat + params[0])); int coordY = int(round(coordYFloat + params[1])); - ${fillSnippet} - if(coordX >= 0 && coordX < ${imageWidth} && coordY >= 0 && coordY < ${imageHeight}) { + ${a} + if(coordX >= 0 && coordX < ${r} && coordY >= 0 && coordY < ${n}) { outputValue = getImage(coords[0], coordY, coordX, coords[3]); } setOutput(outputValue); } - `; - } - getCustomSetupFunc(centerX, centerY, sinFactor, cosFactor) { - return (gpgpu, webGLProgram) => { - if (this.paramsLoc == null) { - this.paramsLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "params"); - } - gpgpu.gl.uniform4f(this.paramsLoc, centerX, centerY, sinFactor, cosFactor); - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var rotateWithOffsetConfig2 = { - kernelName: RotateWithOffset, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {image: image3} = inputs; - const {radians, fillValue, center} = attrs; - const webglBackend = backend22; - const program = new RotateProgram(image3.shape, fillValue); - const [centerX, centerY] = backend_util_exports.getImageCenter(center, image3.shape[1], image3.shape[2]); - const customSetup = program.getCustomSetupFunc(centerX, centerY, Math.sin(radians), Math.cos(radians)); - const output = webglBackend.runWebGLProgram(program, [image3], image3.dtype, customSetup); - return output; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ROUND = ` + `}getCustomSetupFunc(e,t,n,r){return(a,s)=>{this.paramsLoc==null&&(this.paramsLoc=a.getUniformLocationNoThrow(s,"params")),a.gl.uniform4f(this.paramsLoc,e,t,n,r)}}},wH={kernelName:Zo,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{image:r}=e,{radians:a,fillValue:s,center:i}=t,o=n,l=new xH(r.shape,s),[c,u]=R.getImageCenter(i,r.shape[1],r.shape[2]),h=l.getCustomSetupFunc(c,u,Math.sin(a),Math.cos(a));return o.runWebGLProgram(l,[r],r.dtype,h)}},bH=` // OpenGL ES does not support round function. // The algorithm is based on banker's rounding. float base = floor(x); @@ -42604,366 +3851,51 @@ var ROUND = ` return base + 1.0; } } -`; -var round4 = unaryKernelFunc2({opSnippet: ROUND}); -var roundConfig2 = { - kernelName: Round, - backendName: "webgl", - kernelFunc: round4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var RSQRT = `return inversesqrt(x);`; -var rsqrt3 = unaryKernelFunc2({opSnippet: RSQRT, cpuKernelImpl: rsqrtImplCPU}); -var rsqrtConfig2 = { - kernelName: Rsqrt, - backendName: "webgl", - kernelFunc: rsqrt3 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ScatterProgram = class { - constructor(updateSize, sliceDim, indicesRank, updatesRank, strides, shape, summingDupeIndex = true) { - this.variableNames = ["updates", "indices", "defaultValue"]; - this.outputShape = shape; - const stridesType = getCoordsDataType(strides.length); - const dtype = getCoordsDataType(shape.length); - let indicesString = ""; - if (indicesRank === 1) { - indicesString = "i"; - } else if (indicesRank === 2) { - indicesString = "i, j"; - } - const indicesSnippet = `getIndices(${indicesString})`; - let updatesString = ""; - if (updatesRank === 1) { - updatesString = "i"; - } else if (updatesRank === 2) { - updatesString = "i, coords[1]"; - } - const updatesSnippet = `getUpdates(${updatesString})`; - const strideString = sliceDim > 1 ? "strides[j]" : "strides"; - this.userCode = ` - ${stridesType} strides = ${stridesType}(${strides}); +`,_H=Xe({opSnippet:bH}),vH={kernelName:Bs,backendName:"webgl",kernelFunc:_H},kH="return inversesqrt(x);",IH=Xe({opSnippet:kH,cpuKernelImpl:hP}),NH={kernelName:Vs,backendName:"webgl",kernelFunc:IH},$_=class{constructor(e,t,n,r,a,s,i=!0){this.variableNames=["updates","indices","defaultValue"],this.outputShape=s;let o=ot(a.length),l=ot(s.length),c="";n===1?c="i":n===2&&(c="i, j");let u=`getIndices(${c})`,h="";r===1?h="i":r===2&&(h="i, coords[1]");let d=`getUpdates(${h})`,p=t>1?"strides[j]":"strides";this.userCode=` + ${o} strides = ${o}(${a}); void main() { - ${dtype} coords = getOutputCoords(); + ${l} coords = getOutputCoords(); float sum = 0.0; bool found = false; - for (int i = 0; i < ${updateSize}; i++) { + for (int i = 0; i < ${e}; i++) { int flattenedIndex = 0; - for (int j = 0; j < ${sliceDim}; j++) { - int index = round(${indicesSnippet}); - flattenedIndex += index * ${strideString}; + for (int j = 0; j < ${t}; j++) { + int index = round(${u}); + flattenedIndex += index * ${p}; } if (flattenedIndex == coords[0]) { - sum += ${updatesSnippet}; + sum += ${d}; found = true; } } setOutput(mix(getDefaultValue(), sum, float(found))); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function scatterNd2(args) { - const {inputs, backend: backend22, attrs} = args; - const {indices, updates} = inputs; - const {shape} = attrs; - const {sliceRank, numUpdates, sliceSize, strides, outputSize} = backend_util_exports.calculateShapes(updates, indices, shape); - const flattenShape = [outputSize / sliceSize, sliceSize]; - if (outputSize === 0) { - return backend22.makeTensorInfo(shape, indices.dtype); - } - const flattenIndices = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [numUpdates, sliceRank]}}); - const flattenX = reshape3({inputs: {x: updates}, backend: backend22, attrs: {shape: [numUpdates, sliceSize]}}); - const defaultValue = backend22.makeTensorInfo([], "float32", new Float32Array([0])); - const program = new ScatterProgram(numUpdates, sliceRank, flattenIndices.shape.length, flattenX.shape.length, strides, flattenShape); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndices, defaultValue], flattenX.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape}}); - backend22.disposeIntermediateTensorInfo(flattenIndices); - backend22.disposeIntermediateTensorInfo(flattenX); - backend22.disposeIntermediateTensorInfo(res); - backend22.disposeIntermediateTensorInfo(defaultValue); - return reshaped; -} -var scatterNdConfig2 = { - kernelName: ScatterNd, - backendName: "webgl", - kernelFunc: scatterNd2 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SelectProgram = class { - constructor(cRank, shape, rank) { - this.variableNames = ["c", "a", "b"]; - this.outputShape = shape; - let cCoords; - let abCoords; - if (rank > 4) { - throw Error(`Where for rank ${rank} is not yet supported`); - } - if (rank === 1) { - abCoords = `resRC`; - cCoords = `resRC`; - } else { - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w"]; - const cCoordVars = []; - const abCoordVars = []; - for (let i = 0; i < shape.length; i++) { - abCoordVars.push(`${currentCoords[i]}`); - if (i < cRank) { - cCoordVars.push(`${currentCoords[i]}`); - } - } - cCoords = cCoordVars.join(); - abCoords = abCoordVars.join(); - } - const dtype = getCoordsDataType(rank); - this.userCode = ` + `}};function SH(e){let{inputs:t,backend:n,attrs:r}=e,{indices:a,updates:s}=t,{shape:i}=r,{sliceRank:o,numUpdates:l,sliceSize:c,strides:u,outputSize:h}=R.calculateShapes(s,a,i),d=[h/c,c];if(h===0)return n.makeTensorInfo(i,a.dtype);let p=xe({inputs:{x:a},backend:n,attrs:{shape:[l,o]}}),f=xe({inputs:{x:s},backend:n,attrs:{shape:[l,c]}}),m=n.makeTensorInfo([],"float32",new Float32Array([0])),A=new $_(l,o,p.shape.length,f.shape.length,u,d),y=n.runWebGLProgram(A,[f,p,m],f.dtype),g=xe({inputs:{x:y},backend:n,attrs:{shape:i}});return n.disposeIntermediateTensorInfo(p),n.disposeIntermediateTensorInfo(f),n.disposeIntermediateTensorInfo(y),n.disposeIntermediateTensorInfo(m),g}var TH={kernelName:zo,backendName:"webgl",kernelFunc:SH},CH=class{constructor(e,t,n){this.variableNames=["c","a","b"],this.outputShape=t;let r,a;if(n>4)throw Error(`Where for rank ${n} is not yet supported`);if(n===1)a="resRC",r="resRC";else{let i=["resRC.x","resRC.y","resRC.z","resRC.w"],o=[],l=[];for(let c=0;c= 1.0) { - setOutput(getA(${abCoords})); + setOutput(getA(${a})); } else { - setOutput(getB(${abCoords})); + setOutput(getB(${a})); } } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function select2(args) { - const {inputs, backend: backend22} = args; - const {condition, t, e} = inputs; - const program = new SelectProgram(condition.shape.length, t.shape, t.shape.length); - return backend22.runWebGLProgram(program, [condition, t, e], upcastType(t.dtype, e.dtype)); -} -var selectConfig2 = { - kernelName: Select, - backendName: "webgl", - kernelFunc: select2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SELU = ` + `}};function EH(e){let{inputs:t,backend:n}=e,{condition:r,t:a,e:s}=t,i=new CH(r.shape.length,a.shape,a.shape.length);return n.runWebGLProgram(i,[r,a,s],tr(a.dtype,s.dtype))}var RH={kernelName:Po,backendName:"webgl",kernelFunc:EH},MH=` // Stable and Attracting Fixed Point (0, 1) for Normalized Weights. // see: https://arxiv.org/abs/1706.02515 - float scaleAlpha = ${backend_util_exports.SELU_SCALEALPHA}; - float scale = ${backend_util_exports.SELU_SCALE}; + float scaleAlpha = ${R.SELU_SCALEALPHA}; + float scale = ${R.SELU_SCALE}; return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0); -`; -var selu3 = unaryKernelFunc2({opSnippet: SELU}); -var seluConfig2 = { - kernelName: Selu, - backendName: "webgl", - kernelFunc: selu3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SIGMOID = `return 1.0 / (1.0 + exp(-1.0 * x));`; -var sigmoid3 = unaryKernelFunc2({opSnippet: SIGMOID}); -var sigmoidConfig2 = { - kernelName: Sigmoid, - backendName: "webgl", - kernelFunc: sigmoid3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SIGN = ` +`,FH=Xe({opSnippet:MH}),$H={kernelName:Lo,backendName:"webgl",kernelFunc:FH},DH="return 1.0 / (1.0 + exp(-1.0 * x));",OH=Xe({opSnippet:DH}),zH={kernelName:js,backendName:"webgl",kernelFunc:OH},PH=` if (isnan(x)) { return 0.0; } return sign(x); -`; -var sign3 = unaryKernelFunc2({opSnippet: SIGN}); -var signConfig2 = { - kernelName: Sign, - backendName: "webgl", - kernelFunc: sign3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SIN = CHECK_NAN_SNIPPET_UNARY + ` +`,LH=Xe({opSnippet:PH}),WH={kernelName:Vo,backendName:"webgl",kernelFunc:LH},BH=qb+` return sin(x); -`; -var sin3 = unaryKernelFunc2({opSnippet: SIN}); -var sinConfig2 = { - kernelName: Sin, - backendName: "webgl", - kernelFunc: sin3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SINH = ` +`,VH=Xe({opSnippet:BH}),UH={kernelName:Us,backendName:"webgl",kernelFunc:VH},jH=` float e2x = exp(x); return (e2x - 1.0 / e2x) / 2.0; -`; -var sinh3 = unaryKernelFunc2({opSnippet: SINH}); -var sinhConfig2 = { - kernelName: Sinh, - backendName: "webgl", - kernelFunc: sinh3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SOFTPLUS = ` +`,HH=Xe({opSnippet:jH}),GH={kernelName:Bo,backendName:"webgl",kernelFunc:HH},qH=` float epsilon = 1.1920928955078125e-7; float threshold = log(epsilon) + 2.0; @@ -42983,542 +3915,28 @@ var SOFTPLUS = ` result = log(exp_x + 1.0); } return result; -`; -var softplus3 = unaryKernelFunc2({opSnippet: SOFTPLUS}); -var softplusConfig2 = { - kernelName: Softplus, - backendName: "webgl", - kernelFunc: softplus3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var spaceToBatchND3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockShape, paddings} = attrs; - util_exports.assert(x.shape.length <= 4, () => "spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"); - const prod5 = blockShape.reduce((a, b) => a * b); - const completePaddings = [[0, 0]]; - completePaddings.push(...paddings); - for (let i = 1 + blockShape.length; i < x.shape.length; ++i) { - completePaddings.push([0, 0]); - } - const toDispose = []; - const paddedX = padV22({ - inputs: {x}, - backend: backend22, - attrs: {paddings: completePaddings, constantValue: 0} - }); - const reshapedPaddedShape = backend_util_exports.getReshaped(paddedX.shape, blockShape, prod5, false); - const permutedReshapedPaddedPermutation = backend_util_exports.getPermuted(reshapedPaddedShape.length, blockShape.length, false); - const flattenShape = backend_util_exports.getReshapedPermuted(paddedX.shape, blockShape, prod5, false); - const reshapedPaddedX = reshape3({inputs: {x: paddedX}, backend: backend22, attrs: {shape: reshapedPaddedShape}}); - const paddedXT = transpose3({ - inputs: {x: reshapedPaddedX}, - backend: backend22, - attrs: {perm: permutedReshapedPaddedPermutation} - }); - const result = reshape3({inputs: {x: paddedXT}, backend: backend22, attrs: {shape: flattenShape}}); - toDispose.push(paddedX); - toDispose.push(reshapedPaddedX); - toDispose.push(paddedXT); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; -}; -var spaceToBatchNDConfig2 = { - kernelName: SpaceToBatchND, - backendName: "webgl", - kernelFunc: spaceToBatchND3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function sparseToDense3(args) { - const {inputs, backend: backend22, attrs} = args; - const {sparseIndices, sparseValues, defaultValue} = inputs; - const {outputShape} = attrs; - const {sliceRank, numUpdates, strides, outputSize} = backend_util_exports.calculateShapes(sparseValues, sparseIndices, outputShape); - const sumDupeIndices = false; - const program = new ScatterProgram(numUpdates, sliceRank, sparseIndices.shape.length, sparseValues.shape.length, strides, [outputSize, 1], sumDupeIndices); - const res = backend22.runWebGLProgram(program, [sparseValues, sparseIndices, defaultValue], sparseValues.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: outputShape}}); - backend22.disposeIntermediateTensorInfo(res); - return reshaped; -} -var sparseToDenseConfig2 = { - kernelName: SparseToDense, - backendName: "webgl", - kernelFunc: sparseToDense3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function splitV2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {numOrSizeSplits, axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, x.shape)[0]; - const splitSizes = backend_util_exports.prepareSplitSize(x, numOrSizeSplits, $axis); - const xRank = x.shape.length; - const begin = new Array(xRank).fill(0); - const size = x.shape.slice(); - return splitSizes.map((s) => { - const sliceSize = [...size]; - sliceSize[$axis] = s; - const sliceT = slice3({inputs: {x}, backend: backend22, attrs: {begin, size: sliceSize}}); - begin[$axis] += s; - return sliceT; - }); -} -var splitVConfig2 = { - kernelName: SplitV, - backendName: "webgl", - kernelFunc: splitV2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SQRT = `return sqrt(x);`; -var sqrt3 = unaryKernelFunc2({opSnippet: SQRT}); -var sqrtConfig2 = { - kernelName: Sqrt, - backendName: "webgl", - kernelFunc: sqrt3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SQUARE = `return x * x;`; -var square2 = unaryKernelFunc2({opSnippet: SQUARE}); -var squareConfig2 = { - kernelName: Square, - backendName: "webgl", - kernelFunc: square2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SQUARED_DIFFERENCE = "return (a - b) * (a - b);"; -var squaredDifference3 = binaryKernelFunc2({opSnippet: SQUARED_DIFFERENCE, packedOpSnippet: SQUARED_DIFFERENCE}); -var squaredDifferenceConfig2 = { - kernelName: SquaredDifference, - backendName: "webgl", - kernelFunc: squaredDifference3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function step3({inputs, attrs, backend: backend22}) { - const {x} = inputs; - const opSnippet = CHECK_NAN_SNIPPET + ` - return x > 0.0 ? 1.0 : float(${attrs.alpha}); - `; - const program = new UnaryOpProgram(x.shape, opSnippet); - return backend22.runWebGLProgram(program, [x], x.dtype); -} -var stepConfig2 = { - kernelName: Step, - backendName: "webgl", - kernelFunc: step3 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var StridedSliceProgram = class { - constructor(begin, strides, size) { - this.variableNames = ["x"]; - this.outputShape = size; - const rank = size.length; - const inputDtype = getCoordsDataType(size.length); - const dtype = getCoordsDataType(size.length); - let newCoords = ""; - if (rank === 1) { - newCoords = "coords * strides + begin"; - } else { - let outputAxis = 0; - newCoords = size.map((_, i) => { - outputAxis++; - return size.length === 1 ? `coords * strides[${i}] + begin[${i}]` : `coords[${outputAxis - 1}] * strides[${i}] + begin[${i}]`; - }).join(","); - } - this.userCode = ` - ${inputDtype} begin = ${inputDtype}(${begin}); - ${inputDtype} strides = ${inputDtype}(${strides}); +`,XH=Xe({opSnippet:qH}),KH={kernelName:Uo,backendName:"webgl",kernelFunc:XH},ZH=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockShape:s,paddings:i}=r;v.assert(a.shape.length<=4,()=>"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet");let o=s.reduce((y,g)=>y*g),l=[[0,0]];l.push(...i);for(let y=1+s.length;yn.disposeIntermediateTensorInfo(y)),A},YH={kernelName:Nu,backendName:"webgl",kernelFunc:ZH};function JH(e){let{inputs:t,backend:n,attrs:r}=e,{sparseIndices:a,sparseValues:s,defaultValue:i}=t,{outputShape:o}=r,{sliceRank:l,numUpdates:c,strides:u,outputSize:h}=R.calculateShapes(s,a,o),d=!1,p=new $_(c,l,a.shape.length,s.shape.length,u,[h,1],d),f=n.runWebGLProgram(p,[s,a,i],s.dtype),m=xe({inputs:{x:f},backend:n,attrs:{shape:o}});return n.disposeIntermediateTensorInfo(f),m}var QH={kernelName:Qh,backendName:"webgl",kernelFunc:JH};function eG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{numOrSizeSplits:s,axis:i}=r,o=v.parseAxisParam(i,a.shape)[0],l=R.prepareSplitSize(a,s,o),c=a.shape.length,u=new Array(c).fill(0),h=a.shape.slice();return l.map(d=>{let p=[...h];p[o]=d;let f=mc({inputs:{x:a},backend:n,attrs:{begin:u,size:p}});return u[o]+=d,f})}var tG={kernelName:jo,backendName:"webgl",kernelFunc:eG},nG="return sqrt(x);",rG=Xe({opSnippet:nG}),aG={kernelName:Hs,backendName:"webgl",kernelFunc:rG},sG="return x * x;",iG=Xe({opSnippet:sG}),oG={kernelName:Su,backendName:"webgl",kernelFunc:iG},D_="return (a - b) * (a - b);",lG=en({opSnippet:D_,packedOpSnippet:D_}),uG={kernelName:Xs,backendName:"webgl",kernelFunc:lG};function cG({inputs:e,attrs:t,backend:n}){let{x:r}=e,a=gr+` + return x > 0.0 ? 1.0 : float(${t.alpha}); + `,s=new La(r.shape,a);return n.runWebGLProgram(s,[r],r.dtype)}var hG={kernelName:Na,backendName:"webgl",kernelFunc:cG},dG=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=n;let r=n.length,a=ot(n.length),s=ot(n.length),i="";if(r===1)i="coords * strides + begin";else{let o=0;i=n.map((l,c)=>(o++,n.length===1?`coords * strides[${c}] + begin[${c}]`:`coords[${o-1}] * strides[${c}] + begin[${c}]`)).join(",")}this.userCode=` + ${a} begin = ${a}(${e}); + ${a} strides = ${a}(${t}); void main() { - ${dtype} coords = getOutputCoords(); - setOutput(getX(${newCoords})); + ${s} coords = getOutputCoords(); + setOutput(getX(${i})); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function stridedSlice3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask} = attrs; - const {nonStrided, $begin, $strides, size, newShape, outShape} = slice_util_exports.sliceInfo(x.shape, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask); - const $x = reshape3({inputs: {x}, backend: backend22, attrs: {shape: newShape}}); - let result; - if (nonStrided) { - const sliced = slice3({inputs: {x: $x}, backend: backend22, attrs: {begin: $begin, size}}); - result = reshape3({inputs: {x: sliced}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(sliced); - } else if (outShape.some((axis) => axis === 0)) { - result = backend22.makeTensorInfo(outShape, x.dtype, []); - } else { - const shouldExecuteOnCPU = backend22.shouldExecuteOnCPU([$x]); - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get($x.dataId); - const values = xTexData.values; - const xBuf = buffer($x.shape, $x.dtype, values); - const resultValues = stridedSliceImplCPU(outShape, xBuf, $strides, $begin); - result = backend22.makeTensorInfo(outShape, $x.dtype, resultValues.values); - } else { - const program = new StridedSliceProgram($begin, $strides, outShape); - result = backend22.runWebGLProgram(program, [$x], $x.dtype); - } - } - const resultReshaped = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo($x); - backend22.disposeIntermediateTensorInfo(result); - return resultReshaped; -} -var stridedSliceConfig2 = { - kernelName: StridedSlice, - backendName: "webgl", - kernelFunc: stridedSlice3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TAN = `return tan(x);`; -var tan3 = unaryKernelFunc2({opSnippet: TAN}); -var tanConfig2 = { - kernelName: Tan, - backendName: "webgl", - kernelFunc: tan3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TANH = ` + `}};function pG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{begin:s,end:i,strides:o,beginMask:l,endMask:c,ellipsisMask:u,newAxisMask:h,shrinkAxisMask:d}=r,{nonStrided:p,$begin:f,$strides:m,size:A,newShape:y,outShape:g}=ln.sliceInfo(a.shape,s,i,o,l,c,u,h,d),w=xe({inputs:{x:a},backend:n,attrs:{shape:y}}),b;if(p){let x=mc({inputs:{x:w},backend:n,attrs:{begin:f,size:A}});b=xe({inputs:{x},backend:n,attrs:{shape:g}}),n.disposeIntermediateTensorInfo(x)}else if(g.some(x=>x===0))b=n.makeTensorInfo(g,a.dtype,[]);else if(n.shouldExecuteOnCPU([w])){let x=n.texData.get(w.dataId).values,N=Be(w.shape,w.dtype,x),T=pP(g,N,m,f);b=n.makeTensorInfo(g,w.dtype,T.values)}else{let x=new dG(f,m,g);b=n.runWebGLProgram(x,[w],w.dtype)}let _=xe({inputs:{x:b},backend:n,attrs:{shape:g}});return n.disposeIntermediateTensorInfo(w),n.disposeIntermediateTensorInfo(b),_}var fG={kernelName:Ho,backendName:"webgl",kernelFunc:pG},mG="return tan(x);",AG=Xe({opSnippet:mG}),yG={kernelName:Go,backendName:"webgl",kernelFunc:AG},gG=` float e2x = exp(-2.0 * abs(x)); return sign(x) * (1.0 - e2x) / (1.0 + e2x); -`; -var tanh4 = unaryKernelFunc2({opSnippet: TANH}); -var tanhConfig2 = { - kernelName: Tanh, - backendName: "webgl", - kernelFunc: tanh4 -}; -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TileProgram = class { - constructor(aShape, reps) { - this.variableNames = ["A"]; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[i] * reps[i]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const sourceCoords = getSourceCoords3(aShape); - this.userCode = ` +`,xG=Xe({opSnippet:gG}),wG={kernelName:Zs,backendName:"webgl",kernelFunc:xG},_G=class{constructor(e,t){this.variableNames=["A"];let n=new Array(e.length);for(let s=0;s 5) { - throw Error(`Tile for rank ${rank} is not yet supported`); - } - if (rank === 1) { - return `imod(resRC, ${aShape[0]})`; - } - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w", "resRC.u"]; - const sourceCoords = []; - for (let i = 0; i < aShape.length; i++) { - sourceCoords.push(`imod(${currentCoords[i]}, ${aShape[i]})`); - } - return sourceCoords.join(); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function tile3(params) { - const {inputs, backend: backend22, attrs} = params; - const {x} = inputs; - const {reps} = attrs; - if (x.dtype === "string") { - const data2 = backend22.readSync(x.dataId); - const decodedData = data2.map((d) => util_exports.decodeString(d)); - const buf = buffer(x.shape, x.dtype, decodedData); - const outBuf = tileImplCPU(buf, reps); - return backend22.makeTensorInfo(outBuf.shape, outBuf.dtype, outBuf.values); - } - const program = new TileProgram(x.shape, reps); - const output = backend22.runWebGLProgram(program, [x], x.dtype); - return output; -} -var tileConfig2 = { - kernelName: Tile, - backendName: "webgl", - kernelFunc: tile3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function topK2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {k, sorted} = attrs; - const xVals = backend22.readSync(x.dataId); - const [allTopKVals, allTopKIndices] = topKImplCPU(xVals, x.shape, x.dtype, k, sorted); - return [ - backend22.makeTensorInfo(allTopKVals.shape, allTopKVals.dtype, allTopKVals.values), - backend22.makeTensorInfo(allTopKIndices.shape, allTopKIndices.dtype, allTopKIndices.values) - ]; -} -var topKConfig2 = { - kernelName: TopK, - backendName: "webgl", - kernelFunc: topK2 -}; -/** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TransformProgram = class { - constructor(imageHeight, imageWidth, interpolation, fillMode, fillValue, outShape) { - this.variableNames = ["Image", "Transforms"]; - this.outputShape = outShape; - const interpolationModeId = interpolation === "nearest" ? 1 : 2; - let fillModeId; - switch (fillMode) { - case "constant": - fillModeId = 1; - break; - case "reflect": - fillModeId = 2; - break; - case "wrap": - fillModeId = 3; - break; - case "nearest": - fillModeId = 4; - break; - default: - fillModeId = 1; - break; - } - this.userCode = ` + `}};function bG(e){let t=e.length;if(t>5)throw Error(`Tile for rank ${t} is not yet supported`);if(t===1)return`imod(resRC, ${e[0]})`;let n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],r=[];for(let a=0;av.decodeString(u)),l=Be(a.shape,a.dtype,o),c=mP(l,s);return n.makeTensorInfo(c.shape,c.dtype,c.values)}let i=new _G(a.shape,s);return n.runWebGLProgram(i,[a],a.dtype)}var vG={kernelName:Ia,backendName:"webgl",kernelFunc:O_};function kG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{k:s,sorted:i}=r,o=n.readSync(a.dataId),[l,c]=AP(o,a.shape,a.dtype,s,i);return[n.makeTensorInfo(l.shape,l.dtype,l.values),n.makeTensorInfo(c.shape,c.dtype,c.values)]}var IG={kernelName:qo,backendName:"webgl",kernelFunc:kG},NG=class{constructor(e,t,n,r,a,s){this.variableNames=["Image","Transforms"],this.outputShape=s;let i=n==="nearest"?1:2,o;switch(r){case"constant":o=1;break;case"reflect":o=2;break;case"wrap":o=3;break;case"nearest":o=4;break;default:o=1;break}this.userCode=` float mapCoord(float outCoord, float len) { float inCoord = outCoord; - if(${fillModeId} == 2) { + if(${o} == 2) { if (inCoord < 0.0) { if (len <= 1.0) { inCoord = 0.0; @@ -43542,7 +3960,7 @@ var TransformProgram = class { } } return clamp(inCoord, 0.0, len - 1.0); - } else if (${fillModeId} == 3) { + } else if (${o} == 3) { if (inCoord < 0.0) { if (len <= 1.0) { inCoord = 0.0; @@ -43559,7 +3977,7 @@ var TransformProgram = class { } } return clamp(inCoord, 0.0, len - 1.0); - } else if (${fillModeId} == 4) { + } else if (${o} == 4) { return clamp(outCoord, 0.0, len - 1.0); } else { return outCoord; @@ -43569,10 +3987,10 @@ var TransformProgram = class { float readWithFillValue(int batch, int coordY, int coordX, int channel) { float outputValue; - if (0 <= coordY && coordY < ${imageHeight} && 0 <= coordX && coordX < ${imageWidth}) { + if (0 <= coordY && coordY < ${e} && 0 <= coordX && coordX < ${t}) { outputValue = getImage(batch, coordY, coordX, channel); } else { - outputValue = float(${fillValue}); + outputValue = float(${a}); } return outputValue; } @@ -43596,14 +4014,14 @@ var TransformProgram = class { float c2 = getTransforms(batch, 7); float projection = c1 * xf + c2 * yf + 1.0; if (projection == 0.0) { - outputValue = float(${fillValue}); + outputValue = float(${a}); } else { float inX = (a1 * xf + a2 * yf + a3) / projection; float inY = (b1 * xf + b2 * yf + b3) / projection; - float mapX = mapCoord(inX, float(${imageWidth})); - float mapY = mapCoord(inY, float(${imageHeight})); + float mapX = mapCoord(inX, float(${t})); + float mapY = mapCoord(inY, float(${e})); - if (${interpolationModeId} == 1) { + if (${i} == 1) { int coordY = int(round(mapY)); int coordX = int(round(mapX)); outputValue = readWithFillValue(batch, coordY, coordX, @@ -43627,190 +4045,26 @@ var TransformProgram = class { } setOutput(outputValue); } - `; - } -}; -/** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function transform3(args) { - const {inputs, backend: backend22, attrs} = args; - const {image: image3, transforms} = inputs; - const {interpolation, fillMode, fillValue, outputShape} = attrs; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - const [outHeight, outWidth] = outputShape != null ? outputShape : [imageHeight, imageWidth]; - const outShape = [ - batch, - outHeight, - outWidth, - numChannels - ]; - const program = new TransformProgram(imageHeight, imageWidth, interpolation, fillMode, fillValue, outShape); - return backend22.runWebGLProgram(program, [image3, transforms], "float32"); -} -var transformConfig2 = { - kernelName: Transform, - backendName: "webgl", - kernelFunc: transform3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function unique3(args) { - const {inputs, attrs, backend: backend22} = args; - const {axis} = attrs; - const {x} = inputs; - assertNotComplex2(x, "unique"); - console.warn("WARNING: ", "UI might be locked temporarily as data is being downloaded"); - const values = backend22.readSync(x.dataId); - const {outputValues, outputShape, indices} = uniqueImplCPU(values, axis, x.shape, x.dtype); - return [ - backend22.makeTensorInfo(outputShape, x.dtype, outputValues), - backend22.makeTensorInfo([indices.length], "int32", indices) - ]; -} -var uniqueConfig2 = { - kernelName: Unique, - backendName: "webgl", - kernelFunc: unique3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function unpack2(args) { - const {inputs, backend: backend22, attrs} = args; - const {value} = inputs; - let {axis} = attrs; - if (axis < 0) { - axis += value.shape.length; - } - const x = value; - const xRank = x.shape.length; - const num = value.shape[axis]; - const outShape = new Array(xRank - 1); - let outIndex = 0; - for (let i = 0; i < xRank; i++) { - if (i !== axis) { - outShape[outIndex++] = x.shape[i]; - } - } - const toDispose = []; - const begin = new Array(xRank).fill(0); - const size = x.shape.slice(); - size[axis] = 1; - const res = new Array(num); - for (let i = 0; i < res.length; i++) { - begin[axis] = i; - const sliced = slice3({inputs: {x}, backend: backend22, attrs: {begin, size}}); - const reshaped = reshape3({inputs: {x: sliced}, backend: backend22, attrs: {shape: outShape}}); - res[i] = reshaped; - toDispose.push(sliced); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return res; -} -var unpackConfig2 = { - kernelName: Unpack, - backendName: "webgl", - kernelFunc: unpack2 -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var SegmentOpProgram = class { - constructor(segOpInfo, segOpType) { - this.variableNames = ["x", "segmentIds"]; - const windowSize = segOpInfo.windowSize; - const batchSize = segOpInfo.batchSize; - const inSize = segOpInfo.inSize; - const numSegments = segOpInfo.numSegments; - const outSize = numSegments * Math.ceil(inSize / windowSize); - this.outputShape = [batchSize, outSize]; - const initializationValue = "0.0"; - const returnValue = `sumValue`; - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - const updateSnippet = ` + `}};function SG(e){let{inputs:t,backend:n,attrs:r}=e,{image:a,transforms:s}=t,{interpolation:i,fillMode:o,fillValue:l,outputShape:c}=r,[u,h,d,p]=a.shape,[f,m]=c!=null?c:[h,d],A=[u,f,m,p],y=new NG(h,d,i,o,l,A);return n.runWebGLProgram(y,[a,s],"float32")}var TG={kernelName:ed,backendName:"webgl",kernelFunc:SG};function CG(e){let{inputs:t,attrs:n,backend:r}=e,{axis:a}=n,{x:s}=t;kl(s,"unique"),console.warn("WARNING: ","UI might be locked temporarily as data is being downloaded");let i=r.readSync(s.dataId),{outputValues:o,outputShape:l,indices:c}=yP(i,a,s.shape,s.dtype);return[r.makeTensorInfo(l,s.dtype,o),r.makeTensorInfo([c.length],"int32",c)]}var EG={kernelName:td,backendName:"webgl",kernelFunc:CG};function RG(e){let{inputs:t,backend:n,attrs:r}=e,{value:a}=t,{axis:s}=r;s<0&&(s+=a.shape.length);let i=a,o=i.shape.length,l=a.shape[s],c=new Array(o-1),u=0;for(let m=0;mn.disposeIntermediateTensorInfo(m)),f}var MG={kernelName:Xo,backendName:"webgl",kernelFunc:RG},FG=class{constructor(e,t){this.variableNames=["x","segmentIds"];let n=e.windowSize,r=e.batchSize,a=e.inSize,s=e.numSegments,i=s*Math.ceil(a/n);this.outputShape=[r,i];let o="0.0",l="sumValue",c=Math.floor(n/4)*4,u=n%4,h=` sumValue += dot(values, segFilter); - `; - let checkValueOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkValueOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `,d="";a%n>0&&(d=` + if (inIdx < 0 || inIdx >= ${a}) { return initializationValue; } - `; - } - let checkSegmentIdOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkSegmentIdOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `);let p="";a%n>0&&(p=` + if (inIdx < 0 || inIdx >= ${a}) { return -1.0; } - `; - } - this.userCode = ` - const float initializationValue = ${initializationValue}; + `),this.userCode=` + const float initializationValue = ${o}; float getValue(int batch, int inIdx) { - ${checkValueOutOfBounds} + ${d} return getX(batch, inIdx); } float getSegmentIdAtIndex(int inIdx) { - ${checkSegmentIdOutOfBounds} + ${p} return getSegmentIds(inIdx); } @@ -43819,12 +4073,12 @@ var SegmentOpProgram = class { int batch = coords[0]; int outIdx = coords[1]; int inOffset = int(floor(float(outIdx) / float( - ${numSegments})) * float(${windowSize})); - int currentSeg = int(mod(float(outIdx), float(${numSegments}))); + ${s})) * float(${n})); + int currentSeg = int(mod(float(outIdx), float(${s}))); float sumValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${c}; i += 4) { int inIdx = inOffset + i; vec4 values = vec4( getValue(batch, inIdx), @@ -43840,11 +4094,11 @@ var SegmentOpProgram = class { int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0 ); - ${updateSnippet} + ${h} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { + int inIdx = inOffset + ${c}; + if (${u===1}) { vec4 values = vec4( getValue(batch, inIdx), initializationValue, @@ -43861,8 +4115,8 @@ var SegmentOpProgram = class { 0 ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { + ${h} + } else if (${u===2}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), @@ -43877,8 +4131,8 @@ var SegmentOpProgram = class { 0 ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { + ${h} + } else if (${u===3}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), @@ -43893,55660 +4147,30 @@ var SegmentOpProgram = class { 0 ); - ${updateSnippet} + ${h} } - setOutput(${returnValue}); + setOutput(${l}); } - `; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function unsortedSegmentSum3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, segmentIds} = inputs; - const {numSegments} = attrs; - const xRank = x.shape.length; - const toDispose = []; - let axis = 0; - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutation}}); - toDispose.push(permutedX); - axis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - } - const outShape = backend_util_exports.segment_util.computeOutShape(permutedX.shape, axis, numSegments); - const inSize = util_exports.sizeFromShape([permutedX.shape[axis]]); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - toDispose.push(a2D); - const outputDType = sumOutType(x.dtype); - const segOpCompute = (x2, segOpType, segmentIds2, dtype, numSegments2) => { - const batchSize = x2.shape[0]; - const inSize2 = x2.shape[1]; - const windowSize = backend_util_exports.segment_util.segOpComputeOptimalWindowSize(inSize2, numSegments2); - const segOpInfo = {windowSize, inSize: inSize2, batchSize, numSegments: numSegments2}; - const program = new SegmentOpProgram(segOpInfo, segOpType); - const output = backend22.compileAndRun(program, [x2, segmentIds2], dtype); - toDispose.push(output); - if (output.shape[1] === numSegments2) { - return output; - } - const rangeInfo = range3({ - backend: backend22, - attrs: {start: 0, stop: numSegments2, step: 1, dtype: "float32"} - }); - const tileInfo = tile3({ - inputs: {x: rangeInfo}, - backend: backend22, - attrs: {reps: [inSize2 / windowSize]} - }); - toDispose.push(rangeInfo); - toDispose.push(tileInfo); - const result2 = segOpCompute(output, segOpType, tileInfo, dtype, numSegments2); - return result2; - }; - const segOpResult = segOpCompute(a2D, "unsortedSegmentSum", segmentIds, outputDType, numSegments); - const reshaped = reshape3({inputs: {x: segOpResult}, backend: backend22, attrs: {shape: outShape}}); - let result = reshaped; - if (permutation != null) { - toDispose.push(reshaped); - const perm = backend_util_exports.getUndoAxesPermutation(permutation); - result = transpose3({inputs: {x: result}, backend: backend22, attrs: {perm}}); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; -} -var unsortedSegmentSumConfig2 = { - kernelName: UnsortedSegmentSum, - backendName: "webgl", - kernelFunc: unsortedSegmentSum3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var kernelConfigs2 = [ - LRNConfig, - LRNGradConfig, - _fusedMatMulConfig2, - absConfig2, - acosConfig2, - acoshConfig2, - addConfig2, - addNConfig2, - allConfig2, - anyConfig2, - argMaxConfig2, - argMinConfig2, - asinConfig2, - asinhConfig2, - atan2Config2, - atanConfig2, - atanhConfig2, - avgPool3DConfig2, - avgPoolConfig2, - avgPoolGrad3DConfig, - avgPoolGradConfig2, - batchMatMulConfig2, - batchNormConfig2, - batchToSpaceNDConfig2, - bincountConfig2, - castConfig2, - ceilConfig2, - clipByValueConfig, - complexAbsConfig2, - complexConfig2, - concatConfig2, - conv2DBackpropFilterConfig2, - conv2DBackpropInputConfig2, - conv2DConfig2, - conv3DBackpropFilterV2Config2, - conv3DBackpropInputConfig, - conv3DConfig2, - cosConfig2, - coshConfig2, - cropAndResizeConfig2, - cumsumConfig2, - denseBincountConfig2, - depthToSpaceConfig2, - depthwiseConv2dNativeBackpropFilterConfig2, - depthwiseConv2dNativeBackpropInputConfig2, - depthwiseConv2dNativeConfig2, - diagConfig2, - dilation2DConfig, - eluConfig2, - eluGradConfig2, - equalConfig2, - erfConfig2, - expConfig2, - expandDimsConfig2, - expm1Config2, - fftConfig2, - fillConfig2, - flipLeftRightConfig2, - floorConfig2, - floorDivConfig2, - fromPixelsConfig, - fusedConv2DConfig2, - fusedDepthwiseConv2DConfig2, - gatherNdConfig2, - gatherV2Config2, - greaterConfig2, - greaterEqualConfig2, - identityConfig2, - ifftConfig2, - imagConfig2, - isFiniteConfig2, - isInfConfig2, - isNaNConfig2, - leakyReluConfig2, - lessConfig2, - lessEqualConfig2, - linSpaceConfig2, - log1pConfig2, - logConfig2, - logicalAndConfig2, - logicalNotConfig2, - logicalOrConfig2, - maxConfig2, - maxPool3DConfig2, - maxPoolConfig2, - maxPoolGrad3DConfig, - maxPoolGradConfig2, - maxPoolWithArgmaxConfig2, - maximumConfig2, - meanConfig2, - minConfig2, - minimumConfig2, - mirrorPadConfig2, - modConfig2, - multinomialConfig2, - multiplyConfig2, - negConfig2, - nonMaxSuppressionV3Config2, - nonMaxSuppressionV4Config2, - nonMaxSuppressionV5Config2, - notEqualConfig2, - oneHotConfig2, - onesLikeConfig2, - packConfig2, - padV2Config2, - powConfig2, - preluConfig2, - prodConfig2, - rangeConfig2, - realConfig2, - realDivConfig2, - reciprocalConfig2, - relu6Config2, - reluConfig2, - reshapeConfig2, - resizeBilinearConfig2, - resizeBilinearGradConfig2, - resizeNearestNeighborConfig2, - resizeNearestNeighborGradConfig2, - reverseConfig2, - rotateWithOffsetConfig2, - roundConfig2, - rsqrtConfig2, - scatterNdConfig2, - selectConfig2, - seluConfig2, - sigmoidConfig2, - signConfig2, - sinConfig2, - sinhConfig2, - sliceConfig2, - softmaxConfig2, - softplusConfig2, - spaceToBatchNDConfig2, - sparseToDenseConfig2, - splitVConfig2, - sqrtConfig2, - squareConfig2, - squaredDifferenceConfig2, - stepConfig2, - stridedSliceConfig2, - subConfig2, - sumConfig2, - tanConfig2, - tanhConfig2, - tileConfig2, - topKConfig2, - transformConfig2, - transposeConfig2, - uniqueConfig2, - unpackConfig2, - unsortedSegmentSumConfig2, - zerosLikeConfig2 -]; -for (const kernelConfig of kernelConfigs2) { - registerKernel(kernelConfig); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CppDType; -(function(CppDType2) { - CppDType2[CppDType2["float32"] = 0] = "float32"; - CppDType2[CppDType2["int32"] = 1] = "int32"; - CppDType2[CppDType2["bool"] = 2] = "bool"; - CppDType2[CppDType2["string"] = 3] = "string"; - CppDType2[CppDType2["complex64"] = 4] = "complex64"; -})(CppDType || (CppDType = {})); -var FusableActivation; -(function(FusableActivation2) { - FusableActivation2[FusableActivation2["linear"] = 0] = "linear"; - FusableActivation2[FusableActivation2["relu"] = 1] = "relu"; - FusableActivation2[FusableActivation2["relu6"] = 2] = "relu6"; - FusableActivation2[FusableActivation2["prelu"] = 3] = "prelu"; - FusableActivation2[FusableActivation2["leakyrelu"] = 4] = "leakyrelu"; -})(FusableActivation || (FusableActivation = {})); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFusedMatMul; -function setup(backend22) { - wasmFusedMatMul = backend22.wasm.cwrap(_FusedMatMul, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function fusedBatchMatMul(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b, bias, preluActivationWeights} = inputs; - if (a.dtype !== "float32" || b.dtype !== "float32") { - throw new Error(`_FusedMatMul for non non-float32 tensors not yet supported.`); - } - const {transposeA, transposeB, activation: activation2, leakyreluAlpha} = attrs; - const aId = backend22.dataIdMap.get(a.dataId).id; - const bId = backend22.dataIdMap.get(b.dataId).id; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`_FusedMatMul only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - biasId = biasData.id; - } - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedConv2D in the wasm backend.`); - } - const leftDim = transposeA ? a.shape[2] : a.shape[1]; - const rightDim = transposeB ? b.shape[1] : b.shape[2]; - const batchDim = a.shape[0]; - const out = backend22.makeOutput([batchDim, leftDim, rightDim], a.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const aShapeBytes = new Uint8Array(new Int32Array(a.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b.shape).buffer); - wasmFusedMatMul(aId, aShapeBytes, a.shape.length, bId, bShapeBytes, b.shape.length, transposeA, transposeB, fusedActivation, biasId, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; -} -var fusedMatMulConfig = { - kernelName: _FusedMatMul, - backendName: "wasm", - setupFunc: setup, - kernelFunc: fusedBatchMatMul -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function createUnaryKernelConfig(kernelName) { - let wasmFunc9; - function setupFunc3(backend22) { - wasmFunc9 = backend22.wasm.cwrap(kernelName, null, ["number", "number"]); - } - function kernelFunc3(args) { - const {backend: backend22, inputs: {x}} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc9(xId, outId); - return out; - } - return {kernelName, backendName: "wasm", setupFunc: setupFunc3, kernelFunc: kernelFunc3}; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var absConfig3 = createUnaryKernelConfig(Abs); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function createBinaryKernelConfig(kernelName, supportsFullBroadcast17, dtype) { - let wasmFunc9; - function setupFunc3(backend22) { - wasmFunc9 = backend22.wasm.cwrap(kernelName, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number" - ]); - } - function kernelFunc3(args) { - const {backend: backend22, inputs} = args; - const {a, b} = inputs; - const aId = backend22.dataIdMap.get(a.dataId).id; - const bId = backend22.dataIdMap.get(b.dataId).id; - const outputType = dtype != null ? dtype : a.dtype; - const newShape = backend_util_exports.assertAndGetBroadcastShape(a.shape, b.shape); - const out = backend22.makeOutput(newShape, outputType); - if (util_exports.sizeFromShape(newShape) === 0) { - return out; - } - const aShapeBytes = new Uint8Array(new Int32Array(a.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b.shape).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - const kernelFunc4 = () => wasmFunc9(aId, aShapeBytes, a.shape.length, bId, bShapeBytes, b.shape.length, CppDType[a.dtype], outId); - if (supportsFullBroadcast17 && a.dtype === "float32") { - kernelFunc4(); - return out; - } - const aBroadcastDims = backend_util_exports.getBroadcastDims(a.shape, newShape); - const bBroadcastDims = backend_util_exports.getBroadcastDims(b.shape, newShape); - const loopsOverAllOfA = aBroadcastDims.every((v, i) => v === i); - const loopsOverAllOfB = bBroadcastDims.every((v, i) => v === i); - if (loopsOverAllOfA && loopsOverAllOfB) { - kernelFunc4(); - return out; - } else { - throw new Error(`Broadcasting along outer dims is not yet supported for ${a.dtype} ${kernelName}.`); - } - } - return {kernelName, backendName: "wasm", setupFunc: setupFunc3, kernelFunc: kernelFunc3}; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast = true; -var addConfig3 = createBinaryKernelConfig(Add, supportsFullBroadcast); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc; -function setupFunc(backend22) { - wasmFunc = backend22.wasm.cwrap(AddN, null, [ - "array", - "number", - "number", - "number" - ]); -} -function addn(args) { - const {inputs, backend: backend22} = args; - const out = backend22.makeOutput(inputs[0].shape, inputs[0].dtype); - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - const inputIds = inputs.map((x) => backend22.dataIdMap.get(x.dataId).id); - const inputIdsBytes = new Uint8Array(new Int32Array(inputIds).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmFunc(inputIdsBytes, inputIds.length, CppDType[out.dtype], outId); - return out; -} -var addNConfig3 = { - kernelName: AddN, - backendName: "wasm", - setupFunc, - kernelFunc: addn -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function identity3(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const inVals = backend22.typedArrayFromHeap(x); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(inVals); - return out; -} -var identityConfig3 = { - kernelName: Identity, - backendName: "wasm", - kernelFunc: identity3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmTranspose; -function setup2(backend22) { - wasmTranspose = backend22.wasm.cwrap(Transpose, null, [ - "number", - "array", - "number", - "number", - "number", - "array", - "number" - ]); -} -function transpose4(args) { - const {inputs, backend: backend22, attrs} = args; - const [reducedShape, perm] = removeOneSizeDims(inputs.x.shape, attrs.perm); - let permIsNoOp = true; - for (let i = 0; i < perm.length; i++) { - if (perm[i] !== i) { - permIsNoOp = false; - } - } - const outShape = computeOutShape4(inputs.x.shape, attrs.perm); - const x = { - dataId: inputs.x.dataId, - shape: reducedShape, - dtype: inputs.x.dtype - }; - if (permIsNoOp) { - const cloned = identity3({inputs, backend: backend22}); - cloned.shape = outShape; - return cloned; - } - const out = backend22.makeOutput(outShape, x.dtype); - const xId = backend22.dataIdMap.get(x.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const permBytes = new Uint8Array(new Int32Array(perm).buffer); - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - wasmTranspose(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], outId, permBytes, perm.length); - return out; -} -function computeOutShape4(inShape, perm) { - const outShape = new Array(inShape.length); - for (let i = 0; i < outShape.length; i++) { - outShape[i] = inShape[perm[i]]; - } - return outShape; -} -function removeOneSizeDims(shape, perm) { - const newShape = []; - const newPerm = []; - for (let i = 0; i < shape.length; ++i) { - if (shape[i] !== 1) { - newShape.push(shape[i]); - } - if (shape[perm[i]] !== 1) { - newPerm.push(perm[i]); - } - } - for (let i = 0; i < newPerm.length; ++i) { - let minValIdx = -1; - for (let j = 0; j < newPerm.length; ++j) { - if (newPerm[j] >= i && (minValIdx === -1 || newPerm[minValIdx] > newPerm[j])) { - minValIdx = j; - } - } - newPerm[minValIdx] = i; - } - return [newShape, newPerm]; -} -var transposeConfig3 = { - kernelName: Transpose, - backendName: "wasm", - kernelFunc: transpose4, - setupFunc: setup2 -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function permuteAxesAndTranspose(x, axis, backend22) { - const xShape = x.shape; - const xRank = x.shape.length; - const originalAxes = util_exports.parseAxisParam(axis, xShape); - let axes = originalAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let xTransposed = null; - let inputWasTransposed = false; - if (permutedAxes != null) { - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = xShape[permutedAxes[i]]; - } - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - xTransposed = transpose4({inputs: {x}, attrs: {perm: permutedAxes}, backend: backend22}); - const xId = backend22.dataIdMap.get(x.dataId).id; - const transposedId = backend22.dataIdMap.get(xTransposed.dataId).id; - if (transposedId !== xId) { - inputWasTransposed = true; - } - } - return {transposed: xTransposed, originalAxes, axes, inputWasTransposed}; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc2; -function setup3(backend22) { - wasmFunc2 = backend22.wasm.cwrap(ArgMax, null, [ - "number", - "number", - "number", - "number", - "number" - ]); -} -function argmax(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - } - } - const outShape = input2.shape.slice(0, -1); - const out = backend22.makeOutput(outShape, "int32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const outerSize = util_exports.sizeFromShape(out.shape); - const innerSize = input2.shape[axes[0]]; - wasmFunc2(inputId, CppDType[input2.dtype], outerSize, innerSize, outId); - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - return out; -} -var argMaxConfig3 = { - kernelName: ArgMax, - backendName: "wasm", - kernelFunc: argmax, - setupFunc: setup3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmAvgPool; -function setup4(backend22) { - wasmAvgPool = backend22.wasm.cwrap(AvgPool, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function avgPool4(args) { - const {inputs, attrs, backend: backend22} = args; - const x = inputs.x; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const channels = convInfo.inChannels; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - if (convInfo.dilationWidth !== 1 || convInfo.dilationHeight !== 1) { - throw new Error(`was backend only supports average pooling with dilation = [1, 1], got [${convInfo.dilationHeight}, ${convInfo.dilationWidth}].`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmAvgPool(xId, x.shape[0], x.shape[1], x.shape[2], filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, strideHeight, strideWidth, channels, outId); - return out; -} -var avgPoolConfig3 = { - kernelName: AvgPool, - backendName: "wasm", - setupFunc: setup4, - kernelFunc: avgPool4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function reshape4(args) { - const {inputs, attrs} = args; - const {x} = inputs; - const {shape} = attrs; - const xSize = util_exports.sizeFromShape(x.shape); - const $shape = util_exports.inferFromImplicitShape(shape, xSize); - util_exports.assert(xSize === util_exports.sizeFromShape($shape), () => `new shape: ${$shape}, old shape: ${x.shape}. New shape and old shape must have the same number of elements.`); - args.backend.incRef(x.dataId); - return {dataId: x.dataId, shape: $shape, dtype: x.dtype}; -} -var reshapeConfig3 = { - kernelName: Reshape, - backendName: "wasm", - kernelFunc: reshape4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmBatchMatMul; -function setup5(backend22) { - wasmBatchMatMul = backend22.wasm.cwrap(BatchMatMul, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number", - "number" - ]); -} -function batchMatMul3(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b} = inputs; - const {transposeA, transposeB} = attrs; - if (a.dtype !== "float32" || b.dtype !== "float32") { - throw new Error(`BatchMatMul for non non-float32 tensors not yet supported.`); - } - const aRank = a.shape.length; - const bRank = b.shape.length; - const innerShapeA = transposeA ? a.shape[aRank - 2] : a.shape[aRank - 1]; - const innerShapeB = transposeB ? b.shape[bRank - 1] : b.shape[bRank - 2]; - const outerShapeA = transposeA ? a.shape[aRank - 1] : a.shape[aRank - 2]; - const outerShapeB = transposeB ? b.shape[bRank - 2] : b.shape[bRank - 1]; - const outerDimsA = a.shape.slice(0, -2); - const outerDimsB = b.shape.slice(0, -2); - const batchDimA = util_exports.sizeFromShape(outerDimsA); - const batchDimB = util_exports.sizeFromShape(outerDimsB); - const batchDimsCompatible = batchDimA === batchDimB || batchDimA === 1 || batchDimB === 1; - util_exports.assert(aRank >= 2 && bRank >= 2 && batchDimsCompatible, () => `Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${outerDimsA}) and (${outerDimsB}).`); - const outShapeOuterDims = batchDimA > batchDimB ? a.shape.slice(0, -2) : b.shape.slice(0, -2); - const outShape = outShapeOuterDims.concat([outerShapeA, outerShapeB]); - util_exports.assert(innerShapeA === innerShapeB, () => `Error in matMul: inner shapes (${innerShapeA}) and (${innerShapeB}) of Tensors with shapes ${a.shape} and ${b.shape} and transposeA=${transposeA} and transposeB=${transposeB} must match.`); - const a3dShape = transposeA ? [batchDimA, innerShapeA, outerShapeA] : [batchDimA, outerShapeA, innerShapeA]; - const b3dShape = transposeB ? [batchDimB, outerShapeB, innerShapeB] : [batchDimB, innerShapeB, outerShapeB]; - const a3d = reshape4({inputs: {x: a}, backend: backend22, attrs: {shape: a3dShape}}); - const b3d = reshape4({inputs: {x: b}, backend: backend22, attrs: {shape: b3dShape}}); - const a3dId = backend22.dataIdMap.get(a3d.dataId).id; - const b3dId = backend22.dataIdMap.get(b3d.dataId).id; - const leftDim = transposeA ? a3d.shape[2] : a3d.shape[1]; - const rightDim = transposeB ? b3d.shape[1] : b3d.shape[2]; - const batchDim = Math.max(batchDimA, batchDimB); - const out = backend22.makeOutput([batchDim, leftDim, rightDim], a3d.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const aShapeBytes = new Uint8Array(new Int32Array(a3d.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b3d.shape).buffer); - wasmBatchMatMul(a3dId, aShapeBytes, a3d.shape.length, b3dId, bShapeBytes, b3d.shape.length, transposeA, transposeB, outId); - backend22.disposeData(a3d.dataId); - backend22.disposeData(b3d.dataId); - out.shape = outShape; - return out; -} -var batchMatMulConfig3 = { - kernelName: BatchMatMul, - backendName: "wasm", - setupFunc: setup5, - kernelFunc: batchMatMul3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function cast4(args) { - const {inputs: {x}, attrs: {dtype}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, dtype); - const inVals = backend22.typedArrayFromHeap(x); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(inVals); - return out; -} -var castConfig3 = { - kernelName: Cast, - backendName: "wasm", - kernelFunc: cast4 -}; -/** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ceilConfig3 = createUnaryKernelConfig(Ceil); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmClip; -function setup6(backend22) { - wasmClip = backend22.wasm.cwrap(ClipByValue, null, [ - "number", - "number", - "number", - "number" - ]); -} -function clip2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {clipValueMin, clipValueMax} = attrs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmClip(xId, clipValueMin, clipValueMax, outId); - return out; -} -var clipByValueConfig2 = { - kernelName: ClipByValue, - backendName: "wasm", - setupFunc: setup6, - kernelFunc: clip2 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function concat4(args) { - const {inputs, backend: backend22} = args; - const axis = util_exports.parseAxisParam(args.attrs.axis, inputs[0].shape)[0]; - let outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const $inputs = inputs.filter((t) => util_exports.sizeFromShape(t.shape) > 0); - if ($inputs.length === 1) { - return identity3({inputs: {x: $inputs[0]}, backend: backend22}); - } - const out = backend22.makeOutput(outShape, inputs[0].dtype); - if (util_exports.sizeFromShape(outShape) === 0) { - return out; - } - const shapes = $inputs.map((t) => t.shape); - backend_util_exports.assertParamsConsistent(shapes, axis); - if ($inputs[0].dtype === "string") { - const inputs2D = $inputs.map((t) => { - const innerSize = util_exports.sizeFromShape(t.shape.slice(axis)); - const shape = [-1, innerSize]; - return reshape4({inputs: {x: t}, backend: backend22, attrs: {shape}}); - }); - const inputsValShapes = inputs2D.map((t) => { - return {vals: backend22.readSync(t.dataId), shape: t.shape}; - }); - outShape = backend_util_exports.computeOutShape(inputs2D.map((t) => t.shape), 1); - const simplyConcat = inputs2D[0].shape[0] === 1; - const outVals2 = concatImpl(inputsValShapes, outShape, inputs[0].dtype, simplyConcat); - const finalOutShape = backend_util_exports.computeOutShape($inputs.map((t) => t.shape), axis); - out.shape = finalOutShape; - const outData = backend22.dataIdMap.get(out.dataId); - outData.stringBytes = backend_util_exports.fromStringArrayToUint8(outVals2); - inputs2D.forEach((t) => backend22.disposeData(t.dataId)); - return out; - } - const batchDim = util_exports.sizeFromShape($inputs[0].shape.slice(0, axis)); - let sumInnerDims = 0; - const innerDims = $inputs.map((input2) => { - const innerDim = util_exports.sizeFromShape(input2.shape.slice(axis)); - sumInnerDims += innerDim; - return innerDim; - }); - const inVals = $inputs.map((input2) => backend22.typedArrayFromHeap(input2)); - const outVals = backend22.typedArrayFromHeap(out); - for (let b = 0; b < batchDim; b++) { - let outOffset = b * sumInnerDims; - for (let i = 0; i < inVals.length; i++) { - const innerDim = innerDims[i]; - const inOffset = b * innerDim; - const vals = inVals[i].subarray(inOffset, inOffset + innerDim); - outVals.set(vals, outOffset); - outOffset += innerDim; - } - } - return out; -} -var concatConfig3 = { - kernelName: Concat, - backendName: "wasm", - kernelFunc: concat4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmConv2d; -function setup7(backend22) { - wasmConv2d = backend22.wasm.cwrap(Conv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function conv2d4(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const {strides, dilations, pad: pad3, dimRoundingMode, dataFormat} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend Conv2D does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmConv2d(xId, x.shape[0], x.shape[1], x.shape[2], filterId, filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; -} -var conv2DConfig3 = { - kernelName: Conv2D, - backendName: "wasm", - setupFunc: setup7, - kernelFunc: conv2d4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmConv2DBackpropInput; -function setup8(backend22) { - wasmConv2DBackpropInput = backend22.wasm.cwrap(Conv2DBackpropInput, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function conv2DBackpropInput4(args) { - const {backend: backend22, inputs, attrs} = args; - const {dy, filter} = inputs; - const {strides, pad: pad3, dataFormat, dimRoundingMode, inputShape} = attrs; - const dilations = 1; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - const {batchSize, filterHeight, filterWidth, inChannels, inHeight, inWidth, outChannels, outHeight, outWidth, strideHeight, strideWidth} = convInfo; - const topPad = filterHeight - 1 - convInfo.padInfo.top; - const leftPad = filterWidth - 1 - convInfo.padInfo.left; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const dxStrides = util_exports.computeStrides(convInfo.inShape); - const dyStrides = util_exports.computeStrides(dy.shape); - const [fltS0, fltS1, fltS2] = util_exports.computeStrides(filter.shape); - const xBatchStride = dxStrides[0]; - const xRowStride = isChannelsLast ? dxStrides[1] : dxStrides[2]; - const xColStride = isChannelsLast ? dxStrides[2] : 1; - const xChannelStride = isChannelsLast ? 1 : dxStrides[1]; - const yBatchStride = dyStrides[0]; - const yRowStride = isChannelsLast ? dyStrides[1] : dyStrides[2]; - const yColStride = isChannelsLast ? dyStrides[2] : 1; - const yChannelStride = isChannelsLast ? 1 : dyStrides[1]; - const out = backend22.makeOutput(convInfo.inShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const dyId = backend22.dataIdMap.get(dy.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - wasmConv2DBackpropInput(dyId, filterId, batchSize, filterHeight, filterWidth, inHeight, inWidth, inChannels, outHeight, outWidth, outChannels, strideHeight, strideWidth, topPad, leftPad, fltS0, fltS1, fltS2, xBatchStride, xRowStride, xColStride, xChannelStride, yBatchStride, yRowStride, yColStride, yChannelStride, outId); - return out; -} -var conv2DBackpropInputConfig3 = { - kernelName: Conv2DBackpropInput, - backendName: "wasm", - setupFunc: setup8, - kernelFunc: conv2DBackpropInput4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var cosConfig3 = createUnaryKernelConfig(Cos); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var InterpolationMethod; -(function(InterpolationMethod2) { - InterpolationMethod2[InterpolationMethod2["bilinear"] = 0] = "bilinear"; - InterpolationMethod2[InterpolationMethod2["nearest"] = 1] = "nearest"; -})(InterpolationMethod || (InterpolationMethod = {})); -var wasmCropAndResize; -function setup9(backend22) { - wasmCropAndResize = backend22.wasm.cwrap(CropAndResize, null, [ - "number", - "number", - "number", - "number", - "array", - "number", - "number", - "number", - "number", - "number" - ]); -} -function cropAndResize4(args) { - const {backend: backend22, inputs, attrs} = args; - const {method, extrapolationValue, cropSize} = attrs; - const {image: image3, boxes, boxInd} = inputs; - const numBoxes = boxes.shape[0]; - const [cropHeight, cropWidth] = cropSize; - const outShape = [numBoxes, cropHeight, cropWidth, image3.shape[3]]; - let imagesData = backend22.dataIdMap.get(image3.dataId); - let castedData; - if (image3.dtype !== "float32") { - castedData = cast4({backend: backend22, inputs: {x: image3}, attrs: {dtype: "float32"}}); - imagesData = backend22.dataIdMap.get(castedData.dataId); - } - const imagesId = imagesData.id; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const boxIndId = backend22.dataIdMap.get(boxInd.dataId).id; - const out = backend22.makeOutput(outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const imagesShapeBytes = new Uint8Array(new Int32Array(image3.shape).buffer); - wasmCropAndResize(imagesId, boxesId, boxIndId, numBoxes, imagesShapeBytes, cropHeight, cropWidth, InterpolationMethod[method], extrapolationValue, outId); - if (castedData != null) { - backend22.disposeData(castedData.dataId); - } - return out; -} -var cropAndResizeConfig3 = { - kernelName: CropAndResize, - backendName: "wasm", - setupFunc: setup9, - kernelFunc: cropAndResize4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmCumsum; -function setup10(backend22) { - wasmCumsum = backend22.wasm.cwrap(Cumsum, null, [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function cumsum4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, exclusive, reverse: reverse5} = attrs; - const xRank = x.shape.length; - util_exports.assert(x.dtype === "float32" || x.dtype === "int32", () => `cumsum does not support ${x.dtype} tensors in the WASM backend`); - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation !== null) { - permutedX = transpose4({inputs: {x}, attrs: {perm: permutation}, backend: backend22}); - } - const permutedAxis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - backend_util_exports.assertAxesAreInnerMostDims("cumsum", [permutedAxis], xRank); - const permutedOut = backend22.makeOutput(permutedX.shape, permutedX.dtype); - const finalDim = permutedX.shape[permutedAxis]; - const permutedXId = backend22.dataIdMap.get(permutedX.dataId).id; - const permutedOutId = backend22.dataIdMap.get(permutedOut.dataId).id; - wasmCumsum(permutedXId, exclusive ? 1 : 0, reverse5 ? 1 : 0, finalDim, permutedOutId, CppDType[x.dtype]); - let out = permutedOut; - if (permutation !== null) { - const undoPermutation = backend_util_exports.getUndoAxesPermutation(permutation); - out = transpose4({inputs: {x: permutedOut}, attrs: {perm: undoPermutation}, backend: backend22}); - backend22.disposeData(permutedX.dataId); - backend22.disposeData(permutedOut.dataId); - } - return out; -} -var cumsumConfig3 = { - kernelName: Cumsum, - backendName: "wasm", - setupFunc: setup10, - kernelFunc: cumsum4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmDepthToSpace; -function setup11(backend22) { - wasmDepthToSpace = backend22.wasm.cwrap(DepthToSpace, null, [ - "number", - "number", - "number", - "array", - "number", - "array", - "array", - "number", - "number" - ]); -} -function depthToSpace4(args) { - const {backend: backend22, inputs, attrs} = args; - const {x} = inputs; - const {blockSize, dataFormat} = attrs; - util_exports.assert(blockSize > 1, () => `blockSize should be > 1 for depthToSpace, but was: ${blockSize}`); - const batchSize = x.shape[0]; - const inputHeight = dataFormat === "NHWC" ? x.shape[1] : x.shape[2]; - const inputWidth = dataFormat === "NHWC" ? x.shape[2] : x.shape[3]; - const inputDepth = dataFormat === "NHWC" ? x.shape[3] : x.shape[1]; - const outputHeight = inputHeight * blockSize; - const outputWidth = inputWidth * blockSize; - const outputDepth = inputDepth / (blockSize * blockSize); - const outputShape = dataFormat === "NHWC" ? [batchSize, outputHeight, outputWidth, outputDepth] : [batchSize, outputDepth, outputHeight, outputWidth]; - const out = backend22.makeOutput(outputShape, "float32"); - const xData = backend22.dataIdMap.get(x.dataId); - const xId = xData.id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(x.shape)).buffer); - const outputShapeBytes = new Uint8Array(new Int32Array(outputShape).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(outputShape)).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - const channelsLast = dataFormat === "NHWC" ? 1 : 0; - wasmDepthToSpace(xId, blockSize, channelsLast, xStridesBytes, x.shape.length - 1, outputShapeBytes, outStridesBytes, outputShape.length, outId); - return out; -} -var depthToSpaceConfig3 = { - kernelName: DepthToSpace, - backendName: "wasm", - setupFunc: setup11, - kernelFunc: depthToSpace4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmDepthwiseConv2d; -function setup12(backend22) { - wasmDepthwiseConv2d = backend22.wasm.cwrap(DepthwiseConv2dNative, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function depthwiseConv2d3(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const {strides, dilations, pad: pad3, dimRoundingMode} = attrs; - const $dilations = dilations == null ? [1, 1] : dilations; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend DepthwiseConv2dNative does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmDepthwiseConv2d(xId, x.shape[0], x.shape[1], x.shape[2], filterId, filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; -} -var depthwiseConv2dNativeConfig3 = { - kernelName: DepthwiseConv2dNative, - backendName: "wasm", - setupFunc: setup12, - kernelFunc: depthwiseConv2d3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast2 = false; -var equalConfig3 = createBinaryKernelConfig(Equal, supportsFullBroadcast2, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var expConfig3 = createUnaryKernelConfig(Exp); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function expandDims4(args) { - const {inputs, attrs, backend: backend22} = args; - const {input: input2} = inputs; - const {dim} = attrs; - const inputRank = input2.shape.length; - const newShape = input2.shape.slice(); - let $dim = dim; - if (dim < 0) { - util_exports.assert(-(inputRank + 1) <= dim, () => `Axis must be in the interval [${-(inputRank + 1)}, ${inputRank}]`); - $dim = inputRank + dim + 1; - } - newShape.splice($dim, 0, 1); - return reshape4({inputs: {x: input2}, backend: backend22, attrs: {shape: newShape}}); -} -var expandDimsConfig3 = { - kernelName: ExpandDims, - backendName: "wasm", - kernelFunc: expandDims4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fill4(args) { - const {attrs: {shape, value, dtype}, backend: backend22} = args; - const out = backend22.makeOutput(shape, dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(value); - return out; -} -var fillConfig3 = { - kernelName: Fill, - backendName: "wasm", - kernelFunc: fill4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFlipLeftRight; -function setup13(backend22) { - wasmFlipLeftRight = backend22.wasm.cwrap(FlipLeftRight, null, [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function flipLeftRight2(args) { - const {inputs, backend: backend22} = args; - const {image: image3} = inputs; - const out = backend22.makeOutput(image3.shape, image3.dtype); - const imageId = backend22.dataIdMap.get(image3.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - wasmFlipLeftRight(imageId, batch, imageHeight, imageWidth, numChannels, outId); - return out; -} -var flipLeftRightConfig3 = { - kernelName: FlipLeftRight, - backendName: "wasm", - kernelFunc: flipLeftRight2, - setupFunc: setup13 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var floorConfig3 = createUnaryKernelConfig(Floor); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast3 = false; -var floorDivConfig3 = createBinaryKernelConfig(FloorDiv, supportsFullBroadcast3); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmBatchNorm; -function setup14(backend22) { - wasmBatchNorm = backend22.wasm.cwrap(FusedBatchNorm, null, ["number", "number", "number", "number", "number", "number", "number"]); -} -function fusedBatchNorm(args) { - const {backend: backend22, inputs, attrs} = args; - const {varianceEpsilon} = attrs; - const {x, mean: mean4, variance, offset, scale: scale2} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const meanId = backend22.dataIdMap.get(mean4.dataId).id; - const varianceId = backend22.dataIdMap.get(variance.dataId).id; - const offsetId = offset != null ? backend22.dataIdMap.get(offset.dataId).id : 0; - const scaleId = scale2 != null ? backend22.dataIdMap.get(scale2.dataId).id : 0; - const out = backend22.makeOutput(x.shape, x.dtype); - if (util_exports.sizeFromShape(x.shape) === 0) { - return out; - } - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmBatchNorm(xId, meanId, varianceId, offsetId, scaleId, varianceEpsilon, outId); - return out; -} -var fusedBatchNormConfig = { - kernelName: FusedBatchNorm, - backendName: "wasm", - setupFunc: setup14, - kernelFunc: fusedBatchNorm -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFusedConv2d; -function setup15(backend22) { - wasmFusedConv2d = backend22.wasm.cwrap(FusedConv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function fusedConv2d2(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dataFormat, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode); - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedConv2D in the wasm backend.`); - } - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const outputChannels = convInfo.outChannels; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`FusedConv2D only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - if (biasData.shape[0] !== outputChannels) { - throw new Error(`FusedConv2D bias shape (${biasData.shape}) does not match the number of output channels (${outputChannels})`); - } - biasId = biasData.id; - } - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - const batchSize = convInfo.batchSize; - const inHeight = convInfo.inHeight; - const inWidth = convInfo.inWidth; - if (dataFormat !== "NHWC") { - throw new Error(`wasm backend FusedConv2D does not support dataFormat:'${dataFormat}'. Please use 'NHWC'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - wasmFusedConv2d(xId, batchSize, inHeight, inWidth, filterId, filterHeight, filterWidth, biasId, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, fusedActivation, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; -} -var fusedConv2DConfig3 = { - kernelName: FusedConv2D, - backendName: "wasm", - setupFunc: setup15, - kernelFunc: fusedConv2d2 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFusedDepthwiseConv2d; -function setup16(backend22) { - wasmFusedDepthwiseConv2d = backend22.wasm.cwrap(FusedDepthwiseConv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function fusedDepthwiseConv2d(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dataFormat, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, true); - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedDepthwiseConv2D in the wasm backend.`); - } - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const outputChannels = convInfo.outChannels; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`FusedDepthwiseConv2D only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - if (biasData.shape[0] !== outputChannels) { - throw new Error(`FusedDepthwiseConv2D bias shape (${biasData.shape}) does not match the number of output channels (${outputChannels})`); - } - biasId = biasData.id; - } - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - const batchSize = convInfo.batchSize; - const inHeight = convInfo.inHeight; - const inWidth = convInfo.inWidth; - if (dataFormat !== "NHWC") { - throw new Error(`wasm backend FusedDepthwiseConv2D does not support dataFormat:'${dataFormat}'. Please use 'NHWC'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - wasmFusedDepthwiseConv2d(xId, batchSize, inHeight, inWidth, filterId, filterHeight, filterWidth, biasId, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, fusedActivation, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; -} -var fusedDepthwiseConv2DConfig3 = { - kernelName: FusedDepthwiseConv2D, - backendName: "wasm", - setupFunc: setup16, - kernelFunc: fusedDepthwiseConv2d -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmGatherNd; -function setup17(backend22) { - wasmGatherNd = backend22.wasm.cwrap(GatherNd, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number" - ]); -} -function gatherNd3(args) { - const {backend: backend22, inputs} = args; - const {params, indices} = inputs; - const [resultShape, numSlices, sliceSize, strides] = gather_nd_util_exports.prepareAndValidate(params, indices); - const out = backend22.makeOutput(resultShape, params.dtype); - if (numSlices === 0) { - return out; - } - const indicesShape = indices.shape; - const sliceRank = indicesShape[indicesShape.length - 1]; - const xData = backend22.dataIdMap.get(params.dataId); - const xId = xData.id; - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmGatherNd(xId, CppDType[params.dtype], indicesId, numSlices, sliceRank, sliceSize, stridesBytes, outId); - return out; -} -var gatherNdConfig3 = { - kernelName: GatherNd, - backendName: "wasm", - setupFunc: setup17, - kernelFunc: gatherNd3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmGather; -function setup18(backend22) { - wasmGather = backend22.wasm.cwrap("Gather", null, [ - "number", - "number", - "array", - "number", - "number", - "number", - "array", - "number" - ]); -} -function gatherV23(args) { - const {backend: backend22, inputs, attrs} = args; - const {x, indices} = inputs; - const {axis, batchDims} = attrs; - const parsedAxis = util_exports.parseAxisParam(axis, x.shape)[0]; - const shapeInfo = backend_util_exports.segment_util.collectGatherOpShapeInfo(x, indices, parsedAxis, batchDims); - const flattenX = reshape4({ - inputs: {x}, - attrs: { - shape: [ - shapeInfo.batchSize, - shapeInfo.outerSize, - shapeInfo.dimSize, - shapeInfo.sliceSize - ] - }, - backend: backend22 - }); - const indicesSize = util_exports.sizeFromShape(indices.shape); - const flattenIndex = reshape4({ - inputs: {x: indices}, - attrs: {shape: [shapeInfo.batchSize, indicesSize / shapeInfo.batchSize]}, - backend: backend22 - }); - const flattenOutputShape = [ - shapeInfo.batchSize, - shapeInfo.outerSize, - indicesSize / shapeInfo.batchSize, - shapeInfo.sliceSize - ]; - const out = backend22.makeOutput(flattenOutputShape, x.dtype); - if (util_exports.sizeFromShape(x.shape) === 0) { - return out; - } - const stridesSize = flattenX.shape.length - 1; - const xData = backend22.dataIdMap.get(flattenX.dataId); - const xId = xData.id; - const indicesData = backend22.dataIdMap.get(flattenIndex.dataId); - const indicesId = indicesData.id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(flattenX.shape)).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(flattenOutputShape)).buffer); - wasmGather(xId, CppDType[x.dtype], xStridesBytes, stridesSize, indicesId, shapeInfo.batchSize, outStridesBytes, outId); - backend22.disposeData(flattenX.dataId); - backend22.disposeData(flattenIndex.dataId); - out.shape = shapeInfo.outputShape; - return out; -} -var gatherV2Config3 = { - kernelName: GatherV2, - backendName: "wasm", - setupFunc: setup18, - kernelFunc: gatherV23 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast4 = false; -var greaterConfig3 = createBinaryKernelConfig(Greater, supportsFullBroadcast4, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast5 = false; -var greaterEqualConfig3 = createBinaryKernelConfig(GreaterEqual, supportsFullBroadcast5, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc3; -function setupFunc2(backend22) { - wasmFunc3 = backend22.wasm.cwrap(LeakyRelu, null, [ - "number", - "number", - "number" - ]); -} -function leakyRelu4(args) { - const {inputs: {x}, attrs: {alpha}, backend: backend22} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - if (util_exports.sizeFromShape(x.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmFunc3(xId, alpha, outId); - } - return out; -} -var leakyReluConfig3 = { - kernelName: LeakyRelu, - backendName: "wasm", - setupFunc: setupFunc2, - kernelFunc: leakyRelu4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast6 = false; -var lessConfig3 = createBinaryKernelConfig(Less, supportsFullBroadcast6, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast7 = false; -var lessEqualConfig3 = createBinaryKernelConfig(LessEqual, supportsFullBroadcast7, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var logConfig3 = createUnaryKernelConfig(Log); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast8 = false; -var logicalAndConfig3 = createBinaryKernelConfig(LogicalAnd, supportsFullBroadcast8, "bool"); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmMax; -function setup19(backend22) { - wasmMax = backend22.wasm.cwrap(Max, null, ["number, number, number"]); -} -function max4(args) { - const {backend: backend22, inputs, attrs} = args; - const {reductionIndices: axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - input2 = transposed; - inputId = transposedId; - } - const inputRank = input2.shape.length; - backend_util_exports.assertAxesAreInnerMostDims("max", axes, inputRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, axes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, x.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMax(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; -} -var maxConfig3 = { - kernelName: Max, - backendName: "wasm", - setupFunc: setup19, - kernelFunc: max4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast9 = false; -var maximumConfig3 = createBinaryKernelConfig(Maximum, supportsFullBroadcast9); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmMaxPool; -function setup20(backend22) { - wasmMaxPool = backend22.wasm.cwrap(MaxPool, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function maxPool4(args) { - const {inputs, attrs, backend: backend22} = args; - const x = inputs.x; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMaxPool(xId, x.shape[0], x.shape[1], x.shape[2], filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; -} -var maxPoolConfig3 = { - kernelName: MaxPool, - backendName: "wasm", - setupFunc: setup20, - kernelFunc: maxPool4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmMean; -function setup21(backend22) { - wasmMean = backend22.wasm.cwrap(Mean, null, ["number, number, number"]); -} -function mean3(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("mean", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - let castedInput = input2; - if (input2.dtype !== "float32") { - castedInput = cast4({backend: backend22, inputs: {x: input2}, attrs: {dtype: "float32"}}); - inputId = backend22.dataIdMap.get(castedInput.dataId).id; - } - const out = backend22.makeOutput(outShape, "float32"); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMean(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - if (input2.dtype !== "float32") { - backend22.disposeData(castedInput.dataId); - } - return out; -} -var meanConfig3 = { - kernelName: Mean, - backendName: "wasm", - setupFunc: setup21, - kernelFunc: mean3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmMin; -function setup22(backend22) { - wasmMin = backend22.wasm.cwrap(Min, null, ["number, number, number"]); -} -function min4(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - } - } - const inputRank = input2.shape.length; - backend_util_exports.assertAxesAreInnerMostDims("min", axes, inputRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, axes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMin(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; -} -var minConfig3 = { - kernelName: Min, - backendName: "wasm", - setupFunc: setup22, - kernelFunc: min4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast10 = false; -var minimumConfig3 = createBinaryKernelConfig(Minimum, supportsFullBroadcast10); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast11 = true; -var multiplyConfig3 = createBinaryKernelConfig(Multiply, supportsFullBroadcast11); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var negConfig3 = createUnaryKernelConfig(Neg); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function parseResultStruct(backend22, resOffset) { - const result = new Int32Array(backend22.wasm.HEAPU8.buffer, resOffset, 4); - const pSelectedIndices = result[0]; - const selectedSize = result[1]; - const pSelectedScores = result[2]; - const pValidOutputs = result[3]; - backend22.wasm._free(resOffset); - return {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs}; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc4; -function setup23(backend22) { - wasmFunc4 = backend22.wasm.cwrap(NonMaxSuppressionV3, "number", [ - "number", - "number", - "number", - "number", - "number" - ]); -} -function kernelFunc(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc4(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pSelectedScores); - backend22.wasm._free(pValidOutputs); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - return selectedIndicesTensor; -} -var nonMaxSuppressionV3Config3 = { - kernelName: NonMaxSuppressionV3, - backendName: "wasm", - setupFunc: setup23, - kernelFunc -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc5; -function setup24(backend22) { - wasmFunc5 = backend22.wasm.cwrap(NonMaxSuppressionV4, "number", [ - "number", - "number", - "number", - "number", - "number", - "bool" - ]); -} -function nonMaxSuppressionV43(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold, padToMaxOutputSize} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc5(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pSelectedScores); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - const validOutputsTensor = backend22.makeOutput([], "int32", pValidOutputs); - return [selectedIndicesTensor, validOutputsTensor]; -} -var nonMaxSuppressionV4Config3 = { - kernelName: NonMaxSuppressionV4, - backendName: "wasm", - setupFunc: setup24, - kernelFunc: nonMaxSuppressionV43 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc6; -function setup25(backend22) { - wasmFunc6 = backend22.wasm.cwrap(NonMaxSuppressionV5, "number", [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function kernelFunc2(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold, softNmsSigma} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc6(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pValidOutputs); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - const selectedScoresTensor = backend22.makeOutput([selectedSize], "float32", pSelectedScores); - return [selectedIndicesTensor, selectedScoresTensor]; -} -var nonMaxSuppressionV5Config3 = { - kernelName: NonMaxSuppressionV5, - backendName: "wasm", - setupFunc: setup25, - kernelFunc: kernelFunc2 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast12 = false; -var notEqualConfig3 = createBinaryKernelConfig(NotEqual, supportsFullBroadcast12, "bool"); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmOneHot; -function setup26(backend22) { - wasmOneHot = backend22.wasm.cwrap(OneHot, null, [ - "number", - "number", - "number", - "number", - "number" - ]); -} -function oneHot4(args) { - const {inputs, backend: backend22, attrs} = args; - const {indices} = inputs; - const {depth, onValue, offValue} = attrs; - const out = backend22.makeOutput([...indices.shape, depth], "int32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - wasmOneHot(indicesId, depth, onValue, offValue, outId); - return out; -} -var oneHotConfig3 = { - kernelName: OneHot, - backendName: "wasm", - setupFunc: setup26, - kernelFunc: oneHot4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function onesLike4(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(1); - return out; -} -var onesLikeConfig3 = { - kernelName: OnesLike, - backendName: "wasm", - kernelFunc: onesLike4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function pack3(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - if (inputs.length === 1) { - return expandDims4({inputs: {input: inputs[0]}, backend: backend22, attrs: {dim: axis}}); - } - const shape = inputs[0].shape; - const dtype = inputs[0].dtype; - inputs.forEach((t) => { - util_exports.assertShapesMatch(shape, t.shape, "All tensors passed to stack must have matching shapes"); - util_exports.assert(dtype === t.dtype, () => "All tensors passed to stack must have matching dtypes"); - }); - const intermediateTensorInfos = []; - const expandedTensors = inputs.map((t) => { - const expandedT = expandDims4({inputs: {input: t}, backend: backend22, attrs: {dim: axis}}); - intermediateTensorInfos.push(expandedT); - return expandedT; - }); - const result = concat4({inputs: expandedTensors, backend: backend22, attrs: {axis}}); - intermediateTensorInfos.forEach((t) => backend22.disposeData(t.dataId)); - return result; -} -var packConfig3 = { - kernelName: Pack, - backendName: "wasm", - kernelFunc: pack3 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmPadV2; -function setup27(backend22) { - wasmPadV2 = backend22.wasm.cwrap(PadV2, null, [ - "number", - "array", - "number", - "number", - "array", - "array", - "number", - "number" - ]); -} -function pad2(args) { - const {inputs: {x}, backend: backend22, attrs: {paddings, constantValue}} = args; - const outShape = paddings.map((p2, i) => p2[0] + x.shape[i] + p2[1]); - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(outShape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const prePaddingsFlat = paddings.map((padTuple) => padTuple[0]); - const postPaddingsFlat = paddings.map((padTuple) => padTuple[1]); - const prePaddingsBytes = new Uint8Array(new Int32Array(prePaddingsFlat).buffer); - const postPaddingsBytes = new Uint8Array(new Int32Array(postPaddingsFlat).buffer); - wasmPadV2(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], prePaddingsBytes, postPaddingsBytes, constantValue, outId); - return out; -} -var padV2Config3 = { - kernelName: PadV2, - backendName: "wasm", - kernelFunc: pad2, - setupFunc: setup27 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast13 = false; -var powConfig3 = createBinaryKernelConfig(Pow, supportsFullBroadcast13); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmPrelu; -function setup28(backend22) { - wasmPrelu = backend22.wasm.cwrap(Prelu, null, [ - "number", - "number", - "number" - ]); -} -function prelu4(args) { - const {inputs, backend: backend22} = args; - const {x, alpha} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const weightsId = backend22.dataIdMap.get(alpha.dataId).id; - const out = backend22.makeOutput(x.shape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmPrelu(xId, weightsId, outId); - return out; -} -var preluConfig3 = { - kernelName: Prelu, - backendName: "wasm", - setupFunc: setup28, - kernelFunc: prelu4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmProd; -function setup29(backend22) { - wasmProd = backend22.wasm.cwrap(Prod, null, [ - "number", - "number", - "number", - "number" - ]); -} -function prod4(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("prod", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmProd(inputId, reduceSize, CppDType[out.dtype], outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; -} -var prodConfig3 = { - kernelName: Prod, - backendName: "wasm", - setupFunc: setup29, - kernelFunc: prod4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var range4 = (args) => { - const {backend: backend22, attrs} = args; - const {start, stop, step: step5, dtype} = attrs; - const values = rangeImpl(start, stop, step5, dtype); - const out = backend22.makeOutput([values.length], dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(values); - return out; -}; -var rangeConfig3 = { - kernelName: Range, - backendName: "wasm", - kernelFunc: range4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast14 = true; -var realDivConfig3 = createBinaryKernelConfig(RealDiv, supportsFullBroadcast14); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var reluConfig3 = createUnaryKernelConfig(Relu); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var relu6Config3 = createUnaryKernelConfig(Relu6); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmResizeBilinear; -function setup30(backend22) { - wasmResizeBilinear = backend22.wasm.cwrap(ResizeBilinear, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); -} -function resizeBilinear4(args) { - const {backend: backend22, inputs, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const [batch, oldHeight, oldWidth, numChannels] = images.shape; - const outShape = [batch, newHeight, newWidth, numChannels]; - let xData = backend22.dataIdMap.get(images.dataId); - let castedData; - if (xData.dtype !== "float32") { - castedData = cast4({backend: backend22, inputs: {x: images}, attrs: {dtype: "float32"}}); - xData = backend22.dataIdMap.get(castedData.dataId); - } - const xId = xData.id; - const out = backend22.makeOutput(outShape, "float32"); - if (util_exports.sizeFromShape(images.shape) === 0) { - return out; - } - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmResizeBilinear(xId, batch, oldHeight, oldWidth, numChannels, newHeight, newWidth, alignCorners ? 1 : 0, halfPixelCenters ? 1 : 0, outId); - if (castedData != null) { - backend22.disposeData(castedData.dataId); - } - return out; -} -var resizeBilinearConfig3 = { - kernelName: ResizeBilinear, - backendName: "wasm", - setupFunc: setup30, - kernelFunc: resizeBilinear4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmReverse; -function setup31(backend22) { - wasmReverse = backend22.wasm.cwrap(Reverse, null, [ - "number", - "array", - "number", - "array", - "number", - "number" - ]); -} -function reverse4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dims} = attrs; - const axes = util_exports.parseAxisParam(dims, x.shape); - if (x.shape.length === 0) { - return identity3({inputs: {x}, backend: backend22}); - } - const out = backend22.makeOutput(x.shape, x.dtype); - const xId = backend22.dataIdMap.get(x.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const axesBytes = new Uint8Array(new Int32Array(axes).buffer); - const outShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - wasmReverse(xId, axesBytes, axes.length, outShapeBytes, x.shape.length, outId); - const reshaped = reshape4({inputs: {x: out}, attrs: {shape: x.shape}, backend: backend22}); - backend22.disposeData(out.dataId); - return reshaped; -} -var reverseConfig3 = { - kernelName: Reverse, - backendName: "wasm", - kernelFunc: reverse4, - setupFunc: setup31 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmRotate; -function setup32(backend22) { - wasmRotate = backend22.wasm.cwrap(RotateWithOffset, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number", - "number" - ]); -} -function rotateWithOffset2(args) { - const {inputs, backend: backend22, attrs} = args; - const {image: image3} = inputs; - const {radians, fillValue, center} = attrs; - const out = backend22.makeOutput(image3.shape, image3.dtype); - const imageId = backend22.dataIdMap.get(image3.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - const [centerX, centerY] = backend_util_exports.getImageCenter(center, imageHeight, imageWidth); - const fillIsBlack = fillValue === 0; - const fullOpacityValue = 255; - const fillValues2 = typeof fillValue === "number" ? [fillValue, fillValue, fillValue, fillIsBlack ? 0 : fullOpacityValue] : [...fillValue, fullOpacityValue]; - const fillBytes = new Uint8Array(new Int32Array(fillValues2).buffer); - wasmRotate(imageId, batch, imageHeight, imageWidth, numChannels, radians, centerX, centerY, fillBytes, fillValues2.length, outId); - return out; -} -var rotateWithOffsetConfig3 = { - kernelName: RotateWithOffset, - backendName: "wasm", - kernelFunc: rotateWithOffset2, - setupFunc: setup32 -}; -/** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var roundConfig3 = createUnaryKernelConfig(Round); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var rsqrtConfig3 = createUnaryKernelConfig(Rsqrt); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmScatterNd; -function setup33(backend22) { - wasmScatterNd = backend22.wasm.cwrap(ScatterNd, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number", - "number" - ]); -} -function scatterNd3(args) { - const {backend: backend22, inputs, attrs} = args; - const {indices, updates} = inputs; - const {shape} = attrs; - const out = backend22.makeOutput(shape, updates.dtype); - if (util_exports.sizeFromShape(shape) === 0) { - return out; - } - const {sliceRank, numUpdates, sliceSize, strides, outputSize} = scatter_nd_util_exports.calculateShapes(updates, indices, shape); - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - const updatesData = backend22.dataIdMap.get(updates.dataId); - const updatesId = updatesData.id; - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmScatterNd(indicesId, updatesId, CppDType[updates.dtype], sliceRank, numUpdates, sliceSize, stridesBytes, outputSize, outId); - return out; -} -var scatterNdConfig3 = { - kernelName: ScatterNd, - backendName: "wasm", - setupFunc: setup33, - kernelFunc: scatterNd3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmSelect; -function setup34(backend22) { - wasmSelect = backend22.wasm.cwrap("SelectV2", null, [ - "number", - "number", - "number", - "number", - "number" - ]); -} -function select3(args) { - const {inputs, backend: backend22} = args; - const {condition, t, e} = inputs; - const conditionId = backend22.dataIdMap.get(condition.dataId).id; - const tId = backend22.dataIdMap.get(t.dataId).id; - const eId = backend22.dataIdMap.get(e.dataId).id; - const out = backend22.makeOutput(t.shape, t.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const cRank = condition.shape.length; - const tRank = t.shape.length; - const offset = cRank === 0 || cRank > 1 || tRank === 1 ? 1 : util_exports.sizeFromShape(t.shape.slice(1)); - wasmSelect(conditionId, tId, eId, offset, outId); - return out; -} -var selectConfig3 = { - kernelName: Select, - backendName: "wasm", - kernelFunc: select3, - setupFunc: setup34 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc7; -function setup35(backend22) { - wasmFunc7 = backend22.wasm.cwrap(Sigmoid, null, ["number", "number"]); -} -function sigmoid4(args) { - const {backend: backend22, inputs: {x}} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc7(xId, outId); - return out; -} -var sigmoidConfig3 = { - kernelName: "Sigmoid", - backendName: "wasm", - setupFunc: setup35, - kernelFunc: sigmoid4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sinConfig3 = createUnaryKernelConfig(Sin); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function slice4(args) { - const {inputs: {x}, attrs: {begin, size}, backend: backend22} = args; - const [begin_, size_] = slice_util_exports.parseSliceParams(x, begin, size); - const isContinous = slice_util_exports.isSliceContinous(x.shape, begin_, size_); - const xVals = backend22.readSync(x.dataId); - const out = backend22.makeOutput(size_, x.dtype); - const xStrides = util_exports.computeStrides(x.shape); - const outData = backend22.dataIdMap.get(out.dataId); - if (isContinous) { - const flatOffset = slice_util_exports.computeFlatOffset(begin_, xStrides); - if (x.dtype === "string") { - outData.stringBytes = xVals.slice(flatOffset, flatOffset + util_exports.sizeFromShape(size_)); - } else { - const outVals2 = backend22.typedArrayFromHeap(out); - outVals2.set(xVals.subarray(flatOffset, flatOffset + util_exports.sizeFromShape(size_))); - } - return out; - } - if (x.dtype === "string") { - const res = sliceImpl(xVals, begin_, size_, x.shape, x.dtype); - outData.stringBytes = res; - return out; - } - const outVals = backend22.typedArrayFromHeap(out); - const rank = x.shape.length; - if (rank === 2) { - slice2d2(xVals, xStrides[0], outVals, begin_, size_); - } else if (rank === 3) { - slice3d2(xVals, xStrides[0], xStrides[1], outVals, begin_, size_); - } else if (rank === 4) { - slice4d2(xVals, xStrides[0], xStrides[1], xStrides[2], outVals, begin_, size_); - } else { - const res = sliceImpl(xVals, begin_, size_, x.shape, x.dtype); - outVals.set(res); - } - return out; -} -function slice2d2(xVals, xStride, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const endI = beginI + size[0]; - for (let i = beginI; i < endI; i++) { - const xOffset = i * xStride + beginJ; - outVals.set(xVals.subarray(xOffset, xOffset + size[1]), outOffset); - outOffset += size[1]; - } -} -function slice3d2(xVals, xStride1, xStride2, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const beginK = begin[2]; - const endI = beginI + size[0]; - const endJ = beginJ + size[1]; - for (let i = beginI; i < endI; i++) { - for (let j = beginJ; j < endJ; j++) { - const xOffset = i * xStride1 + j * xStride2 + beginK; - outVals.set(xVals.subarray(xOffset, xOffset + size[2]), outOffset); - outOffset += size[2]; - } - } -} -function slice4d2(xVals, xStride1, xStride2, xStride3, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const beginK = begin[2]; - const endI = beginI + size[0]; - const endJ = beginJ + size[1]; - const endK = beginK + size[2]; - const beginL = begin[3]; - for (let i = beginI; i < endI; i++) { - for (let j = beginJ; j < endJ; j++) { - for (let k = beginK; k < endK; k++) { - const xOffset = i * xStride1 + j * xStride2 + k * xStride3 + beginL; - outVals.set(xVals.subarray(xOffset, xOffset + size[3]), outOffset); - outOffset += size[3]; - } - } - } -} -var sliceConfig3 = { - kernelName: Slice, - backendName: "wasm", - kernelFunc: slice4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmFunc8; -function setup36(backend22) { - wasmFunc8 = backend22.wasm.cwrap(Softmax, null, [ - "number", - "number", - "number", - "number" - ]); -} -function softmax4(args) { - const {backend: backend22, inputs: {logits}, attrs: {dim}} = args; - const xId = backend22.dataIdMap.get(logits.dataId).id; - const out = backend22.makeOutput(logits.shape, logits.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const channels = logits.shape[dim]; - const batch = util_exports.sizeFromShape(logits.shape) / channels; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc8(xId, outId, channels, batch); - return out; -} -var softmaxConfig3 = { - kernelName: Softmax, - backendName: "wasm", - setupFunc: setup36, - kernelFunc: softmax4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function splitV3(args) { - const {inputs, attrs, backend: backend22} = args; - const {x} = inputs; - const {numOrSizeSplits, axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, x.shape)[0]; - const splitSizes = backend_util_exports.prepareSplitSize(x, numOrSizeSplits, $axis); - const begin = new Array(x.shape.length).fill(0); - const size = x.shape.slice(); - return splitSizes.map((s) => { - const xSliceSize = [...size]; - xSliceSize[$axis] = s; - const xSlice = slice4({inputs: {x}, attrs: {begin, size: xSliceSize}, backend: backend22}); - begin[$axis] += s; - return xSlice; - }); -} -var splitVConfig3 = { - kernelName: SplitV, - backendName: "wasm", - kernelFunc: splitV3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sqrtConfig3 = createUnaryKernelConfig(Sqrt); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var squareConfig3 = createUnaryKernelConfig(Square); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast15 = true; -var squaredDifferenceConfig3 = createBinaryKernelConfig(SquaredDifference, supportsFullBroadcast15); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmStep; -function setup37(backend22) { - wasmStep = backend22.wasm.cwrap(Step, null, [ - "number", - "number", - "number" - ]); -} -function step4(args) { - const {backend: backend22, inputs, attrs} = args; - const {alpha} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmStep(xId, alpha, outId); - return out; -} -var stepConfig3 = { - kernelName: Step, - backendName: "wasm", - setupFunc: setup37, - kernelFunc: step4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmStridedSlice; -function setup38(backend22) { - wasmStridedSlice = backend22.wasm.cwrap(StridedSlice, null, [ - "number", - "array", - "number", - "array", - "array", - "array", - "array", - "array", - "number", - "number" - ]); -} -function stridedSlice4(args) { - const {backend: backend22, inputs, attrs} = args; - const {x} = inputs; - let {begin, end, strides} = attrs; - if (strides == null) { - strides = new Array(begin.length); - } - const {beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask} = attrs; - const ellipsisAxes = backend_util_exports.slice_util.maskToAxes(ellipsisMask); - if (ellipsisAxes.length > 1) { - throw new Error("Multiple ellipses in slice is not allowed."); - } - if (ellipsisMask !== 0 && newAxisMask !== 0) { - throw new Error("Using both ellipsisMask and newAxisMask is not yet supported."); - } - if (ellipsisMask !== 0 && shrinkAxisMask !== 0) { - throw new Error("Using both ellipsisMask and shrinkAxisMask is not yet supported."); - } - const numInterpolatedAxes = x.shape.length - begin.length; - const expandAxes = backend_util_exports.slice_util.maskToAxes(newAxisMask); - const newShape = x.shape.slice(); - expandAxes.forEach((axis) => { - begin[axis] = 0; - end[axis] = 1; - newShape.splice(axis, 0, 1); - }); - const xReshaped = reshape4({inputs: {x}, attrs: {shape: newShape}, backend: backend22}); - const {begin: normalizedBegin, end: normalizedEnd, strides: normalizedStrides} = backend_util_exports.slice_util.getNormalizedAxes(xReshaped.shape, ellipsisAxes, numInterpolatedAxes, begin, end, strides, beginMask, endMask, ellipsisMask); - begin = normalizedBegin; - end = normalizedEnd; - strides = normalizedStrides; - const shrinkAxes = backend_util_exports.slice_util.maskToAxes(shrinkAxisMask); - shrinkAxes.forEach((axis) => { - end[axis] = begin[axis] + 1; - strides[axis] = 1; - }); - const size = backend_util_exports.slice_util.computeOutShape(begin, end, strides); - const outShape = size.filter((_, axis) => shrinkAxes.indexOf(axis) === -1); - const nonStrided = strides.every((v) => v === 1); - if (nonStrided) { - const xSliced = slice4({inputs: {x: xReshaped}, attrs: {begin, size}, backend: backend22}); - backend22.disposeData(xReshaped.dataId); - const reshaped2 = reshape4({inputs: {x: xSliced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeData(xSliced.dataId); - return reshaped2; - } - const out = backend22.makeOutput(outShape, "float32"); - if (!outShape.some((axis) => axis === 0)) { - const xId = backend22.dataIdMap.get(xReshaped.dataId).id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(xReshaped.shape)).buffer); - const beginBytes = new Uint8Array(new Int32Array(begin).buffer); - const endBytes = new Uint8Array(new Int32Array(end).buffer); - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outputShapeBytes = new Uint8Array(new Int32Array(outShape).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(outShape)).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmStridedSlice(xId, xStridesBytes, xReshaped.shape.length, beginBytes, endBytes, stridesBytes, outputShapeBytes, outStridesBytes, outShape.length, outId); - } - backend22.disposeData(xReshaped.dataId); - const reshaped = reshape4({inputs: {x: out}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeData(out.dataId); - return reshaped; -} -var stridedSliceConfig3 = { - kernelName: StridedSlice, - backendName: "wasm", - setupFunc: setup38, - kernelFunc: stridedSlice4 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var supportsFullBroadcast16 = true; -var subConfig3 = createBinaryKernelConfig(Sub, supportsFullBroadcast16); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmSum; -function setup39(backend22) { - wasmSum = backend22.wasm.cwrap(Sum, null, ["number, number, number"]); -} -function sum5(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("sum", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmSum(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; -} -var sumConfig3 = { - kernelName: Sum, - backendName: "wasm", - setupFunc: setup39, - kernelFunc: sum5 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var tanhConfig3 = createUnaryKernelConfig(Tanh); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmTile; -function setup40(backend22) { - wasmTile = backend22.wasm.cwrap(Tile, null, [ - "number", - "array", - "number", - "array", - "number", - "number" - ]); -} -function tile4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {reps} = attrs; - const newShape = new Array(x.shape.length); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[i] * reps[i]; - } - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const newShapeBytes = new Uint8Array(new Int32Array(newShape).buffer); - const out = backend22.makeOutput(newShape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmTile(xId, xShapeBytes, x.shape.length, newShapeBytes, newShape.length, CppDType[out.dtype], outId); - return out; -} -var tileConfig3 = { - kernelName: Tile, - backendName: "wasm", - setupFunc: setup40, - kernelFunc: tile4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var wasmTopK; -function setup41(backend22) { - wasmTopK = backend22.wasm.cwrap(TopK, null, [ - "number", - "array", - "number", - "number", - "number", - "bool", - "number", - "number" - ]); -} -var topk2 = ({inputs, backend: backend22, attrs}) => { - const {x} = inputs; - const {k, sorted} = attrs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const outputShape = x.shape.slice(); - outputShape[outputShape.length - 1] = k; - const outValues = backend22.makeOutput(outputShape, x.dtype); - const outValuesId = backend22.dataIdMap.get(outValues.dataId).id; - const outIndices = backend22.makeOutput(outputShape, "int32"); - const outIndicesId = backend22.dataIdMap.get(outIndices.dataId).id; - wasmTopK(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], k, sorted, outValuesId, outIndicesId); - return [outValues, outIndices]; -}; -var topKConfig3 = { - kernelName: TopK, - backendName: "wasm", - setupFunc: setup41, - kernelFunc: topk2 -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function unpack3(args) { - const {inputs, backend: backend22, attrs} = args; - const {value} = inputs; - let {axis} = attrs; - if (axis < 0) { - axis += value.shape.length; - } - const numOutputs = value.shape[axis]; - const rank = value.shape.length; - const outShape = new Array(rank - 1); - let outIndex = 0; - for (let i = 0; i < rank; i++) { - if (i !== axis) { - outShape[outIndex++] = value.shape[i]; - } - } - const outs = new Array(numOutputs); - const begin = new Array(rank).fill(0); - const size = value.shape.slice(); - size[axis] = 1; - for (let i = 0; i < outs.length; i++) { - begin[axis] = i; - outs[i] = slice4({inputs: {x: value}, attrs: {begin, size}, backend: backend22}); - } - return outs.map(({dataId, dtype}) => ({dataId, dtype, shape: outShape})); -} -var unpackConfig3 = { - kernelName: Unpack, - backendName: "wasm", - kernelFunc: unpack3 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function zerosLike4(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(0); - return out; -} -var zerosLikeConfig3 = { - kernelName: ZerosLike, - backendName: "wasm", - kernelFunc: zerosLike4 -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var kernelConfigs3 = [ - absConfig3, - addConfig3, - addNConfig3, - argMaxConfig3, - avgPoolConfig3, - batchMatMulConfig3, - castConfig3, - ceilConfig3, - clipByValueConfig2, - concatConfig3, - conv2DConfig3, - conv2DBackpropInputConfig3, - cosConfig3, - cropAndResizeConfig3, - cumsumConfig3, - depthToSpaceConfig3, - depthwiseConv2dNativeConfig3, - equalConfig3, - expConfig3, - expandDimsConfig3, - fillConfig3, - flipLeftRightConfig3, - floorConfig3, - floorDivConfig3, - fusedMatMulConfig, - fusedBatchNormConfig, - fusedConv2DConfig3, - fusedDepthwiseConv2DConfig3, - gatherNdConfig3, - gatherV2Config3, - greaterConfig3, - greaterEqualConfig3, - identityConfig3, - leakyReluConfig3, - lessConfig3, - lessEqualConfig3, - logConfig3, - logicalAndConfig3, - maxConfig3, - maximumConfig3, - maxPoolConfig3, - meanConfig3, - minConfig3, - minimumConfig3, - multiplyConfig3, - negConfig3, - nonMaxSuppressionV3Config3, - nonMaxSuppressionV4Config3, - nonMaxSuppressionV5Config3, - notEqualConfig3, - oneHotConfig3, - onesLikeConfig3, - packConfig3, - padV2Config3, - powConfig3, - preluConfig3, - prodConfig3, - rangeConfig3, - realDivConfig3, - reluConfig3, - relu6Config3, - reshapeConfig3, - resizeBilinearConfig3, - reverseConfig3, - rotateWithOffsetConfig3, - rsqrtConfig3, - roundConfig3, - scatterNdConfig3, - selectConfig3, - sigmoidConfig3, - sinConfig3, - sliceConfig3, - softmaxConfig3, - splitVConfig3, - sqrtConfig3, - squareConfig3, - squaredDifferenceConfig3, - stepConfig3, - stridedSliceConfig3, - subConfig3, - sumConfig3, - tanhConfig3, - tileConfig3, - topKConfig3, - transposeConfig3, - unpackConfig3, - zerosLikeConfig3 -]; -for (const kernelConfig of kernelConfigs3) { - registerKernel(kernelConfig); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ENV4 = env(); -ENV4.registerFlag("WASM_HAS_SIMD_SUPPORT", async () => WebAssembly.validate(new Uint8Array([ - 0, - 97, - 115, - 109, - 1, - 0, - 0, - 0, - 1, - 4, - 1, - 96, - 0, - 0, - 3, - 2, - 1, - 0, - 10, - 9, - 1, - 7, - 0, - 65, - 0, - 253, - 15, - 26, - 11 -]))); -ENV4.registerFlag("WASM_HAS_MULTITHREAD_SUPPORT", async () => { - if (ENV4.get("IS_NODE")) { - return false; - } - try { - new MessageChannel().port1.postMessage(new SharedArrayBuffer(1)); - return WebAssembly.validate(new Uint8Array([ - 0, - 97, - 115, - 109, - 1, - 0, - 0, - 0, - 1, - 4, - 1, - 96, - 0, - 0, - 3, - 2, - 1, - 0, - 5, - 4, - 1, - 3, - 1, - 1, - 10, - 11, - 1, - 9, - 0, - 65, - 0, - 254, - 16, - 2, - 0, - 26, - 11 - ])); - } catch (e) { - return false; - } -}); -var import_tfjs_backend_wasm_threaded_simd = __toModule(require_tfjs_backend_wasm_threaded_simd()); -var wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(" ");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(" ");postMessage({cmd:"alert",text:text,threadId:Module["_pthread_self"]()})}var err=threadPrintErr;this.alert=threadAlert;Module["instantiateWasm"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module["wasmModule"],info);Module["wasmModule"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd==="load"){Module["wasmModule"]=e.data.wasmModule;Module["wasmMemory"]=e.data.wasmMemory;Module["buffer"]=Module["wasmMemory"].buffer;Module["ENVIRONMENT_IS_PTHREAD"]=true;if(typeof e.data.urlOrBlob==="string"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd==="objectTransfer"){Module["PThread"].receiveObjectTransfer(e.data)}else if(e.data.cmd==="run"){Module["__performance_now_clock_drift"]=performance.now()-e.data.time;Module["__emscripten_thread_init"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module["establishStackSpace"](top,max);Module["_emscripten_tls_init"]();Module["PThread"].receiveObjectTransfer(e.data);Module["PThread"].setThreadStatus(Module["_pthread_self"](),1);try{var result=Module["invokeEntryPoint"](e.data.start_routine,e.data.arg);if(!Module["getNoExitRuntime"]())Module["PThread"].threadExit(result)}catch(ex){if(ex==="Canceled!"){Module["PThread"].threadCancel()}else if(ex!="unwind"){if(ex instanceof Module["ExitStatus"]){if(Module["getNoExitRuntime"]()){}else{Module["PThread"].threadExit(ex.status)}}else{Module["PThread"].threadExit(-2);throw ex}}}}else if(e.data.cmd==="cancel"){if(Module["_pthread_self"]()){Module["PThread"].threadCancel()}}else if(e.data.target==="setimmediate"){}else if(e.data.cmd==="processThreadQueue"){if(Module["_pthread_self"]()){Module["_emscripten_current_thread_process_queued_calls"]()}}else{err("worker.js received unknown command "+e.data.cmd);err(e.data)}}catch(ex){err("worker.js onmessage() captured an uncaught exception: "+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process==="object"&&typeof process.versions==="object"&&typeof process.versions.node==="string"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require("worker_threads");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on("message",function(data){onmessage({data:data})});var nodeFS=require("fs");var nodeRead=function(filename){return nodeFS.readFileSync(filename,"utf8")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance==="undefined"){performance={now:function(){return Date.now()}}}}'; -var import_tfjs_backend_wasm = __toModule(require_tfjs_backend_wasm()); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var BackendWasm = class extends KernelBackend { - constructor(wasm) { - super(); - this.wasm = wasm; - this.dataIdNextNumber = 1; - this.wasm.tfjs.init(); - this.dataIdMap = new DataStorage(this, engine()); - } - write(values, shape, dtype) { - const dataId = {id: this.dataIdNextNumber++}; - this.move(dataId, values, shape, dtype, 1); - return dataId; - } - numDataIds() { - return this.dataIdMap.numDataIds(); - } - async time(f) { - const start = util_exports.now(); - f(); - const kernelMs = util_exports.now() - start; - return {kernelMs}; - } - move(dataId, values, shape, dtype, refCount) { - const id = this.dataIdNextNumber++; - if (dtype === "string") { - const stringBytes = values; - this.dataIdMap.set(dataId, {id, stringBytes, shape, dtype, memoryOffset: null, refCount}); - return; - } - const size = util_exports.sizeFromShape(shape); - const numBytes = size * util_exports.bytesPerElement(dtype); - const memoryOffset = this.wasm._malloc(numBytes); - this.dataIdMap.set(dataId, {id, memoryOffset, shape, dtype, refCount}); - this.wasm.tfjs.registerTensor(id, size, memoryOffset); - if (values != null) { - this.wasm.HEAPU8.set(new Uint8Array(values.buffer, values.byteOffset, numBytes), memoryOffset); - } - } - async read(dataId) { - return this.readSync(dataId); - } - readSync(dataId) { - const {memoryOffset, dtype, shape, stringBytes} = this.dataIdMap.get(dataId); - if (dtype === "string") { - return stringBytes; - } - const bytes = this.wasm.HEAPU8.slice(memoryOffset, memoryOffset + util_exports.sizeFromShape(shape) * util_exports.bytesPerElement(dtype)); - return typedArrayFromBuffer(bytes.buffer, dtype); - } - disposeData(dataId, force = false) { - if (this.dataIdMap.has(dataId)) { - const data2 = this.dataIdMap.get(dataId); - data2.refCount--; - if (!force && data2.refCount > 0) { - return false; - } - this.wasm._free(data2.memoryOffset); - this.wasm.tfjs.disposeData(data2.id); - this.dataIdMap.delete(dataId); - } - return true; - } - refCount(dataId) { - if (this.dataIdMap.has(dataId)) { - const tensorData = this.dataIdMap.get(dataId); - return tensorData.refCount; - } - return 0; - } - incRef(dataId) { - const data2 = this.dataIdMap.get(dataId); - if (data2 != null) { - data2.refCount++; - } - } - floatPrecision() { - return 32; - } - getMemoryOffset(dataId) { - return this.dataIdMap.get(dataId).memoryOffset; - } - dispose() { - this.wasm.tfjs.dispose(); - this.wasm = null; - } - memory() { - return {unreliable: false}; - } - makeOutput(shape, dtype, memoryOffset) { - let dataId; - if (memoryOffset == null) { - dataId = this.write(null, shape, dtype); - } else { - const id = this.dataIdNextNumber++; - dataId = {id}; - this.dataIdMap.set(dataId, {id, memoryOffset, shape, dtype, refCount: 1}); - const size = util_exports.sizeFromShape(shape); - this.wasm.tfjs.registerTensor(id, size, memoryOffset); - } - return {dataId, shape, dtype}; - } - typedArrayFromHeap({shape, dtype, dataId}) { - const buffer2 = this.wasm.HEAPU8.buffer; - const {memoryOffset} = this.dataIdMap.get(dataId); - const size = util_exports.sizeFromShape(shape); - switch (dtype) { - case "float32": - return new Float32Array(buffer2, memoryOffset, size); - case "int32": - return new Int32Array(buffer2, memoryOffset, size); - case "bool": - return new Uint8Array(buffer2, memoryOffset, size); - default: - throw new Error(`Unknown dtype ${dtype}`); - } - } -}; -function createInstantiateWasmFunc(path) { - return (imports, callback) => { - util_exports.fetch(path, {credentials: "same-origin"}).then((response) => { - if (!response["ok"]) { - imports.env.a(`failed to load wasm binary file at '${path}'`); - } - response.arrayBuffer().then((binary) => { - WebAssembly.instantiate(binary, imports).then((output) => { - callback(output.instance); - }); - }); - }); - return {}; - }; -} -function getPathToWasmBinary(simdSupported, threadsSupported, wasmModuleFolder) { - if (wasmPath != null) { - return wasmPath; - } - let path = "tfjs-backend-wasm.wasm"; - if (simdSupported && threadsSupported) { - path = "tfjs-backend-wasm-threaded-simd.wasm"; - } else if (simdSupported) { - path = "tfjs-backend-wasm-simd.wasm"; - } - if (wasmFileMap != null) { - if (wasmFileMap[path] != null) { - return wasmFileMap[path]; - } - } - return wasmModuleFolder + path; -} -async function init() { - const [simdSupported, threadsSupported] = await Promise.all([ - env().getAsync("WASM_HAS_SIMD_SUPPORT"), - env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT") - ]); - return new Promise((resolve, reject) => { - const factoryConfig = {}; - factoryConfig.locateFile = (path, prefix) => { - if (path.endsWith(".worker.js")) { - const response = wasmWorkerContents; - const blob = new Blob([response], {type: "application/javascript"}); - return URL.createObjectURL(blob); - } - if (path.endsWith(".wasm")) { - return getPathToWasmBinary(simdSupported, threadsSupported, wasmPathPrefix != null ? wasmPathPrefix : prefix); - } - return prefix + path; - }; - if (customFetch) { - factoryConfig.instantiateWasm = createInstantiateWasmFunc(getPathToWasmBinary(simdSupported, threadsSupported, wasmPathPrefix != null ? wasmPathPrefix : "")); - } - let initialized = false; - factoryConfig.onAbort = () => { - if (initialized) { - return; - } - if (initAborted) { - return; - } - initAborted = true; - const rejectMsg = "Make sure the server can serve the `.wasm` file relative to the bundled js file. For more details see https://github.com/tensorflow/tfjs/blob/master/tfjs-backend-wasm/README.md#using-bundlers"; - reject({message: rejectMsg}); - }; - let wasm; - if (threadsSupported && simdSupported && wasmPath == null) { - factoryConfig.mainScriptUrlOrBlob = new Blob([`var WasmBackendModuleThreadedSimd = ` + import_tfjs_backend_wasm_threaded_simd.default.toString()], {type: "text/javascript"}); - wasm = (0, import_tfjs_backend_wasm_threaded_simd.default)(factoryConfig); - } else { - wasm = (0, import_tfjs_backend_wasm.default)(factoryConfig); - } - wasm.then((module) => { - initialized = true; - initAborted = false; - const voidReturnType = null; - module.tfjs = { - init: module.cwrap("init", null, []), - registerTensor: module.cwrap("register_tensor", null, [ - "number", - "number", - "number" - ]), - disposeData: module.cwrap("dispose_data", voidReturnType, ["number"]), - dispose: module.cwrap("dispose", voidReturnType, []) - }; - resolve({wasm: module}); - }); - }); -} -function typedArrayFromBuffer(buffer2, dtype) { - switch (dtype) { - case "float32": - return new Float32Array(buffer2); - case "int32": - return new Int32Array(buffer2); - case "bool": - return new Uint8Array(buffer2); - default: - throw new Error(`Unknown dtype ${dtype}`); - } -} -var wasmBinaryNames = [ - "tfjs-backend-wasm.wasm", - "tfjs-backend-wasm-simd.wasm", - "tfjs-backend-wasm-threaded-simd.wasm" -]; -var wasmPath = null; -var wasmPathPrefix = null; -var wasmFileMap = {}; -var initAborted = false; -var customFetch = false; -function setWasmPath(path, usePlatformFetch = false) { - deprecationWarn("setWasmPath has been deprecated in favor of setWasmPaths and will be removed in a future release."); - if (initAborted) { - throw new Error("The WASM backend was already initialized. Make sure you call `setWasmPath()` before you call `tf.setBackend()` or `tf.ready()`"); - } - wasmPath = path; - customFetch = usePlatformFetch; -} -function setWasmPaths(prefixOrFileMap, usePlatformFetch = false) { - if (initAborted) { - throw new Error("The WASM backend was already initialized. Make sure you call `setWasmPaths()` before you call `tf.setBackend()` or `tf.ready()`"); - } - if (typeof prefixOrFileMap === "string") { - wasmPathPrefix = prefixOrFileMap; - } else { - wasmFileMap = prefixOrFileMap; - const missingPaths = wasmBinaryNames.filter((name) => wasmFileMap[name] == null); - if (missingPaths.length > 0) { - throw new Error(`There were no entries found for the following binaries: ${missingPaths.join(",")}. Please either call setWasmPaths with a map providing a path for each binary, or with a string indicating the directory where all the binaries can be found.`); - } - } - customFetch = usePlatformFetch; -} -/** @license See the LICENSE file. */ -var version9 = "3.3.0"; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var WASM_PRIORITY = 2; -registerBackend("wasm", async () => { - const {wasm} = await init(); - return new BackendWasm(wasm); -}, WASM_PRIORITY); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.abs = function() { - this.throwIfDisposed(); - return abs(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.acos = function() { - this.throwIfDisposed(); - return acos(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.acosh = function() { - this.throwIfDisposed(); - return acosh(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.add = function(b) { - this.throwIfDisposed(); - return add2(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.all = function(axis, keepDims) { - this.throwIfDisposed(); - return all(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.any = function(axis, keepDims) { - this.throwIfDisposed(); - return any(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.argMax = function(axis) { - this.throwIfDisposed(); - return argMax(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.argMin = function(axis) { - this.throwIfDisposed(); - return argMin(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.asScalar = function() { - this.throwIfDisposed(); - assert(this.size === 1, () => "The array must have only 1 element."); - return reshape(this, []); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.asType = function(dtype) { - this.throwIfDisposed(); - return cast(this, dtype); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.as1D = function() { - this.throwIfDisposed(); - return reshape(this, [this.size]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.as2D = function(rows, columns) { - this.throwIfDisposed(); - return reshape(this, [rows, columns]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.as3D = function(rows, columns, depth) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.as4D = function(rows, columns, depth, depth2) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth, depth2]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.as5D = function(rows, columns, depth, depth2, depth3) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth, depth2, depth3]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.asin = function() { - this.throwIfDisposed(); - return asin(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.asinh = function() { - this.throwIfDisposed(); - return asinh(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.atan = function() { - this.throwIfDisposed(); - return atan(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.atan2 = function(b) { - this.throwIfDisposed(); - return atan2(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.atanh = function() { - this.throwIfDisposed(); - return atanh(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.avgPool = function(filterSize, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return avgPool(this, filterSize, strides, pad3, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.batchToSpaceND = function(blockShape, crops) { - this.throwIfDisposed(); - return batchToSpaceND(this, blockShape, crops); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.batchNorm = function(mean4, variance, offset, scale2, varianceEpsilon) { - this.throwIfDisposed(); - return batchNorm(this, mean4, variance, offset, scale2, varianceEpsilon); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.broadcastTo = function(shape) { - this.throwIfDisposed(); - return broadcastTo(this, shape); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.cast = function(dtype) { - this.throwIfDisposed(); - return cast(this, dtype); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.ceil = function() { - this.throwIfDisposed(); - return ceil(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.clipByValue = function(min6, max6) { - this.throwIfDisposed(); - return clipByValue(this, min6, max6); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.concat = function(x, axis) { - this.throwIfDisposed(); - if (x instanceof Tensor) { - x = [x]; - } - return concat([this, ...x], axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.conv1d = function(filter, stride, pad3, dataFormat, dilation, dimRoundingMode) { - this.throwIfDisposed(); - return conv1d(this, filter, stride, pad3, dataFormat, dilation, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.conv2dTranspose = function(filter, outputShape, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return conv2dTranspose(this, filter, outputShape, strides, pad3, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.conv2d = function(filter, strides, pad3, dataFormat, dilations, dimRoundingMode) { - this.throwIfDisposed(); - return conv2d(this, filter, strides, pad3, dataFormat, dilations, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.cos = function() { - this.throwIfDisposed(); - return cos(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.cosh = function() { - this.throwIfDisposed(); - return cosh(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.cumsum = function(axis, exclusive, reverse5) { - this.throwIfDisposed(); - return cumsum(this, axis, exclusive, reverse5); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.depthToSpace = function(blockSize, dataFormat) { - this.throwIfDisposed(); - return depthToSpace(this, blockSize, dataFormat); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.depthwiseConv2d = function(filter, strides, pad3, dataFormat, dilations, dimRoundingMode) { - this.throwIfDisposed(); - return depthwiseConv2d(this, filter, strides, pad3, dataFormat, dilations, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.dilation2d = function(filter, strides, pad3, dilations, dataFormat) { - this.throwIfDisposed(); - return dilation2d(this, filter, strides, pad3, dilations, dataFormat); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.divNoNan = function(b) { - this.throwIfDisposed(); - return divNoNan(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.div = function(b) { - this.throwIfDisposed(); - return div(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.dot = function(b) { - this.throwIfDisposed(); - return dot(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.elu = function() { - this.throwIfDisposed(); - return elu(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.equal = function(b) { - this.throwIfDisposed(); - return equal(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.erf = function() { - this.throwIfDisposed(); - return erf(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.exp = function() { - this.throwIfDisposed(); - return exp(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.expandDims = function(axis) { - this.throwIfDisposed(); - return expandDims(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.expm1 = function() { - this.throwIfDisposed(); - return expm1(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.fft = function() { - this.throwIfDisposed(); - return fft(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.flatten = function() { - this.throwIfDisposed(); - return reshape(this, [this.size]); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.floor = function() { - this.throwIfDisposed(); - return floor(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.floorDiv = function(b) { - this.throwIfDisposed(); - return floorDiv(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.gather = function(indices, axis) { - this.throwIfDisposed(); - return gather(this, indices, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.greaterEqual = function(b) { - this.throwIfDisposed(); - return greaterEqual(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.greater = function(b) { - this.throwIfDisposed(); - return greater(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.ifft = function() { - this.throwIfDisposed(); - return ifft(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.irfft = function() { - this.throwIfDisposed(); - return irfft(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.isFinite = function() { - this.throwIfDisposed(); - return isFinite2(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.isInf = function() { - this.throwIfDisposed(); - return isInf(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.isNaN = function() { - this.throwIfDisposed(); - return isNaN2(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.leakyRelu = function(alpha) { - this.throwIfDisposed(); - return leakyRelu(this, alpha); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.lessEqual = function(b) { - this.throwIfDisposed(); - return lessEqual(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.less = function(b) { - this.throwIfDisposed(); - return less(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.localResponseNormalization = function(depthRadius, bias, alpha, beta) { - this.throwIfDisposed(); - return localResponseNormalization(this, depthRadius, bias, alpha, beta); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logSigmoid = function() { - this.throwIfDisposed(); - return logSigmoid(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logSoftmax = function(axis) { - this.throwIfDisposed(); - return logSoftmax(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logSumExp = function(axis, keepDims) { - this.throwIfDisposed(); - return logSumExp(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.log = function() { - this.throwIfDisposed(); - return log2(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.log1p = function() { - this.throwIfDisposed(); - return log1p(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logicalAnd = function(b) { - this.throwIfDisposed(); - return logicalAnd(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logicalNot = function() { - this.throwIfDisposed(); - return logicalNot(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logicalOr = function(b) { - this.throwIfDisposed(); - return logicalOr(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.logicalXor = function(b) { - this.throwIfDisposed(); - return logicalXor(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.matMul = function(b, transposeA, transposeB) { - this.throwIfDisposed(); - return matMul(this, b, transposeA, transposeB); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.maxPool = function(filterSize, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return maxPool(this, filterSize, strides, pad3, dimRoundingMode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.max = function(axis, keepDims) { - this.throwIfDisposed(); - return max(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.maximum = function(b) { - this.throwIfDisposed(); - return maximum(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.mean = function(axis, keepDims) { - this.throwIfDisposed(); - return mean(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.min = function(axis, keepDims) { - this.throwIfDisposed(); - return min(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.minimum = function(b) { - this.throwIfDisposed(); - return minimum(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.mirrorPad = function(paddings, mode) { - this.throwIfDisposed(); - return mirrorPad(this, paddings, mode); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.mod = function(b) { - this.throwIfDisposed(); - return mod(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.mul = function(b) { - this.throwIfDisposed(); - return mul(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.neg = function() { - this.throwIfDisposed(); - return neg(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.norm = function(ord, axis, keepDims) { - this.throwIfDisposed(); - return norm(this, ord, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.notEqual = function(b) { - this.throwIfDisposed(); - return notEqual(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.oneHot = function(depth, onValue = 1, offValue = 0) { - this.throwIfDisposed(); - return oneHot(this, depth, onValue, offValue); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.onesLike = function() { - this.throwIfDisposed(); - return onesLike(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.pad = function(paddings, constantValue) { - this.throwIfDisposed(); - return pad(this, paddings, constantValue); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.pool = function(windowShape, poolingType, padding, dilationRate, strides) { - this.throwIfDisposed(); - return pool(this, windowShape, poolingType, padding, dilationRate, strides); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.pow = function(exp4) { - this.throwIfDisposed(); - return pow(this, exp4); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.prelu = function(alpha) { - this.throwIfDisposed(); - return prelu(this, alpha); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.prod = function(axis, keepDims) { - this.throwIfDisposed(); - return prod(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.reciprocal = function() { - this.throwIfDisposed(); - return reciprocal(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.relu = function() { - this.throwIfDisposed(); - return relu(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.relu6 = function() { - this.throwIfDisposed(); - return relu6(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.reshapeAs = function(x) { - this.throwIfDisposed(); - return reshape(this, x.shape); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.reshape = function(shape) { - this.throwIfDisposed(); - return reshape(this, shape); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.resizeBilinear = function(newShape2D, alignCorners, halfPixelCenters) { - this.throwIfDisposed(); - return resizeBilinear(this, newShape2D, alignCorners, halfPixelCenters); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.resizeNearestNeighbor = function(newShape2D, alignCorners, halfFloatCenters) { - this.throwIfDisposed(); - return resizeNearestNeighbor(this, newShape2D, alignCorners, halfFloatCenters); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.reverse = function(axis) { - this.throwIfDisposed(); - return reverse(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.rfft = function() { - this.throwIfDisposed(); - return rfft(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.round = function() { - this.throwIfDisposed(); - return round2(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.rsqrt = function() { - this.throwIfDisposed(); - return rsqrt(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.selu = function() { - this.throwIfDisposed(); - return selu(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.separableConv2d = function(depthwiseFilter, pointwiseFilter, strides, pad3, dilation, dataFormat) { - this.throwIfDisposed(); - return separableConv2d(this, depthwiseFilter, pointwiseFilter, strides, pad3, dilation, dataFormat); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sigmoid = function() { - this.throwIfDisposed(); - return sigmoid(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sign = function() { - this.throwIfDisposed(); - return sign(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sin = function() { - this.throwIfDisposed(); - return sin(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sinh = function() { - this.throwIfDisposed(); - return sinh(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.slice = function(begin, size) { - this.throwIfDisposed(); - return slice(this, begin, size); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.softmax = function(dim) { - this.throwIfDisposed(); - return softmax(this, dim); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.softplus = function() { - this.throwIfDisposed(); - return softplus(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.spaceToBatchND = function(blockShape, paddings) { - this.throwIfDisposed(); - return spaceToBatchND(this, blockShape, paddings); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.split = function(numOrSizeSplits, axis) { - this.throwIfDisposed(); - return split(this, numOrSizeSplits, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sqrt = function() { - this.throwIfDisposed(); - return sqrt(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.square = function() { - this.throwIfDisposed(); - return square(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.squaredDifference = function(b) { - this.throwIfDisposed(); - return squaredDifference(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.squeeze = function(axis) { - this.throwIfDisposed(); - return squeeze(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.stack = function(x, axis) { - this.throwIfDisposed(); - const tensorsToBeStacked = x instanceof Tensor ? [this, x] : [this, ...x]; - return stack(tensorsToBeStacked, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.step = function(alpha) { - this.throwIfDisposed(); - return step(this, alpha); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.stridedSlice = function(begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask) { - this.throwIfDisposed(); - return stridedSlice(this, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sub = function(b) { - this.throwIfDisposed(); - return sub(this, b); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.sum = function(axis, keepDims) { - this.throwIfDisposed(); - return sum2(this, axis, keepDims); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.tan = function() { - this.throwIfDisposed(); - return tan(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.tanh = function() { - this.throwIfDisposed(); - return tanh2(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.tile = function(reps) { - this.throwIfDisposed(); - return tile(this, reps); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.toBool = function() { - this.throwIfDisposed(); - return cast(this, "bool"); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.toFloat = function() { - this.throwIfDisposed(); - return cast(this, "float32"); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.toInt = function() { - this.throwIfDisposed(); - return cast(this, "int32"); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.topk = function(k, sorted) { - this.throwIfDisposed(); - return topk(this, k, sorted); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.transpose = function(perm) { - this.throwIfDisposed(); - return transpose(this, perm); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.unique = function(axis) { - this.throwIfDisposed(); - return unique(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.unsortedSegmentSum = function(segmentIds, numSegments) { - this.throwIfDisposed(); - return unsortedSegmentSum(this, segmentIds, numSegments); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.unstack = function(axis) { - this.throwIfDisposed(); - return unstack(this, axis); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.where = function(condition, x) { - this.throwIfDisposed(); - return where(condition, this, x); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getGlobalTensorClass().prototype.zerosLike = function() { - this.throwIfDisposed(); - return zerosLike(this); -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var absGradConfig = { - kernelName: Abs, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, step(cast(x, "float32"), -1))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var acosGradConfig = { - kernelName: Acos, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = square(cast(x, "float32")); - const b = sqrt(sub(scalar(1), a)); - return neg(div(dy, b)); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var acoshGradConfig = { - kernelName: Acosh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = sqrt(sub(square(cast(x, "float32")), 1)); - return div(dy, a); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var addGradConfig = { - kernelName: Add, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - let res = dy; - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - let res = dy; - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, b.shape); - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var addNGradConfig = { - kernelName: AddN, - saveAllInputs: true, - gradFunc: (dy, saved) => { - const ders = {}; - saved.forEach((_, i) => { - ders[i] = () => dy.clone(); - }); - return ders; - } -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var argMaxGradConfig = { - kernelName: ArgMax, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => zerosLike(x)}; - } -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var argMinGradConfig = { - kernelName: ArgMin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => zerosLike(x)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var asinGradConfig = { - kernelName: Asin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, sqrt(sub(scalar(1), square(cast(x, "float32")))))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var asinhGradConfig = { - kernelName: Asinh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = sqrt(add2(scalar(1), square(cast(x, "float32")))); - return div(dy, a); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var atan2GradConfig = { - kernelName: Atan2, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const d = add2(square(a), square(b)); - let res = mul(dy, div(b, d)); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - const d = add2(square(a), square(b)); - let res = neg(mul(dy, div(a, d))); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, b.shape); - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var atanGradConfig = { - kernelName: Atan, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, add2(square(cast(x, "float32")), 1))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var atanhGradConfig = { - kernelName: Atanh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, sub(scalar(1), square(cast(x, "float32"))))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPool3dGrad_(dy, input2, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "avgPool3dGrad"); - const $input = convertToTensor(input2, "input", "avgPool3dGrad"); - let dy5D = $dy; - let input5D = $input; - let reshapedTo5D = false; - if ($input.rank === 4) { - reshapedTo5D = true; - dy5D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2], $dy.shape[3]]); - input5D = reshape($input, [ - 1, - $input.shape[0], - $input.shape[1], - $input.shape[2], - $input.shape[3] - ]); - } - assert(dy5D.rank === 5, () => `Error in avgPool3dGrad: dy must be rank 5 but got rank ${dy5D.rank}.`); - assert(input5D.rank === 5, () => `Error in avgPool3dGrad: input must be rank 5 but got rank ${input5D.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in avgPool3dGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: dy5D, input: input5D}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - const res = ENGINE.runKernel(AvgPool3DGrad, inputs, attrs); - if (reshapedTo5D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3], res.shape[4]]); - } - return res; -} -var avgPool3dGrad = op({avgPool3dGrad_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var avgPool3DGradConfig2 = { - kernelName: AvgPool3D, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - return { - x: () => avgPool3dGrad(dy, x, filterSize, strides, pad3, dimRoundingMode) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function avgPoolGrad_(dy, input2, filterSize, strides, pad3) { - const $dy = convertToTensor(dy, "dy", "avgPoolGrad"); - const $input = convertToTensor(input2, "input", "avgPoolGrad"); - assert($input.rank === $dy.rank, () => `Rank of input (${$input.rank}) does not match rank of dy (${$dy.rank})`); - let input4D = $input; - let dy4D = $dy; - let reshapedTo4D = false; - if ($input.rank === 3) { - reshapedTo4D = true; - input4D = reshape($input, [1, $input.shape[0], $input.shape[1], $input.shape[2]]); - dy4D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2]]); - } - assert(dy4D.rank === 4, () => `Error in avgPoolGrad: dy must be rank 4 but got rank ${dy4D.rank}.`); - assert(input4D.rank === 4, () => `Error in avgPoolGrad: input must be rank 4 but got rank ${input4D.rank}.`); - const inputs = {dy: dy4D, input: input4D}; - const attrs = {filterSize, strides, pad: pad3}; - const res = ENGINE.runKernel(AvgPoolGrad, inputs, attrs); - if (reshapedTo4D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3]]); - } - return res; -} -var avgPoolGrad3 = op({avgPoolGrad_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var avgPoolGradConfig3 = { - kernelName: AvgPool, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {filterSize, strides, pad: pad3} = attrs; - return {x: () => avgPoolGrad3(dy, x, filterSize, strides, pad3)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var batchMatMulGradConfig = { - kernelName: BatchMatMul, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved, attrs) => { - const [a, b] = saved; - const {transposeA, transposeB} = attrs; - if (!transposeA && !transposeB) { - return { - a: () => matMul(dy, b, false, true), - b: () => matMul(a, dy, true, false) - }; - } else if (!transposeA && transposeB) { - return { - a: () => matMul(dy, b, false, false), - b: () => matMul(dy, a, true, false) - }; - } else if (transposeA && !transposeB) { - return { - a: () => matMul(b, dy, false, true), - b: () => matMul(a, dy, false, false) - }; - } else { - return { - a: () => matMul(b, dy, true, true), - b: () => matMul(dy, a, true, true) - }; - } - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var batchToSpaceNDGradConfig = { - kernelName: BatchToSpaceND, - gradFunc: (dy, saved, attrs) => { - const {blockShape, crops} = attrs; - return {x: () => spaceToBatchND(dy, blockShape, crops)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var broadcastToGradConfig = { - kernelName: BroadcastTo, - gradFunc: (dy, saved, attrs) => { - const broadCastToAttrs = attrs; - const inputShape = broadCastToAttrs.inputShape; - const outputShape = broadCastToAttrs.shape; - const reps = Array.from(outputShape); - for (let i = inputShape.length - 1; i >= 0; i--) { - if (inputShape[i] === outputShape[i]) { - reps[i] = 1; - } else if (inputShape[i] !== 1) { - throw new Error(`broadcastTo(): [${inputShape}] cannot be broadcast to [${outputShape}].`); - } - } - const axes = []; - for (let i = 0; i < reps.length; i++) { - if (reps[i] > 1) { - axes.push(i); - } - } - return {x: () => sum2(dy, axes, true)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var castGradConfig = { - kernelName: Cast, - gradFunc: (dy) => { - return {x: () => dy.clone()}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ceilGradConfig = { - kernelName: Ceil, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var clipByValueGradConfig = { - kernelName: ClipByValue, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {clipValueMin, clipValueMax} = attrs; - return { - x: () => where(logicalAnd(greaterEqual(x, clipValueMin), lessEqual(x, clipValueMax)), dy, zerosLike(dy)) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var complexAbsGradConfig = { - kernelName: ComplexAbs, - inputsToSave: ["x"], - gradFunc: absGradConfig.gradFunc -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var concatGradConfig = { - kernelName: Concat, - saveAllInputs: true, - gradFunc: (dy, saved, attrs) => { - const shapes = saved.map((t) => t.shape); - const {axis} = attrs; - const $axis = parseAxisParam(axis, saved[0].shape)[0]; - const sizeSplits = shapes.map((s) => s[$axis]); - const derTensors = split(dy, sizeSplits, $axis); - return derTensors.map((t) => () => t); - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var conv2DGradConfig = { - kernelName: Conv2D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const [x4D, $filter] = saved; - const {dilations, strides, pad: pad3, dataFormat} = attrs; - assert(tupleValuesAreOne(dilations), () => `Error in gradient of conv2D: dilation rates greater than 1 are not yet supported in gradients. Got dilations '${dilations}'`); - return { - x: () => conv2DBackpropInput(x4D.shape, dy, $filter, strides, pad3, dataFormat), - filter: () => conv2DBackpropFilter(x4D, dy, $filter.shape, strides, pad3, dataFormat) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var conv2DBackpropInputGradConfig = { - kernelName: Conv2DBackpropInput, - inputsToSave: ["dy", "filter"], - gradFunc: (ddx, saved, attrs) => { - const [dy, filter] = saved; - const {strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - return { - dy: () => conv2d(ddx, filter, strides, pad3, dataFormat, 1, dimRoundingMode), - filter: () => conv2DBackpropFilter(ddx, dy, filter.shape, strides, pad3, dataFormat, dimRoundingMode) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function conv3DBackpropFilter_(x, dy, filterShape, strides, pad3) { - let x5D = x; - if (x.rank === 4) { - x5D = reshape(x, [1, x.shape[0], x.shape[1], x.shape[2], x.shape[3]]); - } - let dy5D = dy; - if (dy5D.rank === 4) { - dy5D = reshape(dy, [1, dy.shape[0], dy.shape[1], dy.shape[2], dy.shape[3]]); - } - assert(x5D.rank === 5, () => `Error in conv3dDerFilter: input must be rank 5, but got shape ${x5D.shape}.`); - assert(dy5D.rank === 5, () => `Error in conv3dDerFilter: dy must be rank 5, but got shape ${dy5D.shape}.`); - assert(filterShape.length === 5, () => `Error in conv3dDerFilter: filterShape must be length 5, but got ${filterShape}.`); - assert(x5D.shape[4] === filterShape[3], () => `Error in conv3dDerFilter: depth of input ${x5D.shape[4]}) must match input depth in filter (${filterShape[3]}.`); - assert(dy5D.shape[4] === filterShape[4], () => `Error in conv3dDerFilter: depth of dy (${dy5D.shape[4]}) must match output depth for filter (${filterShape[4]}).`); - const inputs = {x: x5D, dy: dy5D}; - const attrs = {strides, pad: pad3, filterShape}; - return ENGINE.runKernel(Conv3DBackpropFilterV2, inputs, attrs); -} -var conv3DBackpropFilter = op({conv3DBackpropFilter_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var conv3DGradConfig = { - kernelName: Conv3D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const {dilations, strides, pad: pad3} = attrs; - assert(tupleValuesAreOne(dilations), () => `Error in gradient of conv3D: dilation rates greater than 1 are not yet supported in gradients. Got dilations '${dilations}'`); - const [x5D, $filter] = saved; - return { - x: () => conv3DBackpropInput(x5D.shape, dy, $filter, strides, pad3), - filter: () => conv3DBackpropFilter(x5D, dy, $filter.shape, strides, pad3) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var cosGradConfig = { - kernelName: Cos, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(neg(sin(cast(x, "float32"))), dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var coshGradConfig = { - kernelName: Cosh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(sinh(cast(x, "float32")), dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var cumsumGradConfig = { - kernelName: Cumsum, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {axis, exclusive, reverse: reverse5} = attrs; - return { - x: () => { - const permutation = getAxesPermutation([axis], x.rank); - let out = cumsum(dy, axis, exclusive, !reverse5); - if (permutation != null) { - out = transpose(out, permutation); - } - return out; - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var depthwiseConv2dNativeGradConfig = { - kernelName: DepthwiseConv2dNative, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const {dilations, strides, pad: pad3, dimRoundingMode} = attrs; - const $dilations = dilations == null ? [1, 1] : dilations; - assert(tupleValuesAreOne($dilations), () => `Error in gradient of depthwiseConv2dNative: dilation rates greater than 1 are not yet supported. Got dilations '${$dilations}'`); - const [x, filter] = saved; - assert(x.rank === 4, () => `Error in gradient of depthwiseConv2dNative: input must be rank 4, but got rank ${x.rank}.`); - assert(filter.rank === 4, () => `Error in gradient of depthwiseConv2dNative: filter must be rank 4, but got rank ${filter.rank}.`); - assert(x.shape[3] === filter.shape[2], () => `Error in gradient of depthwiseConv2d: number of input channels (${x.shape[3]}) must match the inChannels dimension in filter ${filter.shape[2]}.`); - assert(eitherStridesOrDilationsAreOne(strides, $dilations), () => `Error in gradient of depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in depthwiseConv2d: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - return { - x: () => depthwiseConv2dNativeBackpropInput(x.shape, dy, filter, strides, pad3, dilations, dimRoundingMode), - filter: () => depthwiseConv2dNativeBackpropFilter(x, dy, filter.shape, strides, pad3, dilations, dimRoundingMode) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var dilation2dGradConfig = { - kernelName: Dilation2D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const [x, filter] = saved; - const inputInputs = {x, filter, dy}; - const filterInputs = {x, filter, dy}; - return { - x: () => ENGINE.runKernel(Dilation2DBackpropInput, inputInputs, attrs), - filter: () => ENGINE.runKernel(Dilation2DBackpropFilter, filterInputs, attrs) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var eluGradConfig3 = { - kernelName: Elu, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - const inputs = {dy, y}; - return {x: () => ENGINE.runKernel(EluGrad, inputs)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var erfGradConfig = { - kernelName: Erf, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - const a = mul(exp(neg(square(x))), 2 / Math.sqrt(Math.PI)); - return {x: () => mul(dy, a)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var expGradConfig = { - kernelName: Exp, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(dy, y)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var expandDimsGradConfig = { - kernelName: ExpandDims, - inputsToSave: ["input"], - gradFunc: (dy, saved) => { - const [input2] = saved; - return {input: () => reshape(dy, input2.shape)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var expm1GradConfig = { - kernelName: Expm1, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, exp(x))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var floorGradConfig = { - kernelName: Floor, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var floorDivGradConfig = { - kernelName: FloorDiv, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = div(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - let res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = reshape(sum2(res, reduceAxes), b.shape); - } - const tmp = square(b); - return neg(div(res, cast(tmp, "float32"))); - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var fusedBatchNormGradConfig = { - kernelName: FusedBatchNorm, - inputsToSave: ["x", "mean", "variance", "scale"], - gradFunc: (dy, saved, attrs) => { - const {varianceEpsilon} = attrs; - const [x, mean4, variance, scale2] = saved; - const scaleValue = scale2 == null ? scalar(1) : scale2; - const reductionAxes = getReductionAxes(mean4.shape, x.shape); - const tileShape = []; - if (mean4.rank === 1) { - for (let i = 0; i < x.shape.length - 1; ++i) { - tileShape.push(x.shape[i]); - } - tileShape.push(1); - } - const xMinusMean = sub(x, mean4); - const dyTimesScaleValue = mul(dy, scaleValue); - const oneOverSqrtVariance = rsqrt(add2(variance, scalar(varianceEpsilon))); - const minusHalfRCube = mul(mul(mul(oneOverSqrtVariance, oneOverSqrtVariance), oneOverSqrtVariance), scalar(-0.5)); - const derX = () => { - if (mean4.rank === 1) { - return reshape(mul(mul(dy, tile(reshape(oneOverSqrtVariance, [1, 1, 1, mean4.shape[0]]), tileShape)), scaleValue), x.shape); - } else { - return reshape(mul(mul(dy, oneOverSqrtVariance), scaleValue), x.shape); - } - }; - const derMean = () => { - let meanDer = mul(mul(oneOverSqrtVariance, scalar(-1)), dyTimesScaleValue); - if (mean4.rank === 1) { - meanDer = sum2(meanDer, reductionAxes); - } - return reshape(meanDer, mean4.shape); - }; - const derVariance = () => { - let varianceDer = mul(mul(minusHalfRCube, xMinusMean), dyTimesScaleValue); - if (mean4.rank === 1) { - varianceDer = sum2(varianceDer, reductionAxes); - } - return reshape(varianceDer, mean4.shape); - }; - const derScale = () => { - const xMinusMean2TimesRsqrt = mul(xMinusMean, oneOverSqrtVariance); - let scaleDer = mul(dy, xMinusMean2TimesRsqrt); - if (mean4.rank === 1) { - scaleDer = sum2(scaleDer, reductionAxes); - } - return reshape(scaleDer, mean4.shape); - }; - const derOffset = () => { - let offsetDer = dy; - if (mean4.rank === 1) { - offsetDer = sum2(offsetDer, reductionAxes); - } - return reshape(offsetDer, mean4.shape); - }; - return { - x: derX, - mean: derMean, - variance: derVariance, - scale: derScale, - offset: derOffset - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var gatherGradConfig = { - kernelName: GatherV2, - inputsToSave: ["x", "indices"], - gradFunc: (dy, saved, attrs) => { - const [x, indices] = saved; - const {axis} = attrs; - const parsedAxis = parseAxisParam(axis, x.shape)[0]; - const derX = () => { - const paramsShape = x.shape; - const indicesSize = indices.size; - const outerShape = paramsShape.slice(0, parsedAxis); - const outerDims = outerShape.length; - const innerShape = paramsShape.slice(axis, paramsShape.length).slice(1); - const innerDims = innerShape.length; - const outerAxesIndices = arrayRange(0, outerDims); - const innerAxesIndices = arrayRange(outerDims + 1, outerDims + 1 + innerDims); - const valuesShape = arrayConcat([outerShape, [indicesSize], innerShape]); - const values = reshape(dy, valuesShape); - const reshapedIndices = reshape(indices, [indicesSize]); - const transposeDims = arrayConcat([[outerDims], outerAxesIndices, innerAxesIndices]); - const valuesTranspose = transpose(values, transposeDims); - let paramsGrad = unsortedSegmentSum(valuesTranspose, reshapedIndices, x.shape[parsedAxis]); - const invertTransposeDims = getUndoAxesPermutation(transposeDims); - paramsGrad = transpose(paramsGrad, invertTransposeDims); - return paramsGrad; - }; - return {x: derX, indices: () => indices}; - } -}; -function arrayRange(start, stop) { - const result = []; - for (let i = start; i < stop; ++i) { - result.push(i); - } - return result; -} -function arrayConcat(arrays) { - const result = []; - for (let i = 0; i < arrays.length; ++i) { - for (let j = 0; j < arrays[i].length; ++j) { - result.push(arrays[i][j]); - } - } - return result; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var greaterEqualGradConfig = { - kernelName: GreaterEqual, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - return {a: () => zerosLike(a), b: () => zerosLike(b)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var identityGradConfig = { - kernelName: Identity, - gradFunc: (dy) => { - return {x: () => cast(dy, "float32")}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var isFiniteGradConfig = { - kernelName: IsFinite, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var isInfGradConfig = { - kernelName: IsInf, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var isNanGradConfig = { - kernelName: IsNan, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var leakyReluGradConfig = { - kernelName: LeakyRelu, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {alpha} = attrs; - const mask = greater(x, 0); - return {x: () => where(mask, dy, mul(dy, alpha))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var log1pGradConfig = { - kernelName: Log1p, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, add2(x, 1))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var logGradConfig = { - kernelName: Log, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, cast(x, "float32"))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var logSoftmaxGradConfig = { - kernelName: LogSoftmax, - inputsToSave: [], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [value] = saved; - const {axis} = attrs; - return { - logits: () => { - const keepDims = true; - const softmax6 = exp(value); - return sub(dy, mul(sum2(dy, axis, keepDims), softmax6)); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function localResponseNormalizationBackprop_(x, y, dy, depthRadius = 5, bias = 1, alpha = 1, beta = 0.5) { - const inputs = {x, y, dy}; - const attrs = {depthRadius, bias, alpha, beta}; - return ENGINE.runKernel(LRNGrad, inputs, attrs); -} -var localResponseNormalizationBackprop = op({localResponseNormalizationBackprop_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var lrnGradConfig = { - kernelName: LRN, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {depthRadius, bias, alpha, beta} = attrs; - return { - x: () => localResponseNormalizationBackprop(x, y, dy, depthRadius, bias, alpha, beta) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function gradForMinAndMax(dy, y, xOrig, origAxes) { - if (y.rank < xOrig.rank) { - y = reshape(y, expandShapeToKeepDim(y.shape, origAxes)); - } - if (dy.rank < xOrig.rank) { - dy = reshape(dy, expandShapeToKeepDim(dy.shape, origAxes)); - } - return { - x: () => { - const dx = mul(dy, cast(equal(xOrig, y), dy.dtype)); - return dx; - } - }; -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var maxGradConfig = { - kernelName: Max, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const maxAttrs = attrs; - const {reductionIndices} = maxAttrs; - const x = saved[0]; - const y = saved[1]; - const origAxes = parseAxisParam(reductionIndices, x.shape); - const maxGrad = gradForMinAndMax(dy, y, x, origAxes); - return { - x: () => { - return maxGrad["x"](); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var maximumGradConfig = { - kernelName: Maximum, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const derA = () => mul(dy, cast(greaterEqual(a, b), "float32")); - const derB = () => mul(dy, cast(less(a, b), "float32")); - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPool3dGrad_(dy, input2, output, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "maxPool3dGrad"); - const $input = convertToTensor(input2, "input", "maxPool3dGrad"); - const $output = convertToTensor(output, "output", "maxPool3dGrad"); - let dy5D = $dy; - let input5D = $input; - let output5D = $output; - let reshapedTo5D = false; - if ($input.rank === 4) { - reshapedTo5D = true; - dy5D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2], $dy.shape[3]]); - input5D = reshape($input, [ - 1, - $input.shape[0], - $input.shape[1], - $input.shape[2], - $input.shape[3] - ]); - output5D = reshape($output, [ - 1, - $output.shape[0], - $output.shape[1], - $output.shape[2], - $output.shape[3] - ]); - } - assert(dy5D.rank === 5, () => `Error in maxPool3dGrad: dy must be rank 5 but got rank ${dy5D.rank}.`); - assert(input5D.rank === 5, () => `Error in maxPool3dGrad: input must be rank 5 but got rank ${input5D.rank}.`); - assert(output5D.rank === 5, () => `Error in maxPool3dGrad: output must be rank 5 but got rank ${output5D.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in maxPool3dGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: dy5D, input: input5D, output: output5D}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - const res = ENGINE.runKernel(MaxPool3DGrad, inputs, attrs); - if (reshapedTo5D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3], res.shape[4]]); - } - return res; -} -var maxPool3dGrad = op({maxPool3dGrad_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var maxPool3DGradConfig2 = { - kernelName: MaxPool3D, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - return { - x: () => maxPool3dGrad(dy, x, y, filterSize, strides, pad3, dimRoundingMode) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function maxPoolGrad_(dy, input2, output, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "maxPoolGrad"); - const $input = convertToTensor(input2, "input", "maxPoolGrad"); - const $output = convertToTensor(output, "output", "maxPoolGrad"); - assert($input.rank === $dy.rank, () => `Rank of input (${$input.rank}) does not match rank of dy (${$dy.rank})`); - assert($dy.rank === 4, () => `Error in maxPoolGrad: dy must be rank 4 but got rank ${$dy.rank}.`); - assert($input.rank === 4, () => `Error in maxPoolGrad: input must be rank 4 but got rank ${$input.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in maxPoolGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: $dy, input: $input, output: $output}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - return ENGINE.runKernel(MaxPoolGrad, inputs, attrs); -} -var maxPoolGrad3 = op({maxPoolGrad_}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var maxPoolGradConfig3 = { - kernelName: MaxPool, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {filterSize, strides, pad: pad3} = attrs; - return { - x: () => maxPoolGrad3(dy, x, y, filterSize, strides, pad3) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var meanGradConfig = { - kernelName: Mean, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {axis} = attrs; - const axes = parseAxisParam(axis, x.shape); - const shapes = computeOutAndReduceShapes(x.shape, axes); - const reduceShape = shapes[1]; - const reduceSize = sizeFromShape(reduceShape); - const derX = () => { - const expandedDyShape = x.shape.slice(); - axes.forEach((axis2) => { - expandedDyShape[axis2] = 1; - }); - const expandedDy = reshape(dy, expandedDyShape); - const res = div(mul(expandedDy, ones2(x.shape, "float32")), reduceSize); - return res; - }; - return {x: derX}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var minGradConfig = { - kernelName: Min, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const minAttrs = attrs; - const {axis} = minAttrs; - const [x, y] = saved; - const origAxes = parseAxisParam(axis, x.shape); - const minGrad = gradForMinAndMax(dy, y, x, origAxes); - return { - x: () => { - return minGrad["x"](); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var minimumGradConfig = { - kernelName: Minimum, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const derA = () => mul(dy, cast(lessEqual(a, b), "float32")); - const derB = () => mul(dy, cast(greater(a, b), "float32")); - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var mirrorPadGradConfig = { - kernelName: MirrorPad, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const x = saved[0]; - const {paddings} = attrs; - const begin = paddings.map((p2) => p2[0]); - return {x: () => slice(dy, begin, x.shape)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var modGradConfig = { - kernelName: Mod, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(dy, reduceAxes), a.shape); - } - return dy; - }; - const derB = () => { - const res = mul(dy, neg(floor(div(a, b)))); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), b.shape); - } - return res; - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var multiplyGradConfig = { - kernelName: Multiply, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = mul(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - const res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), b.shape); - } - return res; - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var negGradConfig = { - kernelName: Neg, - gradFunc: (dy) => { - return {x: () => neg(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var oneHotGradConfig = { - kernelName: OneHot, - inputsToSave: ["indices"], - gradFunc: (dy, saved) => { - const indices = saved[0]; - return {indices: () => zeros(indices.shape, "float32")}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var onesLikeGradConfig = { - kernelName: OnesLike, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var packGradConfig = { - kernelName: Pack, - saveAllInputs: true, - gradFunc: (dy, saved, attrs) => { - const {axis} = attrs; - const derTensors = unstack(dy, axis); - return derTensors.map((t) => () => t); - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var padV2GradConfig = { - kernelName: PadV2, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const x = saved[0]; - const {paddings} = attrs; - const begin = paddings.map((p2) => p2[0]); - return {x: () => slice(dy, begin, x.shape)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var powGradConfig = { - kernelName: Pow, - inputsToSave: ["a", "b"], - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [a, b, y] = saved; - const base2 = a; - const exp4 = b; - const outShape = assertAndGetBroadcastShape(base2.shape, exp4.shape); - const derBase = () => { - const expFloat = cast(exp4, "float32"); - let res = mul(dy, mul(expFloat, pow(base2, sub(expFloat, scalar(1))))); - const reduceAxes = getReductionAxes(base2.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, base2.shape); - }; - const derExp = () => { - const condition = greater(base2, 0); - const logBase = where(condition, log2(base2), zerosLike(base2)); - let res = mul(dy, mul(y, logBase)); - const reduceAxes = getReductionAxes(exp4.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, exp4.shape); - }; - return {a: derBase, b: derExp}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var preluGradConfig = { - kernelName: Prelu, - inputsToSave: ["x", "alpha"], - gradFunc: (dy, saved) => { - const [x, alpha] = saved; - const mask = greater(x, 0); - return { - x: () => where(mask, dy, mul(dy, alpha)), - alpha: () => { - let res = where(mask, zerosLike(dy), mul(dy, x)); - const reduceAxes = getReductionAxes(alpha.shape, dy.shape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, alpha.shape); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var divGradConfig = { - kernelName: RealDiv, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = div(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - let res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = reshape(sum2(res, reduceAxes), b.shape); - } - const tmp = square(b); - return neg(div(res, cast(tmp, "float32"))); - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var reciprocalGradConfig = { - kernelName: Reciprocal, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, neg(square(x)))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var relu6GradConfig = { - kernelName: Relu6, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - const mask = mul(lessEqual(x, 6), step(x)); - return {x: () => mul(dy, cast(mask, "float32"))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var reluGradConfig = { - kernelName: Relu, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, cast(step(x), "float32"))}; - } -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var reshapeGradConfig = { - kernelName: Reshape, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => reshape(dy, x.shape)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var resizeBilinearGradConfig3 = { - kernelName: ResizeBilinear, - inputsToSave: ["images"], - gradFunc: (dy, saved, attrs) => { - const [images] = saved; - const inputs = {dy, images}; - const imagesDer = () => ENGINE.runKernel(ResizeBilinearGrad, inputs, attrs); - return {images: imagesDer}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var resizeNearestNeighborGradConfig3 = { - kernelName: ResizeNearestNeighbor, - inputsToSave: ["images"], - gradFunc: (dy, saved, attrs) => { - const [images] = saved; - const inputs = {dy, images}; - const imagesDer = () => ENGINE.runKernel(ResizeNearestNeighborGrad, inputs, attrs); - return {images: imagesDer}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var reverseGradConfig = { - kernelName: Reverse, - gradFunc: (dy, saved, attrs) => { - const {dims} = attrs; - const axes = parseAxisParam(dims, dy.shape); - return {x: () => reverse(dy, axes)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var roundGradConfig = { - kernelName: Round, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var rsqrtGradConfig = { - kernelName: Rsqrt, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => neg(div(dy, mul(pow(x, 1.5), 2)))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var selectGradConfig = { - kernelName: Select, - inputsToSave: ["condition"], - gradFunc: (dy, saved) => { - const [condition] = saved; - return { - condition: () => cast(zerosLike(condition), "float32"), - t: () => mul(dy, cast(condition, dy.dtype)), - e: () => mul(dy, cast(logicalNot(condition), dy.dtype)) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var seluGradConfig = { - kernelName: Selu, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const mask = greater(x, scalar(0)); - const scaleAlpha2 = scalar(SELU_SCALEALPHA); - const scale2 = scalar(SELU_SCALE); - const greaterThanZeroDer = mul(dy, scale2); - const lessEqualZeroDer = mul(mul(dy, scaleAlpha2), exp(cast(x, "float32"))); - return where(mask, greaterThanZeroDer, lessEqualZeroDer); - } - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sigmoidGradConfig = { - kernelName: Sigmoid, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(dy, mul(y, sub(scalar(1), y)))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var signGradConfig = { - kernelName: Sign, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sinGradConfig = { - kernelName: Sin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(cos(cast(x, "float32")), dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sinhGradConfig = { - kernelName: Sinh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(cosh(cast(x, "float32")), dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sliceGradConfig = { - kernelName: Slice, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {begin, size} = attrs; - const inputShape = x.shape; - const [begin_, size_] = parseSliceParams(x, begin, size); - const paddings = []; - for (let i = 0; i < dy.rank; i++) { - paddings.push([begin_[i], inputShape[i] - begin_[i] - size_[i]]); - } - return {x: () => pad(dy, paddings)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var softmaxGradConfig = { - kernelName: Softmax, - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [y] = saved; - const {dim} = attrs; - const keepDims = true; - const dyTimesY = mul(dy, y); - return { - logits: () => sub(dyTimesY, mul(sum2(dyTimesY, [dim], keepDims), y)) - }; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var softplusGradConfig = { - kernelName: Softplus, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, sigmoid(x))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var spaceToBatchNDGradConfig = { - kernelName: SpaceToBatchND, - gradFunc: (dy, saved, attrs) => { - const {blockShape, paddings} = attrs; - return {x: () => batchToSpaceND(dy, blockShape, paddings)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var splitVGradConfig = { - kernelName: SplitV, - gradFunc: (dy, saved, attrs) => { - const {axis} = attrs; - return {x: () => concat(dy, axis)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sqrtGradConfig = { - kernelName: Sqrt, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, mul(sqrt(cast(x, "float32")), 2))}; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var squareGradConfig = { - kernelName: Square, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, mul(cast(x, "float32"), 2))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var squaredDifferenceGradConfig = { - kernelName: SquaredDifference, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const two = scalar(2); - const derA = () => mul(dy, mul(two, sub(a, b))); - const derB = () => mul(dy, mul(two, sub(b, a))); - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var stepGradConfig = { - kernelName: Step, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var subGradConfig = { - kernelName: Sub, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - let res = dy; - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - let res = dy; - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(neg(res), b.shape); - }; - return {a: derA, b: derB}; - } -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var sumGradConfig = { - kernelName: Sum, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const expandedDyShape = x.shape.slice(); - const {axis} = attrs; - const axes = parseAxisParam(axis, x.shape); - axes.forEach((axis2) => { - expandedDyShape[axis2] = 1; - }); - const expandedDy = reshape(dy, expandedDyShape); - const derX = mul(expandedDy, ones2(x.shape, "float32")); - return {x: () => derX}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var tanGradConfig = { - kernelName: Tan, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, square(cos(x)))}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var tanhGradConfig = { - kernelName: Tanh, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(sub(scalar(1), square(y)), dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var tileGradConfig = { - kernelName: Tile, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {reps} = attrs; - const derX = () => { - let xGrad = zerosLike(x); - if (x.rank === 1) { - for (let i = 0; i < reps[0]; ++i) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0]], [x.shape[0]])); - } - } else if (x.rank === 2) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0], j * x.shape[1]], [ - x.shape[0], - x.shape[1] - ])); - } - } - } else if (x.rank === 3) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - for (let k = 0; k < reps[2]; ++k) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0], j * x.shape[1], k * x.shape[2]], [x.shape[0], x.shape[1], x.shape[2]])); - } - } - } - } else if (x.rank === 4) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - for (let k = 0; k < reps[2]; ++k) { - for (let l = 0; l < reps[3]; ++l) { - xGrad = add2(xGrad, slice(dy, [ - i * x.shape[0], - j * x.shape[1], - k * x.shape[2], - l * x.shape[3] - ], [x.shape[0], x.shape[1], x.shape[2], x.shape[3]])); - } - } - } - } - } else { - throw new Error(`Gradient for tile operation is not implemented for rank-${x.rank} tensors yet.`); - } - return xGrad; - }; - return {x: derX}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var transposeGradConfig = { - kernelName: Transpose, - gradFunc: (dy, saved, attrs) => { - const transposeAttrs = attrs; - const {perm} = transposeAttrs; - const undoPerm = getUndoAxesPermutation(perm); - return {x: () => transpose(dy, undoPerm)}; - } -}; -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var unpackGradConfig = { - kernelName: Unpack, - gradFunc: (dy, saved, attrs) => { - const unpackAttrs = attrs; - const {axis} = unpackAttrs; - return {value: () => stack(dy, axis)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var unsortedSegmentSumGradConfig = { - kernelName: UnsortedSegmentSum, - inputsToSave: ["segmentIds"], - gradFunc: (dy, saved) => { - const [segmentIds] = saved; - const derX = () => { - return gatherDropNegatives(dy, segmentIds); - }; - return {x: derX}; - } -}; -function gatherDropNegatives(x, indices) { - const zeroClippedIndices = maximum(indices, zerosLike(indices)); - const gathered = gather(x, zeroClippedIndices); - let isPositive = greaterEqual(indices, scalar(0, "int32")); - const numIters = gathered.rank - isPositive.rank; - for (let i = 0; i < numIters; ++i) { - isPositive = expandDims(isPositive, i + 1); - } - isPositive = logicalAnd(isPositive, ones2(gathered.shape, "bool")); - const zeroSlice = zerosLike(gathered); - return where(isPositive, gathered, zeroSlice); -} -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var zerosLikeGradConfig = { - kernelName: ZerosLike, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var gradConfigs = [ - absGradConfig, - acosGradConfig, - acoshGradConfig, - addGradConfig, - addNGradConfig, - argMaxGradConfig, - argMinGradConfig, - asinGradConfig, - asinhGradConfig, - atan2GradConfig, - atanGradConfig, - atanhGradConfig, - avgPool3DGradConfig2, - avgPoolGradConfig3, - batchMatMulGradConfig, - batchToSpaceNDGradConfig, - broadcastToGradConfig, - castGradConfig, - ceilGradConfig, - clipByValueGradConfig, - complexAbsGradConfig, - concatGradConfig, - conv2DBackpropInputGradConfig, - conv2DGradConfig, - conv3DGradConfig, - cosGradConfig, - coshGradConfig, - cumsumGradConfig, - depthwiseConv2dNativeGradConfig, - dilation2dGradConfig, - divGradConfig, - eluGradConfig3, - erfGradConfig, - expGradConfig, - expandDimsGradConfig, - expm1GradConfig, - floorDivGradConfig, - floorGradConfig, - fusedBatchNormGradConfig, - gatherGradConfig, - greaterEqualGradConfig, - identityGradConfig, - isFiniteGradConfig, - isInfGradConfig, - isNanGradConfig, - leakyReluGradConfig, - log1pGradConfig, - logGradConfig, - logSoftmaxGradConfig, - lrnGradConfig, - maxGradConfig, - maxGradConfig, - maximumGradConfig, - maxPool3DGradConfig2, - maxPoolGradConfig3, - meanGradConfig, - minGradConfig, - minimumGradConfig, - mirrorPadGradConfig, - modGradConfig, - multiplyGradConfig, - negGradConfig, - oneHotGradConfig, - onesLikeGradConfig, - packGradConfig, - padV2GradConfig, - padV2GradConfig, - powGradConfig, - preluGradConfig, - reciprocalGradConfig, - relu6GradConfig, - reluGradConfig, - reshapeGradConfig, - resizeBilinearGradConfig3, - resizeNearestNeighborGradConfig3, - reverseGradConfig, - roundGradConfig, - rsqrtGradConfig, - selectGradConfig, - seluGradConfig, - sigmoidGradConfig, - signGradConfig, - sinGradConfig, - sinhGradConfig, - sliceGradConfig, - softmaxGradConfig, - softplusGradConfig, - spaceToBatchNDGradConfig, - spaceToBatchNDGradConfig, - splitVGradConfig, - splitVGradConfig, - sqrtGradConfig, - squaredDifferenceGradConfig, - squareGradConfig, - stepGradConfig, - subGradConfig, - sumGradConfig, - tanGradConfig, - tanhGradConfig, - tileGradConfig, - transposeGradConfig, - unpackGradConfig, - unsortedSegmentSumGradConfig, - zerosLikeGradConfig -]; -for (const gradientConfig of gradConfigs) { - registerGradient(gradientConfig); -} -var exports_constraints_exports = {}; -__export2(exports_constraints_exports, { - maxNorm: () => maxNorm, - minMaxNorm: () => minMaxNorm, - nonNeg: () => nonNeg, - unitNorm: () => unitNorm -}); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var _epsilon; -function epsilon2() { - if (_epsilon == null) { - _epsilon = backend().epsilon(); - } - return _epsilon; -} -function imageDataFormat() { - return "channelsLast"; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var AttributeError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, AttributeError.prototype); - } -}; -var RuntimeError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, RuntimeError.prototype); - } -}; -var ValueError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, ValueError.prototype); - } -}; -var NotImplementedError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, NotImplementedError.prototype); - } -}; -var AssertionError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, AssertionError.prototype); - } -}; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function pyListRepeat(value, numValues) { - if (Array.isArray(value)) { - let newArray = []; - for (let i = 0; i < numValues; i++) { - newArray = newArray.concat(value); - } - return newArray; - } else { - const newArray = new Array(numValues); - newArray.fill(value); - return newArray; - } -} -function assert2(val, message) { - if (!val) { - throw new AssertionError(message); - } -} -function count(array2, refernce) { - let counter = 0; - for (const item of array2) { - if (item === refernce) { - counter++; - } - } - return counter; -} -function singletonOrArray(xs) { - if (xs.length === 1) { - return xs[0]; - } - return xs; -} -function toList(x) { - if (Array.isArray(x)) { - return x; - } - return [x]; -} -function toSnakeCase(name) { - const intermediate = name.replace(/(.)([A-Z][a-z0-9]+)/g, "$1_$2"); - const insecure = intermediate.replace(/([a-z])([A-Z])/g, "$1_$2").toLowerCase(); - if (insecure[0] !== "_") { - return insecure; - } - return "private" + insecure; -} -function toCamelCase(identifier) { - if (identifier.length <= 1) { - return identifier; - } - if (identifier.indexOf("_") === -1) { - return identifier; - } - return identifier.replace(/[_]+(\w|$)/g, (m, p1) => p1.toUpperCase()); -} -var _GLOBAL_CUSTOM_OBJECTS = {}; -function serializeKerasObject(instance) { - if (instance === null || instance === void 0) { - return null; - } - const dict = {}; - dict["className"] = instance.getClassName(); - dict["config"] = instance.getConfig(); - return dict; -} -function convertNDArrayScalarsInConfig(config3) { - if (config3 == null || typeof config3 !== "object") { - return; - } else if (Array.isArray(config3)) { - config3.forEach((configItem) => convertNDArrayScalarsInConfig(configItem)); - } else { - const fields = Object.keys(config3); - for (const field of fields) { - const value = config3[field]; - if (value != null && typeof value === "object") { - if (!Array.isArray(value) && value["type"] === "ndarray" && typeof value["value"] === "number") { - config3[field] = value["value"]; - } else { - convertNDArrayScalarsInConfig(value); - } - } - } - } -} -function deserializeKerasObject(identifier, moduleObjects = {}, customObjects = {}, printableModuleName = "object", fastWeightInit = false) { - if (typeof identifier === "string") { - const functionName = identifier; - let fn; - if (functionName in customObjects) { - fn = customObjects[functionName]; - } else if (functionName in _GLOBAL_CUSTOM_OBJECTS) { - fn = _GLOBAL_CUSTOM_OBJECTS[functionName]; - } else { - fn = moduleObjects[functionName]; - if (fn == null) { - throw new ValueError(`Unknown ${printableModuleName}: ${identifier}. This may be due to one of the following reasons: -1. The ${printableModuleName} is defined in Python, in which case it needs to be ported to TensorFlow.js or your JavaScript code. -2. The custom ${printableModuleName} is defined in JavaScript, but is not registered properly with tf.serialization.registerClass().`); - } - } - return fn; - } else { - const config3 = identifier; - if (config3["className"] == null || config3["config"] == null) { - throw new ValueError(`${printableModuleName}: Improper config format: ${JSON.stringify(config3)}. -'className' and 'config' must set.`); - } - const className = config3["className"]; - let cls, fromConfig; - if (className in customObjects) { - [cls, fromConfig] = customObjects[className]; - } else if (className in _GLOBAL_CUSTOM_OBJECTS) { - [cls, fromConfig] = _GLOBAL_CUSTOM_OBJECTS["className"]; - } else if (className in moduleObjects) { - [cls, fromConfig] = moduleObjects[className]; - } - if (cls == null) { - throw new ValueError(`Unknown ${printableModuleName}: ${className}. This may be due to one of the following reasons: -1. The ${printableModuleName} is defined in Python, in which case it needs to be ported to TensorFlow.js or your JavaScript code. -2. The custom ${printableModuleName} is defined in JavaScript, but is not registered properly with tf.serialization.registerClass().`); - } - if (fromConfig != null) { - const customObjectsCombined = {}; - for (const key of Object.keys(_GLOBAL_CUSTOM_OBJECTS)) { - customObjectsCombined[key] = _GLOBAL_CUSTOM_OBJECTS[key]; - } - for (const key of Object.keys(customObjects)) { - customObjectsCombined[key] = customObjects[key]; - } - const nestedConfig = config3["config"]; - nestedConfig["customObjects"] = customObjectsCombined; - const backupCustomObjects = Object.assign({}, _GLOBAL_CUSTOM_OBJECTS); - for (const key of Object.keys(customObjects)) { - _GLOBAL_CUSTOM_OBJECTS[key] = customObjects[key]; - } - convertNDArrayScalarsInConfig(config3["config"]); - const returnObj = fromConfig(cls, config3["config"], customObjects, fastWeightInit); - _GLOBAL_CUSTOM_OBJECTS = Object.assign({}, backupCustomObjects); - return returnObj; - } else { - const backupCustomObjects = Object.assign({}, _GLOBAL_CUSTOM_OBJECTS); - for (const key of Object.keys(customObjects)) { - _GLOBAL_CUSTOM_OBJECTS[key] = customObjects[key]; - } - const returnObj = new cls(config3["config"]); - _GLOBAL_CUSTOM_OBJECTS = Object.assign({}, backupCustomObjects); - return returnObj; - } - } -} -function numberCompare(a, b) { - return a < b ? -1 : a > b ? 1 : 0; -} -function reverseNumberCompare(a, b) { - return -1 * numberCompare(a, b); -} -function unique4(xs) { - if (xs == null) { - return xs; - } - const out = []; - for (const x of xs) { - if (out.indexOf(x) === -1) { - out.push(x); - } - } - return out; -} -function isObjectEmpty(obj) { - if (obj == null) { - throw new ValueError(`Invalid value in obj: ${JSON.stringify(obj)}`); - } - for (const key in obj) { - if (obj.hasOwnProperty(key)) { - return false; - } - } - return true; -} -function checkStringTypeUnionValue(values, label, value) { - if (value == null) { - return; - } - if (values.indexOf(value) < 0) { - throw new ValueError(`${value} is not a valid ${label}. Valid values are ${values} or null/undefined.`); - } -} -function checkArrayTypeAndLength(x, expectedType, minLength = 0, maxLength = Infinity) { - assert2(minLength >= 0); - assert2(maxLength >= minLength); - return Array.isArray(x) && x.length >= minLength && x.length <= maxLength && x.every((e) => typeof e === expectedType); -} -function assertPositiveInteger(value, name) { - if (Array.isArray(value)) { - util_exports.assert(value.length > 0, () => `${name} is unexpectedly an empty array.`); - value.forEach((v, i) => assertPositiveInteger(v, `element ${i + 1} of ${name}`)); - } else { - util_exports.assert(Number.isInteger(value) && value > 0, () => `Expected ${name} to be a positive integer, but got ${formatAsFriendlyString(value)}.`); - } -} -function formatAsFriendlyString(value) { - if (value === null) { - return "null"; - } else if (Array.isArray(value)) { - return "[" + value.map((v) => formatAsFriendlyString(v)).join(",") + "]"; - } else if (typeof value === "string") { - return `"${value}"`; - } else { - return `${value}`; - } -} -function debounce(f, waitMs) { - let lastTime = util_exports.now(); - let lastResult; - const f2 = (...args) => { - const now22 = util_exports.now(); - if (now22 - lastTime < waitMs) { - return lastResult; - } - lastTime = now22; - lastResult = f(...args); - return lastResult; - }; - return f2; -} -function mapActivationToFusedKernel(activationName) { - if (activationName === "relu") { - return "relu"; - } - if (activationName === "linear") { - return "linear"; - } - if (activationName === "elu") { - return "elu"; - } - return null; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function calcL2Norms(w, axis) { - return tidy(() => sqrt(sum2(mul(w, w), axis, true))); -} -var Constraint = class extends serialization_exports.Serializable { - getConfig() { - return {}; - } -}; -var MaxNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultMaxValue = 2; - this.defaultAxis = 0; - this.maxValue = args.maxValue != null ? args.maxValue : this.defaultMaxValue; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => { - const norms = calcL2Norms(w, this.axis); - const desired = clipByValue(norms, 0, this.maxValue); - return mul(w, div(desired, add2(epsilon2(), norms))); - }); - } - getConfig() { - return {maxValue: this.maxValue, axis: this.axis}; - } -}; -MaxNorm.className = "MaxNorm"; -serialization_exports.registerClass(MaxNorm); -var UnitNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultAxis = 0; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => div(w, add2(epsilon2(), calcL2Norms(w, this.axis)))); - } - getConfig() { - return {axis: this.axis}; - } -}; -UnitNorm.className = "UnitNorm"; -serialization_exports.registerClass(UnitNorm); -var NonNeg = class extends Constraint { - apply(w) { - return relu(w); - } -}; -NonNeg.className = "NonNeg"; -serialization_exports.registerClass(NonNeg); -var MinMaxNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultMinValue = 0; - this.defaultMaxValue = 1; - this.defaultRate = 1; - this.defaultAxis = 0; - this.minValue = args.minValue != null ? args.minValue : this.defaultMinValue; - this.maxValue = args.maxValue != null ? args.maxValue : this.defaultMaxValue; - this.rate = args.rate != null ? args.rate : this.defaultRate; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => { - const norms = calcL2Norms(w, this.axis); - const desired = add2(mul(this.rate, clipByValue(norms, this.minValue, this.maxValue)), mul(1 - this.rate, norms)); - return mul(w, div(desired, add2(epsilon2(), norms))); - }); - } - getConfig() { - return { - minValue: this.minValue, - maxValue: this.maxValue, - rate: this.rate, - axis: this.axis - }; - } -}; -MinMaxNorm.className = "MinMaxNorm"; -serialization_exports.registerClass(MinMaxNorm); -var CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - maxNorm: "MaxNorm", - minMaxNorm: "MinMaxNorm", - nonNeg: "NonNeg", - unitNorm: "UnitNorm" -}; -function serializeConstraint(constraint) { - return serializeKerasObject(constraint); -} -function deserializeConstraint(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "constraint"); -} -function getConstraint(identifier) { - if (identifier == null) { - return null; - } - if (typeof identifier === "string") { - const className = identifier in CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP ? CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - const config3 = {className, config: {}}; - return deserializeConstraint(config3); - } else if (identifier instanceof Constraint) { - return identifier; - } else { - return deserializeConstraint(identifier); - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function maxNorm(args) { - return new MaxNorm(args); -} -function unitNorm(args) { - return new UnitNorm(args); -} -function nonNeg() { - return new NonNeg(); -} -function minMaxNorm(config3) { - return new MinMaxNorm(config3); -} -var exports_initializers_exports = {}; -__export2(exports_initializers_exports, { - constant: () => constant, - glorotNormal: () => glorotNormal, - glorotUniform: () => glorotUniform, - heNormal: () => heNormal, - heUniform: () => heUniform, - identity: () => identity4, - leCunNormal: () => leCunNormal, - leCunUniform: () => leCunUniform, - ones: () => ones3, - orthogonal: () => orthogonal, - randomNormal: () => randomNormal3, - randomUniform: () => randomUniform2, - truncatedNormal: () => truncatedNormal2, - varianceScaling: () => varianceScaling, - zeros: () => zeros3 -}); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var VALID_DATA_FORMAT_VALUES = ["channelsFirst", "channelsLast"]; -var VALID_INTERPOLATION_FORMAT_VALUES = ["nearest", "bilinear"]; -var VALID_PADDING_MODE_VALUES = ["valid", "same", "causal"]; -var VALID_POOL_MODE_VALUES = ["max", "avg"]; -var VALID_BIDIRECTIONAL_MERGE_MODES = ["sum", "mul", "concat", "ave"]; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var nameMap = new Map(); -function checkDataFormat(value) { - checkStringTypeUnionValue(VALID_DATA_FORMAT_VALUES, "DataFormat", value); -} -function checkInterpolationFormat(value) { - checkStringTypeUnionValue(VALID_INTERPOLATION_FORMAT_VALUES, "InterpolationFormat", value); -} -function checkPaddingMode(value) { - checkStringTypeUnionValue(VALID_PADDING_MODE_VALUES, "PaddingMode", value); -} -function checkPoolMode(value) { - checkStringTypeUnionValue(VALID_POOL_MODE_VALUES, "PoolMode", value); -} -var _nameScopeStack = []; -var _nameScopeDivider = "/"; -function nameScope(name, fn) { - _nameScopeStack.push(name); - try { - const val = fn(); - _nameScopeStack.pop(); - return val; - } catch (e) { - _nameScopeStack.pop(); - throw e; - } -} -function currentNameScopePrefix() { - if (_nameScopeStack.length === 0) { - return ""; - } else { - return _nameScopeStack.join(_nameScopeDivider) + _nameScopeDivider; - } -} -function getScopedTensorName(tensorName) { - if (!isValidTensorName(tensorName)) { - throw new Error("Not a valid tensor name: '" + tensorName + "'"); - } - return currentNameScopePrefix() + tensorName; -} -function getUniqueTensorName(scopedName) { - if (!isValidTensorName(scopedName)) { - throw new Error("Not a valid tensor name: '" + scopedName + "'"); - } - if (!nameMap.has(scopedName)) { - nameMap.set(scopedName, 0); - } - const index = nameMap.get(scopedName); - nameMap.set(scopedName, nameMap.get(scopedName) + 1); - if (index > 0) { - const result = `${scopedName}_${index}`; - nameMap.set(result, 1); - return result; - } else { - return scopedName; - } -} -var tensorNameRegex = new RegExp(/^[A-Za-z0-9][-A-Za-z0-9\._\/]*$/); -function isValidTensorName(name) { - return !!name.match(tensorNameRegex); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function isInteger(x) { - return x === parseInt(x.toString(), 10); -} -function arrayProd(array2, begin, end) { - if (begin == null) { - begin = 0; - } - if (end == null) { - end = array2.length; - } - let prod5 = 1; - for (let i = begin; i < end; ++i) { - prod5 *= array2[i]; - } - return prod5; -} -function toArray1D(array2) { - array2 = Array.isArray(array2) ? new Float32Array(array2) : array2; - return tensor1d(array2); -} -function min5(array2) { - return min(toArray1D(array2)).dataSync()[0]; -} -function max5(array2) { - return max(toArray1D(array2)).dataSync()[0]; -} -function range5(begin, end) { - if (end < begin) { - throw new ValueError(`end (${end}) < begin (${begin}) is forbidden.`); - } - const out = []; - for (let i = begin; i < end; ++i) { - out.push(i); - } - return out; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function cast5(x, dtype) { - return x.asType(dtype); -} -function expandDims5(x, axis = -1) { - const outShape = x.shape.slice(); - if (axis < 0) { - axis = outShape.length + axis + 1; - } - outShape.splice(axis, 0, 1); - return x.reshape(outShape); -} -function repeat(x, n) { - return tidy(() => { - if (x.shape.length !== 2) { - throw new ValueError(`repeat() expects a rank-2 tensor, but received a rank-${x.shape.length} tensor.`); - } - const y = expandDims5(x, 1); - return tile5(y, [1, n, 1]); - }); -} -function flatten2(x) { - const newShape = [arrayProd(x.shape)]; - return x.reshape(newShape); -} -function batchFlatten(x) { - if (x.rank <= 1) { - throw new ValueError(`batchFlatten requires a minimum rank of 2. Got rank: ${x.rank}.`); - } - const newShape = [x.shape[0], arrayProd(x.shape, 1)]; - return x.reshape(newShape); -} -function sliceAlongFirstAxis(array2, start, size) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - return slice2d(array2, [start, 0], [size, array2.shape[1]]); - case 3: - return slice3d(array2, [start, 0, 0], [size, array2.shape[1], array2.shape[2]]); - case 4: - return slice4d(array2, [start, 0, 0, 0], [size, array2.shape[1], array2.shape[2], array2.shape[3]]); - case 5: - return slice(array2, [start, 0, 0, 0, 0], [ - size, - array2.shape[1], - array2.shape[2], - array2.shape[3], - array2.shape[4] - ]); - case 6: - return slice(array2, [start, 0, 0, 0, 0, 0], [ - size, - array2.shape[1], - array2.shape[2], - array2.shape[3], - array2.shape[4], - array2.shape[5] - ]); - default: - throw new ValueError(`sliceAlongFirstAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); -} -function sliceAlongLastAxis(array2, start, size) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - return slice2d(array2, [0, start], [array2.shape[0], size]); - case 3: - return slice3d(array2, [0, 0, start], [array2.shape[0], array2.shape[1], size]); - case 4: - return slice4d(array2, [0, 0, 0, start], [array2.shape[0], array2.shape[1], array2.shape[2], size]); - default: - throw new ValueError(`sliceAlongLastAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); -} -function sliceAlongAxis(array2, start, size, axis) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - case 3: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return slice3d(array2, [0, start, 0], [array2.shape[0], size, array2.shape[2]]); - case 3: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - case 4: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return slice4d(array2, [0, start, 0, 0], [array2.shape[0], size, array2.shape[2], array2.shape[3]]); - case 3: - return slice4d(array2, [0, 0, start, 0], [array2.shape[0], array2.shape[1], size, array2.shape[3]]); - case 4: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - default: - throw new ValueError(`sliceAlongLastAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); -} -function concatenate(tensors, axis = -1) { - let rank; - if (axis < 0) { - rank = tensors[0].rank; - if (rank !== 0) { - axis = rank; - } else { - axis = 0; - } - } - if (axis === tensors[0].rank) { - axis = -1; - } - return concat(tensors, axis); -} -function concatAlongFirstAxis(a, b) { - switch (a.rank) { - case 1: - return concat1d([a, b]); - case 2: - return concat2d([a, b], 0); - case 3: - return concat3d([a, b], 0); - case 4: - return concat4d([a, b], 0); - default: - throw new ValueError(`concatAlongFirstAxis() received an unsupported tensor rank: ${a.rank}`); - } -} -function tile5(x, n) { - if (!Array.isArray(n)) { - n = [n]; - } - if (x.rank !== n.length) { - throw new ValueError(`The length of input n (${n.length}) does not match the number of dimensions in input x (${x.rank})`); - } - return tile(x, n); -} -function randomNormal2(shape, mean4 = 0, stddev = 1, dtype, seed) { - return randomNormal(shape, mean4, stddev, dtype, seed); -} -function dot2(a, b, activation2, bias) { - if (a.rank < 2 || b.rank < 2) { - throw new NotImplementedError(`dot requires both inputs to be rank >= 2 but got x shape = ${a.shape} and y shape = ${b.shape}`); - } - if (b.rank >= 3) { - const xLastDim = a.shape.slice(-1)[0]; - const ySecondLastDim = b.shape.slice(-2)[0]; - if (xLastDim !== ySecondLastDim) { - throw new NotImplementedError(`If rank y >= 3, then the second last dim of y must equal the last dim of x but got x shape = ${a.shape} and y shape = ${b.shape}`); - } - } - if (a.rank === 2 && b.rank === 2) { - const transposeA = false; - const transposeB = false; - return fused_ops_exports.matMul({ - a, - b, - transposeA, - transposeB, - bias: bias ? reshapeBias(a.rank, bias, imageDataFormat()) : null, - activation: activation2 - }); - } else { - const aFirstDims = a.shape.slice(); - const aLastDim = aFirstDims.pop(); - a = a.reshape([-1, aLastDim]); - const bShape = b.shape.slice(); - const bLastDim = bShape.pop(); - const ySecondLastDim = bShape.pop(); - const yOtherDims = [...bShape, bLastDim]; - const perm = Array.from({length: b.rank}, (_, i) => { - if (i === 0) { - return b.rank - 2; - } else if (i <= b.rank - 2) { - return i - 1; - } - return i; - }); - b = b.transpose(perm).reshape([ySecondLastDim, -1]); - const outputShape = [...aFirstDims, ...yOtherDims]; - const transposeA = false; - const transposeB = false; - return fused_ops_exports.matMul({ - a, - b, - transposeA, - transposeB, - bias: bias ? reshapeBias(a.rank, bias, imageDataFormat()) : null, - activation: activation2 - }).reshape(outputShape); - } -} -function gather2(reference, indices, axis) { - return tidy(() => { - if (Array.isArray(indices)) { - indices = tensor1d(indices, "int32"); - } else { - indices = indices.toInt(); - } - return gather(reference, indices, axis); - }); -} -function square3(x) { - return mul(x, x); -} -function reshapeBias(xRank, bias, dataFormat) { - const biasShape = bias.shape; - if (bias.rank !== 1 && bias.rank !== xRank) { - throw new ValueError(`Unexpected bias dimensions: ${bias.rank}; expected it to be 1 or ${xRank}`); - } - if (xRank === 5) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1, 1, 1]); - } else { - return bias.reshape([1, biasShape[3], biasShape[0], biasShape[1], biasShape[2]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, 1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank === 4) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1, 1]); - } else { - return bias.reshape([1, biasShape[2], biasShape[0], biasShape[1]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank === 3) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1]); - } else { - return bias.reshape([1, biasShape[1], biasShape[0]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank < 3) { - return bias; - } - throw new ValueError(`Unsupported input rank by biasAdd: ${bias.rank}`); -} -function biasAdd(x, bias, dataFormat) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - return x.add(reshapeBias(x.rank, bias, dataFormat)); - }); -} -function elu4(x, alpha = 1) { - if (alpha !== 1) { - throw new NotImplementedError(`Support for alpha values other than 1 (${alpha}) is not implemented yet.`); - } - return elu(x); -} -function softsign(x) { - return tidy(() => div(x, abs(x).add(1))); -} -function dropout2(x, level, noiseShape, seed) { - return tidy(() => dropout(x, level, noiseShape, seed)); -} -function hardSigmoid(x) { - return tidy(() => { - const y = add2(0.5, mul(0.2, x)); - return clipByValue(y, 0, 1); - }); -} -function inTrainPhase(x, alt, training = false) { - return training ? x() : alt(); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var VALID_FAN_MODE_VALUES = ["fanIn", "fanOut", "fanAvg"]; -var VALID_DISTRIBUTION_VALUES = ["normal", "uniform", "truncatedNormal"]; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function checkFanMode(value) { - checkStringTypeUnionValue(VALID_FAN_MODE_VALUES, "FanMode", value); -} -function checkDistribution(value) { - checkStringTypeUnionValue(VALID_DISTRIBUTION_VALUES, "Distribution", value); -} -var Initializer = class extends serialization_exports.Serializable { - fromConfigUsesCustomObjects() { - return false; - } - getConfig() { - return {}; - } -}; -var Zeros = class extends Initializer { - apply(shape, dtype) { - return zeros(shape, dtype); - } -}; -Zeros.className = "Zeros"; -serialization_exports.registerClass(Zeros); -var Ones = class extends Initializer { - apply(shape, dtype) { - return ones2(shape, dtype); - } -}; -Ones.className = "Ones"; -serialization_exports.registerClass(Ones); -var Constant = class extends Initializer { - constructor(args) { - super(); - if (typeof args !== "object") { - throw new ValueError(`Expected argument of type ConstantConfig but got ${args}`); - } - if (args.value === void 0) { - throw new ValueError(`config must have value set but got ${args}`); - } - this.value = args.value; - } - apply(shape, dtype) { - return tidy(() => mul(scalar(this.value), ones2(shape, dtype))); - } - getConfig() { - return { - value: this.value - }; - } -}; -Constant.className = "Constant"; -serialization_exports.registerClass(Constant); -var RandomUniform = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MINVAL = -0.05; - this.DEFAULT_MAXVAL = 0.05; - this.minval = args.minval || this.DEFAULT_MINVAL; - this.maxval = args.maxval || this.DEFAULT_MAXVAL; - this.seed = args.seed; - } - apply(shape, dtype) { - return randomUniform(shape, this.minval, this.maxval, dtype); - } - getConfig() { - return {minval: this.minval, maxval: this.maxval, seed: this.seed}; - } -}; -RandomUniform.className = "RandomUniform"; -serialization_exports.registerClass(RandomUniform); -var RandomNormal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MEAN = 0; - this.DEFAULT_STDDEV = 0.05; - this.mean = args.mean || this.DEFAULT_MEAN; - this.stddev = args.stddev || this.DEFAULT_STDDEV; - this.seed = args.seed; - } - apply(shape, dtype) { - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`randomNormal does not support dType ${dtype}.`); - } - return randomNormal2(shape, this.mean, this.stddev, dtype, this.seed); - } - getConfig() { - return {mean: this.mean, stddev: this.stddev, seed: this.seed}; - } -}; -RandomNormal.className = "RandomNormal"; -serialization_exports.registerClass(RandomNormal); -var TruncatedNormal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MEAN = 0; - this.DEFAULT_STDDEV = 0.05; - this.mean = args.mean || this.DEFAULT_MEAN; - this.stddev = args.stddev || this.DEFAULT_STDDEV; - this.seed = args.seed; - } - apply(shape, dtype) { - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`truncatedNormal does not support dType ${dtype}.`); - } - return truncatedNormal(shape, this.mean, this.stddev, dtype, this.seed); - } - getConfig() { - return {mean: this.mean, stddev: this.stddev, seed: this.seed}; - } -}; -TruncatedNormal.className = "TruncatedNormal"; -serialization_exports.registerClass(TruncatedNormal); -var Identity2 = class extends Initializer { - constructor(args) { - super(); - this.gain = args.gain != null ? args.gain : 1; - } - apply(shape, dtype) { - return tidy(() => { - if (shape.length !== 2 || shape[0] !== shape[1]) { - throw new ValueError("Identity matrix initializer can only be used for 2D square matrices."); - } else { - return mul(this.gain, eye(shape[0])); - } - }); - } - getConfig() { - return {gain: this.gain}; - } -}; -Identity2.className = "Identity"; -serialization_exports.registerClass(Identity2); -function computeFans(shape, dataFormat = "channelsLast") { - let fanIn; - let fanOut; - checkDataFormat(dataFormat); - if (shape.length === 2) { - fanIn = shape[0]; - fanOut = shape[1]; - } else if ([3, 4, 5].indexOf(shape.length) !== -1) { - if (dataFormat === "channelsFirst") { - const receptiveFieldSize = arrayProd(shape, 2); - fanIn = shape[1] * receptiveFieldSize; - fanOut = shape[0] * receptiveFieldSize; - } else if (dataFormat === "channelsLast") { - const receptiveFieldSize = arrayProd(shape, 0, shape.length - 2); - fanIn = shape[shape.length - 2] * receptiveFieldSize; - fanOut = shape[shape.length - 1] * receptiveFieldSize; - } - } else { - const shapeProd = arrayProd(shape); - fanIn = Math.sqrt(shapeProd); - fanOut = Math.sqrt(shapeProd); - } - return [fanIn, fanOut]; -} -var VarianceScaling = class extends Initializer { - constructor(args) { - super(); - if (args.scale < 0) { - throw new ValueError(`scale must be a positive float. Got: ${args.scale}`); - } - this.scale = args.scale == null ? 1 : args.scale; - this.mode = args.mode == null ? "fanIn" : args.mode; - checkFanMode(this.mode); - this.distribution = args.distribution == null ? "normal" : args.distribution; - checkDistribution(this.distribution); - this.seed = args.seed; - } - apply(shape, dtype) { - const fans = computeFans(shape); - const fanIn = fans[0]; - const fanOut = fans[1]; - let scale2 = this.scale; - if (this.mode === "fanIn") { - scale2 /= Math.max(1, fanIn); - } else if (this.mode === "fanOut") { - scale2 /= Math.max(1, fanOut); - } else { - scale2 /= Math.max(1, (fanIn + fanOut) / 2); - } - if (this.distribution === "normal") { - const stddev = Math.sqrt(scale2); - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`${this.getClassName()} does not support dType ${dtype}.`); - } - return truncatedNormal(shape, 0, stddev, dtype, this.seed); - } else { - const limit = Math.sqrt(3 * scale2); - return randomUniform(shape, -limit, limit, dtype); - } - } - getConfig() { - return { - scale: this.scale, - mode: this.mode, - distribution: this.distribution, - seed: this.seed - }; - } -}; -VarianceScaling.className = "VarianceScaling"; -serialization_exports.registerClass(VarianceScaling); -var GlorotUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanAvg", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -GlorotUniform.className = "GlorotUniform"; -serialization_exports.registerClass(GlorotUniform); -var GlorotNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanAvg", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -GlorotNormal.className = "GlorotNormal"; -serialization_exports.registerClass(GlorotNormal); -var HeNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 2, - mode: "fanIn", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -HeNormal.className = "HeNormal"; -serialization_exports.registerClass(HeNormal); -var HeUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 2, - mode: "fanIn", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -HeUniform.className = "HeUniform"; -serialization_exports.registerClass(HeUniform); -var LeCunNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanIn", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -LeCunNormal.className = "LeCunNormal"; -serialization_exports.registerClass(LeCunNormal); -var LeCunUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanIn", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } -}; -LeCunUniform.className = "LeCunNormal"; -serialization_exports.registerClass(LeCunUniform); -var Orthogonal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_GAIN = 1; - this.gain = args.gain == null ? this.DEFAULT_GAIN : args.gain; - this.seed = args.seed; - if (this.seed != null) { - throw new NotImplementedError("Random seed is not implemented for Orthogonal Initializer yet."); - } - } - apply(shape, dtype) { - return tidy(() => { - if (shape.length < 2) { - throw new NotImplementedError("Shape must be at least 2D."); - } - if (shape[0] * shape[1] > 2e3) { - console.warn(`Orthogonal initializer is being called on a matrix with more than 2000 (${shape[0] * shape[1]}) elements: Slowness may result.`); - } - const normalizedShape = shape[0] > shape[1] ? [shape[1], shape[0]] : shape; - const a = randomNormal2(normalizedShape, 0, 1, "float32"); - let q = linalg.gramSchmidt(a); - if (shape[0] > shape[1]) { - q = q.transpose(); - } - return mul(this.gain, q); - }); - } - getConfig() { - return { - gain: this.gain, - seed: this.seed - }; - } -}; -Orthogonal.className = "Orthogonal"; -serialization_exports.registerClass(Orthogonal); -var INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - constant: "Constant", - glorotNormal: "GlorotNormal", - glorotUniform: "GlorotUniform", - heNormal: "HeNormal", - heUniform: "HeUniform", - identity: "Identity", - leCunNormal: "LeCunNormal", - leCunUniform: "LeCunUniform", - ones: "Ones", - orthogonal: "Orthogonal", - randomNormal: "RandomNormal", - randomUniform: "RandomUniform", - truncatedNormal: "TruncatedNormal", - varianceScaling: "VarianceScaling", - zeros: "Zeros" -}; -function deserializeInitializer(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "initializer"); -} -function serializeInitializer(initializer) { - return serializeKerasObject(initializer); -} -function getInitializer(identifier) { - if (typeof identifier === "string") { - const className = identifier in INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP ? INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - if (className === "GlorotNormal") { - return new GlorotNormal(); - } else if (className === "GlorotUniform") { - return new GlorotUniform(); - } else if (className === "HeNormal") { - return new HeNormal(); - } else if (className === "HeUniform") { - return new HeUniform(); - } else if (className === "LeCunNormal") { - return new LeCunNormal(); - } else if (className === "LeCunUniform") { - return new LeCunUniform(); - } else { - const config3 = {}; - config3["className"] = className; - config3["config"] = {}; - return deserializeInitializer(config3); - } - } else if (identifier instanceof Initializer) { - return identifier; - } else { - return deserializeInitializer(identifier); - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function zeros3() { - return new Zeros(); -} -function ones3() { - return new Ones(); -} -function constant(args) { - return new Constant(args); -} -function randomUniform2(args) { - return new RandomUniform(args); -} -function randomNormal3(args) { - return new RandomNormal(args); -} -function truncatedNormal2(args) { - return new TruncatedNormal(args); -} -function identity4(args) { - return new Identity2(args); -} -function varianceScaling(config3) { - return new VarianceScaling(config3); -} -function glorotUniform(args) { - return new GlorotUniform(args); -} -function glorotNormal(args) { - return new GlorotNormal(args); -} -function heNormal(args) { - return new HeNormal(args); -} -function heUniform(args) { - return new HeUniform(args); -} -function leCunNormal(args) { - return new LeCunNormal(args); -} -function leCunUniform(args) { - return new LeCunUniform(args); -} -function orthogonal(args) { - return new Orthogonal(args); -} -var exports_layers_exports = {}; -__export2(exports_layers_exports, { - Layer: () => Layer, - RNN: () => RNN, - RNNCell: () => RNNCell, - activation: () => activation, - add: () => add4, - alphaDropout: () => alphaDropout, - average: () => average, - averagePooling1d: () => averagePooling1d, - averagePooling2d: () => averagePooling2d, - averagePooling3d: () => averagePooling3d, - avgPool1d: () => avgPool1d, - avgPool2d: () => avgPool2d, - avgPool3d: () => avgPool3d2, - avgPooling1d: () => avgPooling1d, - avgPooling2d: () => avgPooling2d, - avgPooling3d: () => avgPooling3d, - batchNormalization: () => batchNormalization2, - bidirectional: () => bidirectional, - concatenate: () => concatenate2, - conv1d: () => conv1d2, - conv2d: () => conv2d5, - conv2dTranspose: () => conv2dTranspose2, - conv3d: () => conv3d2, - convLstm2d: () => convLstm2d, - convLstm2dCell: () => convLstm2dCell, - cropping2D: () => cropping2D, - dense: () => dense, - depthwiseConv2d: () => depthwiseConv2d5, - dot: () => dot3, - dropout: () => dropout3, - elu: () => elu5, - embedding: () => embedding, - flatten: () => flatten3, - gaussianDropout: () => gaussianDropout, - gaussianNoise: () => gaussianNoise, - globalAveragePooling1d: () => globalAveragePooling1d, - globalAveragePooling2d: () => globalAveragePooling2d, - globalMaxPool1d: () => globalMaxPool1d, - globalMaxPool2d: () => globalMaxPool2d, - globalMaxPooling1d: () => globalMaxPooling1d, - globalMaxPooling2d: () => globalMaxPooling2d, - gru: () => gru, - gruCell: () => gruCell, - input: () => input, - inputLayer: () => inputLayer, - layerNormalization: () => layerNormalization, - leakyReLU: () => leakyReLU, - lstm: () => lstm, - lstmCell: () => lstmCell, - masking: () => masking, - maxPool1d: () => maxPool1d, - maxPool2d: () => maxPool2d, - maxPooling1d: () => maxPooling1d, - maxPooling2d: () => maxPooling2d, - maxPooling3d: () => maxPooling3d, - maximum: () => maximum4, - minimum: () => minimum4, - multiply: () => multiply3, - permute: () => permute, - prelu: () => prelu5, - reLU: () => reLU, - repeatVector: () => repeatVector, - reshape: () => reshape5, - rnn: () => rnn2, - separableConv2d: () => separableConv2d2, - simpleRNN: () => simpleRNN, - simpleRNNCell: () => simpleRNNCell, - softmax: () => softmax5, - spatialDropout1d: () => spatialDropout1d, - stackedRNNCells: () => stackedRNNCells, - thresholdedReLU: () => thresholdedReLU, - timeDistributed: () => timeDistributed, - upSampling2d: () => upSampling2d, - zeroPadding2d: () => zeroPadding2d -}); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var _nextUniqueTensorId = 0; -function getNextUniqueTensorId() { - return _nextUniqueTensorId++; -} -var _uidPrefixes = {}; -function getUid(prefix = "") { - if (!(prefix in _uidPrefixes)) { - _uidPrefixes[prefix] = 0; - } - _uidPrefixes[prefix] += 1; - return prefix + _uidPrefixes[prefix].toString(); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function isArrayOfShapes(x) { - return Array.isArray(x) && Array.isArray(x[0]); -} -function normalizeShapeList(x) { - if (x.length === 0) { - return []; - } - if (!Array.isArray(x[0])) { - return [x]; - } - return x; -} -function getExactlyOneTensor(xs) { - let x; - if (Array.isArray(xs)) { - if (xs.length !== 1) { - throw new ValueError(`Expected Tensor length to be 1; got ${xs.length}`); - } - x = xs[0]; - } else { - x = xs; - } - return x; -} -function getExactlyOneShape(shapes) { - if (Array.isArray(shapes) && Array.isArray(shapes[0])) { - if (shapes.length === 1) { - shapes = shapes; - return shapes[0]; - } else { - throw new ValueError(`Expected exactly 1 Shape; got ${shapes.length}`); - } - } else { - return shapes; - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function countParamsInWeights(weights) { - let count2 = 0; - for (const weight of weights) { - if (weight.shape.length === 0) { - count2 += 1; - } else { - count2 += weight.shape.reduce((a, b) => a * b); - } - } - return count2; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var DEFAULT_VARIABLE_NAME_PREFIX = "Variable"; -var LayerVariable = class { - constructor(val, dtype = "float32", name = DEFAULT_VARIABLE_NAME_PREFIX, trainable = true, constraint = null) { - this.dtype = dtype == null ? "float32" : dtype; - this.shape = val.shape; - this.id = getNextUniqueTensorId(); - name = name == null ? DEFAULT_VARIABLE_NAME_PREFIX : name; - this.originalName = getScopedTensorName(name); - this.name = getUniqueTensorName(this.originalName); - this.trainable_ = trainable; - this.constraint = constraint; - this.val = variable(val, this.trainable_, this.name, this.dtype); - } - read() { - this.assertNotDisposed(); - return this.val; - } - write(newVal) { - this.assertNotDisposed(); - checkShapesMatch(this.val, newVal); - if (this.val.id !== newVal.id) { - this.val.assign(newVal); - if (this.constraint != null) { - this.val.assign(this.constraint.apply(this.val)); - } - } - return this; - } - dispose() { - this.assertNotDisposed(); - this.val.dispose(); - } - assertNotDisposed() { - if (this.val.isDisposed) { - throw new Error(`LayersVariable ${this.name} is already disposed.`); - } - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this.trainable_ = trainable; - this.val.trainable = trainable; - } -}; -function checkShapesMatch(x, y) { - if (x.shape.toString() !== y.shape.toString()) { - throw new Error("Shape mismatch: " + JSON.stringify(x.shape) + " vs. " + JSON.stringify(y.shape)); - } -} -function batchGetValue(xs) { - return xs.map((x) => x.read()); -} -function batchSetValue(variablesAndValues) { - variablesAndValues.forEach((variableAndValue) => { - const variable2 = variableAndValue[0]; - variable2.write(variableAndValue[1]); - }); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var InputSpec = class { - constructor(args) { - this.dtype = args.dtype; - this.shape = args.shape; - if (args.shape != null) { - this.ndim = args.shape.length; - } else { - this.ndim = args.ndim; - } - this.maxNDim = args.maxNDim; - this.minNDim = args.minNDim; - this.axes = args.axes || {}; - } -}; -var SymbolicTensor = class { - constructor(dtype, shape, sourceLayer, inputs, callArgs, name, outputTensorIndex) { - this.dtype = dtype; - this.shape = shape; - this.sourceLayer = sourceLayer; - this.inputs = inputs; - this.callArgs = callArgs; - this.outputTensorIndex = outputTensorIndex; - this.id = getNextUniqueTensorId(); - if (name != null) { - this.originalName = getScopedTensorName(name); - this.name = getUniqueTensorName(this.originalName); - } - this.rank = shape.length; - } -}; -var _nextNodeID = 0; -var Node = class { - constructor(args, callArgs) { - this.callArgs = callArgs; - this.id = _nextNodeID++; - this.outboundLayer = args.outboundLayer; - this.inboundLayers = args.inboundLayers; - this.nodeIndices = args.nodeIndices; - this.tensorIndices = args.tensorIndices; - this.inputTensors = args.inputTensors; - this.outputTensors = args.outputTensors; - this.inputMasks = args.inputMasks; - this.outputMasks = args.outputMasks; - this.inputShapes = args.inputShapes; - this.outputShapes = args.outputShapes; - for (const layer of args.inboundLayers) { - if (layer != null) { - layer.outboundNodes.push(this); - } - } - args.outboundLayer.inboundNodes.push(this); - } - getConfig() { - const inboundNames = []; - for (const layer of this.inboundLayers) { - if (layer != null) { - inboundNames.push(layer.name); - } else { - inboundNames.push(null); - } - } - return { - outboundLayer: this.outboundLayer ? this.outboundLayer.name : null, - inboundLayers: inboundNames, - nodeIndices: this.nodeIndices, - tensorIndices: this.tensorIndices - }; - } -}; -var _nextLayerID = 0; -var Layer = class extends serialization_exports.Serializable { - constructor(args = {}) { - super(); - this._callHook = null; - this._addedWeightNames = []; - this._stateful = false; - this.id = _nextLayerID++; - this.activityRegularizer = null; - this.inputSpec = null; - this.supportsMasking = false; - this._trainableWeights = []; - this._nonTrainableWeights = []; - this._losses = []; - this._updates = []; - this._built = false; - this.inboundNodes = []; - this.outboundNodes = []; - let name = args.name; - if (!name) { - const prefix = this.getClassName(); - name = toSnakeCase(prefix) + "_" + getUid(prefix); - } - this.name = name; - this.trainable_ = args.trainable == null ? true : args.trainable; - if (args.inputShape != null || args.batchInputShape != null) { - let batchInputShape; - if (args.batchInputShape != null) { - batchInputShape = args.batchInputShape; - } else if (args.inputShape != null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - batchInputShape = [batchSize].concat(args.inputShape); - } - this.batchInputShape = batchInputShape; - let dtype = args.dtype; - if (dtype == null) { - dtype = args.inputDType; - } - if (dtype == null) { - dtype = "float32"; - } - this.dtype = dtype; - } - if (args.weights != null) { - this.initialWeights = args.weights; - } else { - this.initialWeights = null; - } - this._refCount = null; - this.fastWeightInitDuringBuild = false; - } - static nodeKey(layer, nodeIndex) { - return layer.name + "_ib-" + nodeIndex.toString(); - } - getNodeAtIndex(nodeIndex, attrName) { - if (this.inboundNodes.length === 0) { - throw new RuntimeError(`The layer has never been called and thus has no defined ${attrName}.`); - } - if (this.inboundNodes.length <= nodeIndex) { - throw new ValueError(`Asked to get ${attrName} at node ${nodeIndex}, but the layer has only ${this.inboundNodes.length} inbound nodes.`); - } - return this.inboundNodes[nodeIndex]; - } - getInputAt(nodeIndex) { - return singletonOrArray(this.getNodeAtIndex(nodeIndex, "input").inputTensors); - } - getOutputAt(nodeIndex) { - return singletonOrArray(this.getNodeAtIndex(nodeIndex, "output").outputTensors); - } - get input() { - if (this.inboundNodes.length > 1) { - throw new AttributeError(`Layer ${this.name} has multiple inbound nodes, hence the notion of "layer input" is ill-defined. Use \`getInputAt(nodeIndex)\` instead.`); - } else if (this.inboundNodes.length === 0) { - throw new AttributeError(`Layer ${this.name} is not connected, no input to return.`); - } - return singletonOrArray(this.getNodeAtIndex(0, "input").inputTensors); - } - get output() { - if (this.inboundNodes.length === 0) { - throw new AttributeError(`Layer ${this.name} has no inbound nodes.`); - } - if (this.inboundNodes.length > 1) { - throw new AttributeError(`Layer ${this.name} has multiple inbound nodes, hence the notion of "layer output" is ill-defined. Use \`getOutputAt(nodeIndex)\` instead.`); - } - return singletonOrArray(this.getNodeAtIndex(0, "output").outputTensors); - } - get losses() { - return this._losses; - } - calculateLosses() { - return this.losses.map((lossFn) => lossFn()); - } - get updates() { - return this._updates; - } - get built() { - return this._built; - } - set built(built) { - this._built = built; - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this._trainableWeights.forEach((w) => w.trainable = trainable); - this.trainable_ = trainable; - } - get trainableWeights() { - if (this.trainable_) { - return this._trainableWeights.filter((w) => w.trainable); - } else { - return []; - } - } - set trainableWeights(weights) { - this._trainableWeights = weights; - } - get nonTrainableWeights() { - if (this.trainable) { - return this._trainableWeights.filter((w) => !w.trainable).concat(this._nonTrainableWeights); - } else { - return this._trainableWeights.concat(this._nonTrainableWeights); - } - } - set nonTrainableWeights(weights) { - this._nonTrainableWeights = weights; - } - get weights() { - return this.trainableWeights.concat(this.nonTrainableWeights); - } - get stateful() { - return this._stateful; - } - resetStates() { - if (!this.stateful) { - throw new Error("Cannot call the resetStates() method of a non-stateful Layer object."); - } - } - assertInputCompatibility(inputs) { - inputs = toList(inputs); - if (this.inputSpec == null || this.inputSpec.length === 0) { - return; - } - const inputSpec = toList(this.inputSpec); - if (inputs.length !== inputSpec.length) { - throw new ValueError(`Layer ${this.name} expects ${inputSpec.length} inputs, but it received ${inputs.length} input tensors. Input received: ${inputs}`); - } - for (let inputIndex = 0; inputIndex < inputs.length; inputIndex++) { - const x = inputs[inputIndex]; - const spec = inputSpec[inputIndex]; - if (spec == null) { - continue; - } - const ndim = x.rank; - if (spec.ndim != null) { - if (ndim !== spec.ndim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected ndim=${spec.ndim}, found ndim=${ndim}`); - } - } - if (spec.maxNDim != null) { - if (ndim > spec.maxNDim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected max_ndim=${spec.maxNDim}, found ndim=${ndim}`); - } - } - if (spec.minNDim != null) { - if (ndim < spec.minNDim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected min_ndim=${spec.minNDim}, found ndim=${ndim}.`); - } - } - if (spec.dtype != null) { - if (x.dtype !== spec.dtype) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name} : expected dtype=${spec.dtype}, found dtype=${x.dtype}.`); - } - } - if (spec.axes) { - const xShape = x.shape; - for (const key in spec.axes) { - const axis = Number(key); - const value = spec.axes[key]; - const xShapeAtAxis = axis >= 0 ? xShape[axis] : xShape[xShape.length + axis]; - if (value != null && [value, null].indexOf(xShapeAtAxis) === -1) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected axis ${axis} of input shape to have value ${value} but got shape ${xShape}.`); - } - } - } - if (spec.shape != null) { - for (let i = 0; i < spec.shape.length; ++i) { - const specDim = spec.shape[i]; - const dim = x.shape[i]; - if (specDim != null && dim != null) { - if (specDim !== dim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected shape=${spec.shape}, found shape=${x.shape}.`); - } - } - } - } - } - } - call(inputs, kwargs) { - return inputs; - } - invokeCallHook(inputs, kwargs) { - if (this._callHook != null) { - this._callHook(inputs, kwargs); - } - } - setCallHook(callHook) { - this._callHook = callHook; - } - clearCallHook() { - this._callHook = null; - } - apply(inputs, kwargs) { - kwargs = kwargs || {}; - this.assertNotDisposed(); - const inputsList = toList(inputs); - let allAreSymbolic = true; - for (const input2 of inputsList) { - if (!(input2 instanceof SymbolicTensor)) { - allAreSymbolic = false; - break; - } - } - let noneAreSymbolic = true; - for (const input2 of inputsList) { - if (input2 instanceof SymbolicTensor) { - noneAreSymbolic = false; - break; - } - } - if (allAreSymbolic === noneAreSymbolic) { - throw new ValueError("Arguments to apply() must be all SymbolicTensors or all Tensors"); - } - return nameScope(this.name, () => { - if (!this.built) { - this.assertInputCompatibility(inputs); - const inputShapes = []; - for (const xElem of toList(inputs)) { - inputShapes.push(xElem.shape); - } - this.build(singletonOrArray(inputShapes)); - this.built = true; - if (this.initialWeights) { - this.setWeights(this.initialWeights); - } - if (this._refCount === null && noneAreSymbolic) { - this._refCount = 1; - } - } - this.assertInputCompatibility(inputs); - if (noneAreSymbolic) { - let output = this.call(inputs, kwargs); - const outputList = toList(output); - const outputListCopy = []; - for (let x of outputList) { - if (inputsList.indexOf(x) !== -1) { - x = x.clone(); - } - outputListCopy.push(x); - } - output = singletonOrArray(outputListCopy); - if (this.activityRegularizer != null) { - throw new NotImplementedError("Layer invocation in the presence of activity regularizer(s) is not supported yet."); - } - return output; - } else { - const inputShape = collectInputShape(inputs); - const outputShape = this.computeOutputShape(inputShape); - let output; - const outputDType = guessOutputDType(inputs); - this.warnOnIncompatibleInputShape(Array.isArray(inputs) ? inputShape[0] : inputShape); - if (outputShape != null && outputShape.length > 0 && Array.isArray(outputShape[0])) { - output = outputShape.map((shape, index) => new SymbolicTensor(outputDType, shape, this, toList(inputs), kwargs, this.name, index)); - } else { - output = new SymbolicTensor(outputDType, outputShape, this, toList(inputs), kwargs, this.name); - } - this.addInboundNode(inputs, output, null, null, inputShape, outputShape, kwargs); - this._refCount++; - if (this.activityRegularizer != null) { - throw new NotImplementedError("Layer invocation in the presence of activity regularizer(s) is not supported yet."); - } - return output; - } - }); - } - warnOnIncompatibleInputShape(inputShape) { - if (this.batchInputShape == null) { - return; - } else if (inputShape.length !== this.batchInputShape.length) { - console.warn(`The rank of the input tensor provided (shape: ${JSON.stringify(inputShape)}) does not match that of the batchInputShape (${JSON.stringify(this.batchInputShape)}) of the layer ${this.name}`); - } else { - let dimMismatch = false; - this.batchInputShape.forEach((dimension, i) => { - if (dimension != null && inputShape[i] != null && inputShape[i] !== dimension) { - dimMismatch = true; - } - }); - if (dimMismatch) { - console.warn(`The shape of the input tensor (${JSON.stringify(inputShape)}) does not match the expectation of layer ${this.name}: ${JSON.stringify(this.batchInputShape)}`); - } - } - } - get outputShape() { - if (this.inboundNodes == null || this.inboundNodes.length === 0) { - throw new AttributeError(`The layer ${this.name} has never been called and thus has no defined output shape.`); - } - const allOutputShapes = []; - for (const node of this.inboundNodes) { - const shapeString = JSON.stringify(node.outputShapes); - if (allOutputShapes.indexOf(shapeString) === -1) { - allOutputShapes.push(shapeString); - } - } - if (allOutputShapes.length === 1) { - const outputShapes = this.inboundNodes[0].outputShapes; - if (Array.isArray(outputShapes) && Array.isArray(outputShapes[0]) && outputShapes.length === 1) { - return outputShapes[0]; - } else { - return outputShapes; - } - } else { - throw new AttributeError(`The layer ${this.name} has multiple inbound nodes with different output shapes. Hence the notion of "output shape" is ill-defined for the layer.`); - } - } - countParams() { - if (!this.built) { - throw new RuntimeError(`You tried to call countParams() on ${this.name}, but the layer is not built yet. Build it first by calling build(batchInputShape).`); - } - return countParamsInWeights(this.weights); - } - build(inputShape) { - this.built = true; - } - getWeights(trainableOnly = false) { - return batchGetValue(trainableOnly ? this.trainableWeights : this.weights); - } - setWeights(weights) { - tidy(() => { - const params = this.weights; - if (params.length !== weights.length) { - throw new ValueError(`You called setWeights(weights) on layer "${this.name}" with a weight list of length ${weights.length}, but the layer was expecting ${params.length} weights. Provided weights: ${weights}...`); - } - if (params.length === 0) { - return; - } - const weightValueTuples = []; - const paramValues = batchGetValue(params); - for (let i = 0; i < paramValues.length; ++i) { - const pv = paramValues[i]; - const p2 = params[i]; - const w = weights[i]; - if (!util_exports.arraysEqual(pv.shape, w.shape)) { - throw new ValueError(`Layer weight shape ${pv.shape} not compatible with provided weight shape ${w.shape}`); - } - weightValueTuples.push([p2, w]); - } - batchSetValue(weightValueTuples); - }); - } - addWeight(name, shape, dtype, initializer, regularizer, trainable, constraint) { - if (this._addedWeightNames.indexOf(name) !== -1) { - throw new ValueError(`Duplicate weight name ${name} for layer ${this.name}`); - } - this._addedWeightNames.push(name); - if (dtype == null) { - dtype = "float32"; - } - if (this.fastWeightInitDuringBuild) { - initializer = getInitializer("zeros"); - } - const initValue = initializer.apply(shape, dtype); - const weight = new LayerVariable(initValue, dtype, name, trainable, constraint); - initValue.dispose(); - if (regularizer != null) { - this.addLoss(() => regularizer.apply(weight.read())); - } - if (trainable == null) { - trainable = true; - } - if (trainable) { - this._trainableWeights.push(weight); - } else { - this._nonTrainableWeights.push(weight); - } - return weight; - } - setFastWeightInitDuringBuild(value) { - this.fastWeightInitDuringBuild = value; - } - addLoss(losses4) { - if (losses4 == null || Array.isArray(losses4) && losses4.length === 0) { - return; - } - losses4 = toList(losses4); - if (this._losses !== void 0 && this._losses !== null) { - this.losses.push(...losses4); - } - } - computeOutputShape(inputShape) { - return inputShape; - } - computeMask(inputs, mask) { - if (!this.supportsMasking) { - if (mask != null) { - if (Array.isArray(mask)) { - mask.forEach((maskElement) => { - if (maskElement != null) { - throw new TypeError(`Layer ${this.name} does not support masking, but was passed an inputMask.`); - } - }); - } else { - throw new TypeError(`Layer ${this.name} does not support masking, but was passed an inputMask.`); - } - } - return null; - } - return mask; - } - addInboundNode(inputTensors, outputTensors, inputMasks, outputMasks, inputShapes, outputShapes, kwargs = null) { - const inputTensorList = toList(inputTensors); - outputTensors = toList(outputTensors); - inputMasks = toList(inputMasks); - outputMasks = toList(outputMasks); - inputShapes = normalizeShapeList(inputShapes); - outputShapes = normalizeShapeList(outputShapes); - const inboundLayers = []; - const nodeIndices = []; - const tensorIndices = []; - for (const x of inputTensorList) { - inboundLayers.push(x.sourceLayer); - nodeIndices.push(x.nodeIndex); - tensorIndices.push(x.tensorIndex); - } - new Node({ - outboundLayer: this, - inboundLayers, - nodeIndices, - tensorIndices, - inputTensors: inputTensorList, - outputTensors, - inputMasks, - outputMasks, - inputShapes, - outputShapes - }, kwargs); - for (let i = 0; i < outputTensors.length; i++) { - outputTensors[i].sourceLayer = this; - outputTensors[i].nodeIndex = this.inboundNodes.length - 1; - outputTensors[i].tensorIndex = i; - } - } - getConfig() { - const config3 = {name: this.name, trainable: this.trainable}; - if (this.batchInputShape != null) { - config3["batchInputShape"] = this.batchInputShape; - } - if (this.dtype != null) { - config3["dtype"] = this.dtype; - } - return config3; - } - disposeWeights() { - this.weights.forEach((weight) => weight.dispose()); - return this.weights.length; - } - assertNotDisposed() { - if (this._refCount === 0) { - throw new Error(`Layer '${this.name}' is already disposed.`); - } - } - dispose() { - if (!this.built) { - throw new Error(`Cannot dispose Layer ${this.name} because it has not been built yet.`); - } - if (this._refCount === null) { - throw new Error(`Cannot dispose Layer ${this.name} because it has not been used yet.`); - } - this.assertNotDisposed(); - let numDisposedVariables = 0; - if (--this._refCount === 0) { - numDisposedVariables = this.disposeWeights(); - } - return {refCountAfterDispose: this._refCount, numDisposedVariables}; - } -}; -function collectInputShape(inputTensors) { - inputTensors = toList(inputTensors); - const shapes = []; - for (const x of inputTensors) { - shapes.push(x.shape); - } - return singletonOrArray(shapes); -} -function guessOutputDType(inputTensors) { - return "float32"; -} -function getSourceInputs(tensor2, layer, nodeIndex) { - if (layer == null || nodeIndex != null && nodeIndex > 0) { - layer = tensor2.sourceLayer; - nodeIndex = tensor2.nodeIndex; - } - if (layer.inboundNodes.length === 0) { - return [tensor2]; - } else { - const node = layer.inboundNodes[nodeIndex]; - if (node.inboundLayers.length === 0) { - return node.inputTensors; - } else { - const sourceTensors = []; - for (let i = 0; i < node.inboundLayers.length; i++) { - const x = node.inputTensors[i]; - const layer2 = node.inboundLayers[i]; - const nodeIndex2 = node.nodeIndices[i]; - const previousSources = getSourceInputs(x, layer2, nodeIndex2); - for (const x2 of previousSources) { - if (sourceTensors.indexOf(x2) === -1) { - sourceTensors.push(x2); - } - } - } - return sourceTensors; - } - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var InputLayer = class extends Layer { - constructor(args) { - super({ - dtype: args.dtype, - name: args.name != null ? args.name : getUid("input").toString() - }); - if (args.batchSize == null) { - args.batchSize = null; - } - if (args.sparse == null) { - args.sparse = false; - } - this.trainable = false; - this.built = true; - this.sparse = args.sparse; - if (args.inputShape != null && args.batchInputShape != null) { - throw new ValueError("Only provide the inputShape OR batchInputShape argument to inputLayer, not both at the same time."); - } - let batchInputShape = args.batchInputShape; - if (batchInputShape == null) { - if (args.inputShape == null) { - throw new ValueError("An InputLayer should be passed either a `batchInputShape` or an `inputShape`."); - } else { - batchInputShape = [args.batchSize].concat(args.inputShape); - } - } else { - if (args.batchSize != null) { - throw new ValueError("Cannot specify batchSize if batchInputShape is specified when creating an InputLayer."); - } - } - const dtype = args.dtype || "float32"; - this.batchInputShape = batchInputShape; - this.dtype = dtype; - this.inputSpec = [{shape: batchInputShape}]; - const inputTensor = new SymbolicTensor(this.dtype, this.batchInputShape, this, [], {}, this.name); - inputTensor.nodeIndex = 0; - inputTensor.tensorIndex = 0; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: [inputTensor], - outputTensors: [inputTensor], - inputMasks: [null], - outputMasks: [null], - inputShapes: [batchInputShape], - outputShapes: [batchInputShape] - }); - } - apply(inputs, kwargs) { - throw new ValueError(`Cannot pass any input to an InputLayer's apply() method. InputLayer name: ${this.name}`); - } - dispose() { - return {refCountAfterDispose: this._refCount, numDisposedVariables: 0}; - } - getConfig() { - return { - batchInputShape: this.batchInputShape, - dtype: this.dtype, - sparse: this.sparse, - name: this.name - }; - } -}; -InputLayer.className = "InputLayer"; -serialization_exports.registerClass(InputLayer); -function Input(config3) { - if (config3.batchShape == null && config3.shape == null) { - throw new Error("Please provide to Input either a `shape` or a `batchShape` argument. Note that `shape` does not include the batch dimension."); - } - if (config3.batchShape != null && config3.shape != null) { - throw new ValueError("Please provide either a `shape` or `batchShape` argument to Input, but not both."); - } - let batchShape = config3.batchShape; - if (config3.shape != null && batchShape == null) { - batchShape = [null].concat(config3.shape); - } - let dtype = config3.dtype; - if (dtype == null) { - dtype = "float32"; - } - const inputLayer2 = new InputLayer({ - batchInputShape: batchShape, - name: config3.name, - dtype, - sparse: config3.sparse - }); - const outputs = inputLayer2.inboundNodes[0].outputTensors; - return outputs[0]; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -async function resolveScalarsInLogs(logs) { - if (logs == null) { - return; - } - const promises = []; - const keys = []; - const scalarsToDispose = []; - for (const key in logs) { - const value = logs[key]; - if (typeof value !== "number") { - const valueScalar = value; - promises.push(valueScalar.data()); - keys.push(key); - scalarsToDispose.push(valueScalar); - } - } - if (promises.length > 0) { - const values = await Promise.all(promises); - for (let i = 0; i < values.length; ++i) { - logs[keys[i]] = values[i][0]; - } - dispose(scalarsToDispose); - } -} -function disposeTensorsInLogs(logs) { - if (logs == null) { - return; - } - for (const key in logs) { - const value = logs[key]; - if (typeof value !== "number") { - value.dispose(); - } - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var ModelLoggingVerbosity; -(function(ModelLoggingVerbosity2) { - ModelLoggingVerbosity2[ModelLoggingVerbosity2["SILENT"] = 0] = "SILENT"; - ModelLoggingVerbosity2[ModelLoggingVerbosity2["VERBOSE"] = 1] = "VERBOSE"; -})(ModelLoggingVerbosity || (ModelLoggingVerbosity = {})); -var DEFAULT_YIELD_EVERY_MS = 125; -var BaseCallback = class { - constructor() { - this.validationData = null; - } - setParams(params) { - this.params = params; - } - async onEpochBegin(epoch, logs) { - } - async onEpochEnd(epoch, logs) { - } - async onBatchBegin(batch, logs) { - } - async onBatchEnd(batch, logs) { - } - async onTrainBegin(logs) { - } - async onTrainEnd(logs) { - } - setModel(model22) { - } -}; -var CallbackList = class { - constructor(callbacks2, queueLength = 10) { - if (callbacks2 == null) { - callbacks2 = []; - } - this.callbacks = callbacks2; - this.queueLength = queueLength; - } - append(callback) { - this.callbacks.push(callback); - } - setParams(params) { - for (const callback of this.callbacks) { - callback.setParams(params); - } - } - setModel(model22) { - for (const callback of this.callbacks) { - callback.setModel(model22); - } - } - async onEpochBegin(epoch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onEpochBegin(epoch, logs); - } - } - async onEpochEnd(epoch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onEpochEnd(epoch, logs); - } - } - async onBatchBegin(batch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onBatchBegin(batch, logs); - } - } - async onBatchEnd(batch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onBatchEnd(batch, logs); - } - } - async onTrainBegin(logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onTrainBegin(logs); - } - } - async onTrainEnd(logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onTrainEnd(logs); - } - } -}; -var BaseLogger = class extends BaseCallback { - constructor() { - super(); - } - async onEpochBegin(epoch) { - this.seen = 0; - this.totals = {}; - } - async onBatchEnd(batch, logs) { - if (logs == null) { - logs = {}; - } - const batchSize = logs["size"] == null ? 0 : logs["size"]; - this.seen += batchSize; - for (const key in logs) { - const value = logs[key]; - if (typeof value === "number") { - if (!this.totals.hasOwnProperty(key)) { - this.totals[key] = 0; - } - this.totals[key] = this.totals[key] + value * batchSize; - } else { - let oldTotalsToDispose; - if (key in this.totals) { - oldTotalsToDispose = this.totals[key]; - } else { - this.totals[key] = 0; - } - const total = tidy(() => add2(this.totals[key], mul(value, batchSize))); - this.totals[key] = total; - if (oldTotalsToDispose != null) { - oldTotalsToDispose.dispose(); - } - } - } - } - async onEpochEnd(epoch, logs) { - if (logs != null) { - for (const key of this.params["metrics"]) { - if (this.totals[key] == null) { - continue; - } - if (typeof this.totals[key] === "number") { - logs[key] = this.totals[key] / this.seen; - } else { - tidy(() => { - const log5 = mul(div(1, this.seen), this.totals[key]); - logs[key] = log5; - this.totals[key].dispose(); - keep(logs[key]); - }); - } - } - } - } -}; -var History = class extends BaseCallback { - async onTrainBegin(logs) { - this.epoch = []; - this.history = {}; - } - async onEpochEnd(epoch, logs) { - if (logs == null) { - logs = {}; - } - this.epoch.push(epoch); - for (const key in logs) { - if (this.history[key] == null) { - this.history[key] = []; - } - this.history[key].push(logs[key]); - } - } - async syncData() { - const promises = []; - const keys = []; - const indices = []; - for (const key in this.history) { - const valueArray = this.history[key]; - for (let i = 0; i < valueArray.length; ++i) { - if (typeof valueArray[i] !== "number") { - const valueScalar = valueArray[i]; - promises.push(valueScalar.data()); - keys.push(key); - indices.push(i); - } - } - } - const values = await Promise.all(promises); - for (let n = 0; n < values.length; ++n) { - const tensorToDispose = this.history[keys[n]][indices[n]]; - tensorToDispose.dispose(); - this.history[keys[n]][indices[n]] = values[n][0]; - } - } -}; -var CustomCallback = class extends BaseCallback { - constructor(args, yieldEvery) { - super(); - this.currentEpoch = 0; - this.yieldEvery = yieldEvery || "auto"; - if (this.yieldEvery === "auto") { - this.yieldEvery = DEFAULT_YIELD_EVERY_MS; - } - if (this.yieldEvery === "never" && args.onYield != null) { - throw new Error("yieldEvery is `never` but you provided an `onYield` callback. Either change `yieldEvery` or remove the callback"); - } - if (util_exports.isNumber(this.yieldEvery)) { - this.maybeWait = debounce(this.maybeWait.bind(this), this.yieldEvery); - } - this.trainBegin = args.onTrainBegin; - this.trainEnd = args.onTrainEnd; - this.epochBegin = args.onEpochBegin; - this.epochEnd = args.onEpochEnd; - this.batchBegin = args.onBatchBegin; - this.batchEnd = args.onBatchEnd; - this.yield = args.onYield; - } - async maybeWait(epoch, batch, logs) { - const ps = []; - if (this.yield != null) { - await resolveScalarsInLogs(logs); - ps.push(this.yield(epoch, batch, logs)); - } - ps.push(nextFrame()); - await Promise.all(ps); - } - async onEpochBegin(epoch, logs) { - this.currentEpoch = epoch; - if (this.epochBegin != null) { - await resolveScalarsInLogs(logs); - await this.epochBegin(epoch, logs); - } - } - async onEpochEnd(epoch, logs) { - const ps = []; - if (this.epochEnd != null) { - await resolveScalarsInLogs(logs); - ps.push(this.epochEnd(epoch, logs)); - } - if (this.yieldEvery === "epoch") { - ps.push(nextFrame()); - } - await Promise.all(ps); - } - async onBatchBegin(batch, logs) { - if (this.batchBegin != null) { - await resolveScalarsInLogs(logs); - await this.batchBegin(batch, logs); - } - } - async onBatchEnd(batch, logs) { - const ps = []; - if (this.batchEnd != null) { - await resolveScalarsInLogs(logs); - ps.push(this.batchEnd(batch, logs)); - } - if (this.yieldEvery === "batch") { - ps.push(nextFrame()); - } else if (util_exports.isNumber(this.yieldEvery)) { - ps.push(this.maybeWait(this.currentEpoch, batch, logs)); - } - await Promise.all(ps); - } - async onTrainBegin(logs) { - if (this.trainBegin != null) { - await resolveScalarsInLogs(logs); - await this.trainBegin(logs); - } - } - async onTrainEnd(logs) { - if (this.trainEnd != null) { - await resolveScalarsInLogs(logs); - await this.trainEnd(logs); - } - } -}; -function standardizeCallbacks(callbacks2, yieldEvery) { - if (callbacks2 == null) { - callbacks2 = {}; - } - if (callbacks2 instanceof BaseCallback) { - return [callbacks2]; - } - if (Array.isArray(callbacks2) && callbacks2[0] instanceof BaseCallback) { - return callbacks2; - } - const callbackConfigs = toList(callbacks2); - return callbackConfigs.map((callbackConfig) => new CustomCallback(callbackConfig, yieldEvery)); -} -var CallbackConstructorRegistry = class { - constructor() { - } - static registerCallbackConstructor(verbosityLevel, callbackConstructor) { - util_exports.assert(verbosityLevel >= 0 && Number.isInteger(verbosityLevel), () => `Verbosity level is expected to be an integer >= 0, but got ${verbosityLevel}`); - CallbackConstructorRegistry.checkForDuplicate(callbackConstructor); - if (CallbackConstructorRegistry.constructors[verbosityLevel] == null) { - CallbackConstructorRegistry.constructors[verbosityLevel] = []; - } - CallbackConstructorRegistry.constructors[verbosityLevel].push(callbackConstructor); - } - static checkForDuplicate(callbackConstructor) { - for (const levelName in CallbackConstructorRegistry.constructors) { - const constructors = CallbackConstructorRegistry.constructors[+levelName]; - constructors.forEach((ctor) => { - if (ctor === callbackConstructor) { - throw new ValueError("Duplicate callback constructor."); - } - }); - } - } - static clear() { - CallbackConstructorRegistry.constructors = {}; - } - static createCallbacks(verbosityLevel) { - const constructors = []; - for (const levelName in CallbackConstructorRegistry.constructors) { - const level = +levelName; - if (verbosityLevel >= level) { - constructors.push(...CallbackConstructorRegistry.constructors[level]); - } - } - return constructors.map((ctor) => new ctor()); - } -}; -CallbackConstructorRegistry.constructors = {}; -function configureCallbacks(callbacks2, verbose, epochs, initialEpoch, numTrainSamples, stepsPerEpoch, batchSize, doValidation, callbackMetrics) { - const history = new History(); - const actualCallbacks = [ - new BaseLogger(), - ...CallbackConstructorRegistry.createCallbacks(verbose) - ]; - if (callbacks2 != null) { - actualCallbacks.push(...callbacks2); - } - actualCallbacks.push(history); - const callbackList = new CallbackList(actualCallbacks); - callbackList.setParams({ - epochs, - initialEpoch, - samples: numTrainSamples, - steps: stepsPerEpoch, - batchSize, - verbose, - doValidation, - metrics: callbackMetrics - }); - return {callbackList, history}; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function deserialize(config3, customObjects = {}, fastWeightInit = false) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "layer", fastWeightInit); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function l2Normalize(x, axis) { - return tidy(() => { - if (x.dtype !== "float32") { - x = x.asType("float32"); - } - const squareSum = sum2(square3(x), axis, true); - const epsilonTensor = fill(squareSum.shape, epsilon2()); - const norm2 = sqrt(maximum(squareSum, epsilonTensor)); - return div(x, norm2); - }); -} -function meanSquaredError2(yTrue, yPred) { - return tidy(() => mean(square3(sub(yPred, yTrue)), -1)); -} -function meanAbsoluteError(yTrue, yPred) { - return tidy(() => mean(abs(sub(yPred, yTrue)), -1)); -} -function meanAbsolutePercentageError(yTrue, yPred) { - return tidy(() => { - const diff = sub(yTrue, yPred); - const clippedTrue = clipByValue(abs(yTrue), epsilon2(), Number.MAX_VALUE); - const absResult = abs(div(diff, clippedTrue)); - return mul(100, mean(absResult, -1)); - }); -} -function meanSquaredLogarithmicError(yTrue, yPred) { - return tidy(() => { - const clippedPred = clipByValue(yPred, epsilon2(), Number.MAX_VALUE); - const firstLog = log2(add2(1, clippedPred)); - const clippedTrue = clipByValue(yTrue, epsilon2(), Number.MAX_VALUE); - const secondLog = log2(add2(1, clippedTrue)); - return mean(square3(sub(firstLog, secondLog)), -1); - }); -} -function squaredHinge(yTrue, yPred) { - return tidy(() => { - const maxResult = maximum(0, sub(1, mul(yTrue, yPred))); - return mean(square3(maxResult), -1); - }); -} -function hinge(yTrue, yPred) { - return tidy(() => { - const maxResult = maximum(0, sub(1, mul(yTrue, yPred))); - return mean(maxResult, -1); - }); -} -function categoricalHinge(yTrue, yPred) { - return tidy(() => { - const pos = sum2(mul(yTrue, yPred), -1); - const neg4 = max(mul(sub(1, yTrue), yPred), -1); - return maximum(0, add2(1, sub(neg4, pos))); - }); -} -function logcosh(yTrue, yPred) { - return tidy(() => { - const log222 = Math.log(2); - const predictionDiff = sub(yPred, yTrue); - const logcoshResult = sub(add2(predictionDiff, softplus(mul(-2, predictionDiff))), log222); - return mean(logcoshResult, -1); - }); -} -function categoricalCrossentropy(target, output, fromLogits = false) { - return tidy(() => { - if (fromLogits) { - output = softmax(output); - } else { - const outputSum = sum2(output, output.shape.length - 1, true); - output = div(output, outputSum); - } - output = clipByValue(output, epsilon2(), 1 - epsilon2()); - return neg(sum2(mul(target.toFloat(), log2(output)), output.shape.length - 1)); - }); -} -function sparseCategoricalCrossentropy(target, output, fromLogits = false) { - return tidy(() => { - const flatTarget = floor(flatten2(target)).toInt(); - output = clipByValue(output, epsilon2(), 1 - epsilon2()); - const outputShape = output.shape; - const oneHotTarget = oneHot(flatTarget, outputShape[outputShape.length - 1]).reshape(outputShape); - return categoricalCrossentropy(oneHotTarget, output, fromLogits); - }); -} -function sigmoidCrossEntropyWithLogits(labels2, logits) { - if (!util_exports.arraysEqual(labels2.shape, logits.shape)) { - throw new ValueError(`logits and labels must have the same shape, but got shapes ${JSON.stringify(labels2.shape)} and ${JSON.stringify(logits.shape)}`); - } - return tidy(() => { - const reluLogits = logits.relu(); - const negAbsLogits = logits.abs().neg(); - return reluLogits.sub(logits.mul(labels2)).add(negAbsLogits.exp().log1p()); - }); -} -function binaryCrossentropy(yTrue, yPred) { - return tidy(() => { - let y; - y = clipByValue(yPred, epsilon2(), 1 - epsilon2()); - y = log2(div(y, sub(1, y))); - return mean(sigmoidCrossEntropyWithLogits(yTrue, y), -1); - }); -} -function kullbackLeiblerDivergence(yTrue, yPred) { - return tidy(() => { - const clippedTrue = clipByValue(yTrue, epsilon2(), 1); - const clippedPred = clipByValue(yPred, epsilon2(), 1); - return sum2(mul(yTrue, log2(div(clippedTrue, clippedPred))), -1); - }); -} -function poisson(yTrue, yPred) { - return tidy(() => { - const logPred = log2(add2(epsilon2(), yPred)); - return mean(sub(yPred, mul(yTrue, logPred)), -1); - }); -} -function cosineProximity(yTrue, yPred) { - return tidy(() => { - const trueNormalized = l2Normalize(yTrue, -1); - const predNormalized = l2Normalize(yPred, -1); - const trueXPred = mul(trueNormalized, predNormalized); - return neg(sum2(trueXPred, -1)); - }); -} -var lossesMap = { - meanSquaredError: meanSquaredError2, - meanAbsoluteError, - meanAbsolutePercentageError, - meanSquaredLogarithmicError, - squaredHinge, - hinge, - categoricalHinge, - logcosh, - categoricalCrossentropy, - sparseCategoricalCrossentropy, - binaryCrossentropy, - kullbackLeiblerDivergence, - poisson, - cosineProximity -}; -function get(identifierOrFn) { - if (typeof identifierOrFn === "string") { - if (identifierOrFn in lossesMap) { - return lossesMap[identifierOrFn]; - } - let errMsg = `Unknown loss ${identifierOrFn}`; - if (identifierOrFn.toLowerCase().includes("softmaxcrossentropy")) { - errMsg = `Unknown loss ${identifierOrFn}. Use "categoricalCrossentropy" as the string name for tf.losses.softmaxCrossEntropy`; - } - throw new ValueError(errMsg); - } else { - return identifierOrFn; - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function binaryAccuracy(yTrue, yPred) { - return tidy(() => { - const threshold2 = mul(0.5, onesLike(yPred)); - const yPredThresholded = cast5(greater(yPred, threshold2), yTrue.dtype); - return mean(equal(yTrue, yPredThresholded), -1); - }); -} -function categoricalAccuracy(yTrue, yPred) { - return tidy(() => cast5(equal(argMax(yTrue, -1), argMax(yPred, -1)), "float32")); -} -function truePositives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(1), yPred.equal(1)).sum().cast("float32"); - }); -} -function falseNegatives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(1), yPred.equal(0)).sum().cast("float32"); - }); -} -function falsePositives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(0), yPred.equal(1)).sum().cast("float32"); - }); -} -function precision(yTrue, yPred) { - return tidy(() => { - const tp = truePositives(yTrue, yPred); - const fp = falsePositives(yTrue, yPred); - const denominator = tp.add(fp); - return where(greater(denominator, 0), tp.div(denominator), 0).cast("float32"); - }); -} -function recall(yTrue, yPred) { - return tidy(() => { - const tp = truePositives(yTrue, yPred); - const fn = falseNegatives(yTrue, yPred); - const denominator = tp.add(fn); - return where(greater(denominator, 0), tp.div(denominator), 0).cast("float32"); - }); -} -function binaryCrossentropy2(yTrue, yPred) { - return binaryCrossentropy(yTrue, yPred); -} -function sparseCategoricalAccuracy(yTrue, yPred) { - if (yTrue.rank === yPred.rank) { - yTrue = yTrue.squeeze([yTrue.rank - 1]); - } - yPred = yPred.argMax(-1); - if (yPred.dtype !== yTrue.dtype) { - yPred = yPred.asType(yTrue.dtype); - } - return equal(yTrue, yPred).asType("float32"); -} -var mse = meanSquaredError2; -var MSE = meanSquaredError2; -var mae = meanAbsoluteError; -var MAE = meanAbsoluteError; -var mape = meanAbsolutePercentageError; -var MAPE = meanAbsolutePercentageError; -var categoricalCrossentropy2 = categoricalCrossentropy; -var cosine = cosineProximity; -var sparseCategoricalCrossentropy2 = sparseCategoricalCrossentropy; -var metricsMap = { - binaryAccuracy, - categoricalAccuracy, - precision, - categoricalCrossentropy: categoricalCrossentropy2, - sparseCategoricalCrossentropy: sparseCategoricalCrossentropy2, - mse, - MSE, - mae, - MAE, - mape, - MAPE, - cosine -}; -function get2(identifier) { - if (typeof identifier === "string" && identifier in metricsMap) { - return metricsMap[identifier]; - } else if (typeof identifier !== "string" && identifier != null) { - return identifier; - } else { - throw new ValueError(`Unknown metric ${identifier}`); - } -} -function getLossOrMetricName(fn) { - assert2(fn !== null, `Unknown LossOrMetricFn ${fn}`); - if (typeof fn === "string") { - return fn; - } else { - let fnName; - for (const key of Object.keys(lossesMap)) { - if (lossesMap[key] === fn) { - fnName = key; - break; - } - } - if (fnName !== void 0) { - return fnName; - } - for (const key of Object.keys(metricsMap)) { - if (metricsMap[key] === fn) { - fnName = key; - break; - } - } - if (fnName !== void 0) { - return fnName; - } - return fn.name; - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function getOptimizer(identifier) { - const optimizerMap = { - Adagrad: () => train.adagrad(0.01), - Adadelta: () => train.adadelta(1, 0.95, epsilon2()), - Adam: () => train.adam(1e-3, 0.9, 0.999, epsilon2()), - Adamax: () => train.adamax(2e-3, 0.9, 0.999, epsilon2(), 0), - RMSProp: () => train.rmsprop(1e-3, 0.9, 0, epsilon2()), - SGD: () => train.sgd(0.01) - }; - optimizerMap["adagrad"] = optimizerMap["Adagrad"]; - optimizerMap["adadelta"] = optimizerMap["Adadelta"]; - optimizerMap["adam"] = optimizerMap["Adam"]; - optimizerMap["adamax"] = optimizerMap["Adamax"]; - optimizerMap["rmsprop"] = optimizerMap["RMSProp"]; - optimizerMap["sgd"] = optimizerMap["SGD"]; - if (identifier in optimizerMap) { - return optimizerMap[identifier](); - } - throw new ValueError(`Unknown Optimizer ${identifier}`); -} -/** - * @license - * Copyright 2019 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH = 1 * 1024 * 1024; -function checkUserDefinedMetadata(userDefinedMetadata, modelName, checkSize = false) { - if (userDefinedMetadata == null || typeof userDefinedMetadata !== "object" || Object.getPrototypeOf(userDefinedMetadata) !== Object.prototype || !plainObjectCheck(userDefinedMetadata)) { - throw new Error("User-defined metadata is expected to be a JSON object, but is not."); - } - if (checkSize) { - const out = JSON.stringify(userDefinedMetadata); - if (out.length > MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH) { - console.warn(`User-defined metadata of model "${modelName}" is too large in size (length=${out.length} when serialized). It is not recommended to store such large objects in user-defined metadata. Please make sure its serialized length is <= ${MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH}.`); - } - } -} -function plainObjectCheck(x) { - if (x === null) { - return true; - } else if (typeof x === "object") { - if (Object.getPrototypeOf(x) === Object.prototype) { - const keys = Object.keys(x); - for (const key of keys) { - if (typeof key !== "string") { - return false; - } - if (!plainObjectCheck(x[key])) { - return false; - } - } - return true; - } else { - if (Array.isArray(x)) { - for (const item of x) { - if (!plainObjectCheck(item)) { - return false; - } - } - return true; - } else { - return false; - } - } - } else { - const xType = typeof x; - return xType === "string" || xType === "number" || xType === "boolean"; - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function printSummary(model22, lineLength, positions, printFn = console.log) { - const sequentialLike = isModelSequentialLike(model22); - const toDisplay = ["Layer (type)", "Output shape", "Param #"]; - if (sequentialLike) { - lineLength = lineLength || 65; - positions = positions || [0.45, 0.85, 1]; - } else { - lineLength = lineLength || 98; - positions = positions || [0.33, 0.55, 0.67, 1]; - } - if (positions[positions.length - 1] <= 1) { - positions = positions.map((p2) => Math.floor(lineLength * p2)); - } - let relevantNodes; - if (!sequentialLike) { - toDisplay.push("Receives inputs"); - relevantNodes = []; - for (const depth in model22.nodesByDepth) { - relevantNodes.push(...model22.nodesByDepth[depth]); - } - } - printFn("_".repeat(lineLength)); - printRow(toDisplay, positions, printFn); - printFn("=".repeat(lineLength)); - const layers = model22.layers; - for (let i = 0; i < layers.length; ++i) { - if (sequentialLike) { - printLayerSummary(layers[i], positions, printFn); - } else { - printLayerSummaryWithConnections(layers[i], positions, relevantNodes, printFn); - } - printFn((i === layers.length - 1 ? "=" : "_").repeat(lineLength)); - } - model22.checkTrainableWeightsConsistency(); - const trainableCount = countTrainableParams(model22); - const nonTrainableCount = countParamsInWeights(model22.nonTrainableWeights); - printFn(`Total params: ${trainableCount + nonTrainableCount}`); - printFn(`Trainable params: ${trainableCount}`); - printFn(`Non-trainable params: ${nonTrainableCount}`); - printFn("_".repeat(lineLength)); -} -function countTrainableParams(model22) { - let trainableCount; - if (model22.collectedTrainableWeights != null) { - trainableCount = countParamsInWeights(model22.collectedTrainableWeights); - } else { - trainableCount = countParamsInWeights(model22.trainableWeights); - } - return trainableCount; -} -function isModelSequentialLike(model22) { - let sequentialLike = true; - const nodesByDepth = []; - const nodes = []; - for (const depth in model22.nodesByDepth) { - nodesByDepth.push(model22.nodesByDepth[depth]); - } - for (const depthNodes of nodesByDepth) { - if (depthNodes.length > 1 || depthNodes.length === 1 && depthNodes[0].inboundLayers.length > 1) { - sequentialLike = false; - break; - } - nodes.push(...depthNodes); - } - if (sequentialLike) { - for (const layer of model22.layers) { - let flag = false; - for (const node of layer.inboundNodes) { - if (nodes.indexOf(node) !== -1) { - if (flag) { - sequentialLike = false; - break; - } else { - flag = true; - } - } - } - if (!sequentialLike) { - break; - } - } - } - return sequentialLike; -} -function printRow(fields, positions, printFn = console.log) { - let line = ""; - for (let i = 0; i < fields.length; ++i) { - if (i > 0) { - line = line.slice(0, line.length - 1) + " "; - } - line += fields[i]; - line = line.slice(0, positions[i]); - line += " ".repeat(positions[i] - line.length); - } - printFn(line); -} -function printLayerSummary(layer, positions, printFn) { - let outputShape; - try { - outputShape = JSON.stringify(layer.outputShape); - } catch (err) { - outputShape = "multiple"; - } - const name = layer.name; - const className = layer.getClassName(); - const fields = [`${name} (${className})`, outputShape, layer.countParams().toString()]; - printRow(fields, positions, printFn); -} -function printLayerSummaryWithConnections(layer, positions, relevantNodes, printFn) { - let outputShape; - try { - outputShape = JSON.stringify(layer.outputShape); - } catch (err) { - outputShape = "multiple"; - } - const connections = []; - for (const node of layer.inboundNodes) { - if (relevantNodes != null && relevantNodes.length > 0 && relevantNodes.indexOf(node) === -1) { - continue; - } - for (let i = 0; i < node.inboundLayers.length; ++i) { - const inboundLayer = node.inboundLayers[i].name; - const inboundLayerIndex = node.nodeIndices[i]; - const inboundTensorIndex = node.tensorIndices[i]; - connections.push(`${inboundLayer}[${inboundLayerIndex}][${inboundTensorIndex}]`); - } - } - const name = layer.name; - const className = layer.getClassName(); - const firstConnection = connections.length === 0 ? "" : connections[0]; - const fields = [ - `${name} (${className})`, - outputShape, - layer.countParams().toString(), - firstConnection - ]; - printRow(fields, positions, printFn); - for (let i = 1; i < connections.length; ++i) { - printRow(["", "", "", connections[i]], positions, printFn); - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function isArrayItemInputOrOutputName(key, index, value) { - return (key === "inboundNodes" || key === "outputLayers" || key === "inputLayers") && index === 0 && typeof value === "string"; -} -function convertPythonicToTs(pythonicConfig, key) { - if (pythonicConfig === null) { - return null; - } else if (typeof pythonicConfig === "string") { - return toCamelCase(pythonicConfig); - } else if (typeof pythonicConfig === "number" || typeof pythonicConfig === "boolean") { - return pythonicConfig; - } else if (pythonicConfig instanceof Array) { - const tsArray = []; - const arrayLength = pythonicConfig.length; - for (let i = 0; i < arrayLength; ++i) { - const item = pythonicConfig[i]; - if (isArrayItemInputOrOutputName(key, i, item)) { - tsArray.push(item); - } else { - tsArray.push(convertPythonicToTs(item, key)); - } - } - return tsArray; - } else { - const tsDict = {}; - for (const pythonicKey of Object.keys(pythonicConfig)) { - const pythonicValue = pythonicConfig[pythonicKey]; - if (pythonicKey === "name" && typeof pythonicValue === "string") { - tsDict[pythonicKey] = pythonicValue; - } else { - const tsKey = toCamelCase(pythonicKey); - tsDict[tsKey] = convertPythonicToTs(pythonicValue, tsKey); - } - } - return tsDict; - } -} -function convertTsToPythonic(tsConfig, key) { - if (tsConfig === null || tsConfig === void 0) { - return null; - } else if (typeof tsConfig === "string") { - return toSnakeCase(tsConfig); - } else if (typeof tsConfig === "number" || typeof tsConfig === "boolean") { - return tsConfig; - } else if (tsConfig instanceof Array) { - const pyArray = []; - const arrayLength = tsConfig.length; - for (let i = 0; i < arrayLength; ++i) { - const item = tsConfig[i]; - if (isArrayItemInputOrOutputName(key, i, item)) { - pyArray.push(item); - } else { - pyArray.push(convertTsToPythonic(item, key)); - } - } - return pyArray; - } else { - const pyDict = {}; - for (const tsKey of Object.keys(tsConfig)) { - const tsValue = tsConfig[tsKey]; - const pyKey = toSnakeCase(tsKey); - if ((tsKey === "name" || tsKey === "className") && typeof tsValue === "string") { - pyDict[pyKey] = tsValue; - } else { - pyDict[pyKey] = convertTsToPythonic(tsValue, tsKey); - } - } - return pyDict; - } -} -/** @license See the LICENSE file. */ -var version10 = "3.3.0"; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function assertFeedCompatibility(key, val) { - if (key.dtype == null || key.dtype === val.dtype) { - return val; - } - try { - return cast(val, key.dtype); - } catch (err) { - throw new ValueError(`The dtype of the feed (${val.dtype}) can not be cast to the dtype of the key '${key.name}' (${key.dtype}).`); - } -} -var FeedDict = class { - constructor(feeds) { - this.id2Value = {}; - this.id2Mask = {}; - this.name2Id = {}; - if (feeds instanceof FeedDict) { - for (const id in feeds.id2Value) { - this.id2Value[id] = feeds.id2Value[id]; - if (id in feeds.id2Mask) { - this.id2Mask[id] = feeds.id2Mask[id]; - } - } - } else { - if (feeds == null) { - return; - } - for (const feed of feeds) { - this.add(feed.key, feed.value); - } - } - } - add(key, value, mask) { - if (this.id2Value[key.id] == null) { - this.id2Value[key.id] = assertFeedCompatibility(key, value); - this.name2Id[key.name] = key.id; - if (mask != null) { - this.id2Mask[key.id] = mask; - } - } else { - throw new ValueError(`Duplicate key: name=${key.name}, id=${key.id}`); - } - return this; - } - addFeed(feed) { - this.add(feed.key, feed.value); - } - hasKey(key) { - return this.id2Value[key.id] != null; - } - names() { - return Object.keys(this.name2Id); - } - getValue(key) { - if (key instanceof SymbolicTensor) { - if (this.id2Value[key.id] == null) { - throw new ValueError(`Nonexistent key: ${key.name}`); - } else { - return this.id2Value[key.id]; - } - } else { - const id = this.name2Id[key]; - if (id == null) { - throw new ValueError(`Feed dict has no SymbolicTensor name: ${key}`); - } - return this.id2Value[id]; - } - } - getMask(key) { - if (key instanceof SymbolicTensor) { - if (this.id2Value[key.id] == null) { - throw new ValueError(`Nonexistent key: ${key.name}`); - } else { - return this.id2Mask[key.id]; - } - } else { - const id = this.name2Id[key]; - if (id == null) { - throw new ValueError(`Feed dict has no SymbolicTensor name: ${key}`); - } - return this.id2Mask[id]; - } - } - disposeMasks() { - if (this.id2Mask != null) { - dispose(this.id2Mask); - } - } -}; -var cachedSorted = {}; -var cachedRecipientCounts = {}; -function execute(fetches, feedDict, kwargs, probe) { - const training = kwargs == null ? false : kwargs["training"]; - const arrayFetches = Array.isArray(fetches); - const fetchArray = arrayFetches ? fetches : [fetches]; - const outputNames = fetchArray.map((t) => t.name); - const finalOutputs = []; - const feedNames = feedDict.names(); - for (const outputName of outputNames) { - if (feedNames.indexOf(outputName) !== -1) { - finalOutputs.push(feedDict.getValue(outputName)); - } else { - finalOutputs.push(null); - } - } - if (probe != null) { - probe.maxNumTensors = -Infinity; - probe.minNumTensors = Infinity; - } - const fetchAndFeedKey = outputNames.join(",") + "|" + feedDict.names().join(","); - let sorted; - let recipientCounts; - if (cachedSorted[fetchAndFeedKey] == null) { - const out = getTopologicalSortAndRecipientCounts(fetchArray, feedDict); - sorted = out.sorted; - recipientCounts = out.recipientCounts; - cachedSorted[fetchAndFeedKey] = sorted; - cachedRecipientCounts[fetchAndFeedKey] = recipientCounts; - } - sorted = cachedSorted[fetchAndFeedKey]; - recipientCounts = {}; - if (!training) { - Object.assign(recipientCounts, cachedRecipientCounts[fetchAndFeedKey]); - } - const internalFeedDict = new FeedDict(feedDict); - for (let i = 0; i < sorted.length; ++i) { - if (probe != null) { - const numTensors = memory().numTensors; - if (numTensors > probe.maxNumTensors) { - probe.maxNumTensors = numTensors; - } - if (numTensors < probe.minNumTensors) { - probe.minNumTensors = numTensors; - } - } - const symbolic = sorted[i]; - const srcLayer = symbolic.sourceLayer; - if (srcLayer instanceof InputLayer) { - continue; - } - const inputValues = []; - const inputMasks = []; - const tensorsToDispose = []; - let maskExists = false; - for (const input2 of symbolic.inputs) { - const value = internalFeedDict.getValue(input2); - const mask = internalFeedDict.getMask(input2); - inputValues.push(value); - inputMasks.push(mask); - if (mask != null) { - maskExists = true; - } - if (!training) { - recipientCounts[input2.name]--; - if (recipientCounts[input2.name] === 0 && !feedDict.hasKey(input2) && outputNames.indexOf(input2.name) === -1 && !value.isDisposed && input2.sourceLayer.stateful !== true) { - tensorsToDispose.push(value); - } - } - } - if (maskExists) { - kwargs = kwargs || {}; - kwargs["mask"] = inputMasks[0]; - } - const outputTensors = toList(srcLayer.apply(inputValues, kwargs)); - let outputMask = null; - if (srcLayer.supportsMasking) { - outputMask = srcLayer.computeMask(inputValues, inputMasks); - } - const layerOutputs = getNodeOutputs(symbolic); - const outputSymbolicTensors = Array.isArray(layerOutputs) ? layerOutputs : [layerOutputs]; - for (let i2 = 0; i2 < outputSymbolicTensors.length; ++i2) { - if (!internalFeedDict.hasKey(outputSymbolicTensors[i2])) { - internalFeedDict.add(outputSymbolicTensors[i2], outputTensors[i2], Array.isArray(outputMask) ? outputMask[0] : outputMask); - } - const index = outputNames.indexOf(outputSymbolicTensors[i2].name); - if (index !== -1) { - finalOutputs[index] = outputTensors[i2]; - } - } - if (!training) { - dispose(tensorsToDispose); - } - } - internalFeedDict.disposeMasks(); - return arrayFetches ? finalOutputs : finalOutputs[0]; -} -function getTopologicalSortAndRecipientCounts(fetches, feedDict) { - util_exports.assert(fetches != null && fetches.length > 0, () => `Expected at least one fetch, got none`); - let finalSorted = []; - let finalRecipientMap = {}; - if (fetches.length === 1) { - const out = getTopologicalSortAndRecipientCountsForOneFetch(fetches[0], feedDict); - finalSorted = out.sorted; - finalRecipientMap = out.recipientMap; - } else { - const visited = new Set(); - for (const fetch3 of fetches) { - const {sorted, recipientMap} = getTopologicalSortAndRecipientCountsForOneFetch(fetch3, feedDict); - for (const symbolicTensor of sorted) { - if (!visited.has(symbolicTensor.name)) { - finalSorted.push(symbolicTensor); - visited.add(symbolicTensor.name); - } - } - for (const name in recipientMap) { - if (finalRecipientMap[name] == null) { - finalRecipientMap[name] = new Set(); - } - recipientMap[name].forEach((recipient) => finalRecipientMap[name].add(recipient)); - } - } - } - return { - sorted: finalSorted, - recipientCounts: recipientMap2Counts(finalRecipientMap) - }; -} -function recipientMap2Counts(recipientMap) { - const recipientCounts = {}; - for (const name in recipientMap) { - recipientCounts[name] = recipientMap[name].size; - } - return recipientCounts; -} -function getTopologicalSortAndRecipientCountsForOneFetch(fetch3, feedDict) { - const visited = new Set(); - const sorted = []; - const recipientMap = {}; - for (const key of feedDict.names()) { - visited.add(key); - } - const stack2 = []; - const marks = []; - stack2.push(fetch3); - while (stack2.length > 0) { - const top = stack2[stack2.length - 1]; - if (visited.has(top.name)) { - stack2.pop(); - continue; - } - const topIsMarked = marks[marks.length - 1] === stack2.length - 1; - if (top.inputs.length === 0 || topIsMarked) { - stack2.pop(); - sorted.push(top); - visited.add(top.name); - if (topIsMarked) { - marks.pop(); - } - } else { - marks.push(stack2.length - 1); - for (const input2 of top.inputs) { - if (recipientMap[input2.name] == null) { - recipientMap[input2.name] = new Set(); - } - recipientMap[input2.name].add(top.name); - if (visited.has(input2.name)) { - continue; - } - stack2.push(input2); - } - } - } - return {sorted, recipientMap}; -} -function getNodeOutputs(fetch3) { - let layerOutputs; - if (fetch3.sourceLayer.inboundNodes.length === 1) { - layerOutputs = fetch3.sourceLayer.output; - } else { - let nodeIndex = null; - for (let i = 0; i < fetch3.sourceLayer.inboundNodes.length; ++i) { - for (const outputTensor of fetch3.sourceLayer.inboundNodes[i].outputTensors) { - if (outputTensor.id === fetch3.id) { - nodeIndex = i; - break; - } - } - } - layerOutputs = fetch3.sourceLayer.getOutputAt(nodeIndex); - } - return layerOutputs; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Container = class extends Layer { - constructor(args) { - super({}); - this.containerNodes = new Set(); - this.name = args.name; - if (this.name == null) { - const prefix = this.getClassName().toLowerCase(); - this.name = getUid(prefix); - } - this.supportsMasking = false; - this.trainable_ = true; - if (Array.isArray(args.inputs)) { - this.inputs = args.inputs.slice(); - } else { - this.inputs = [args.inputs]; - } - if (Array.isArray(args.outputs)) { - this.outputs = args.outputs.slice(); - } else { - this.outputs = [args.outputs]; - } - if (unique4(this.inputs).length !== this.inputs.length) { - throw new ValueError(`The list of inputs passed to the model is redundant. All inputs should only appear once. Found: ${this.inputs.map((x) => x.name)}`); - } - if (unique4(this.outputs).length !== this.outputs.length) { - console.warn(`The list of outputs passed to the model is redundant. All outputs should only appear once. Found: ${this.outputs.map((x) => x.name)}`); - } - this.inputLayers = []; - this.inputLayersNodeIndices = []; - this.inputLayersTensorIndices = []; - this.outputLayers = []; - this.outputLayersNodeIndices = []; - this.outputLayersTensorIndices = []; - this.layers = []; - this.internalContainerRefs = []; - for (const x of this.outputs) { - const layer = x.sourceLayer; - const nodeIndex = x.nodeIndex; - const tensorIndex = x.tensorIndex; - this.outputLayers.push(layer); - this.outputLayersNodeIndices.push(nodeIndex); - this.outputLayersTensorIndices.push(tensorIndex); - } - for (const x of this.inputs) { - const layer = x.sourceLayer; - const nodeIndex = x.nodeIndex; - const tensorIndex = x.tensorIndex; - assert2(nodeIndex === 0, "input layer has >1 nodes"); - assert2(tensorIndex === 0, "input layer has >1 tensors"); - this.inputLayers.push(layer); - this.inputLayersNodeIndices.push(nodeIndex); - this.inputLayersTensorIndices.push(tensorIndex); - } - this.inputNames = []; - this.outputNames = []; - this.feedInputShapes = []; - this.feedInputNames = []; - this.feedOutputNames = []; - for (let i = 0; i < this.inputLayers.length; i++) { - const layer = this.inputLayers[i]; - if (!(layer instanceof InputLayer)) { - throw new TypeError(`Input layers to a LayersModel must be InputLayer objects. Received inputs: ${args.inputs}. Input ${i} (0-based) originates from layer type ${layer.getClassName()}.`); - } - this.inputNames.push(layer.name); - this.feedInputShapes.push(layer.batchInputShape); - this.feedInputNames.push(layer.name); - } - for (const layer of this.outputLayers) { - this.outputNames.push(layer.name); - } - this.internalInputShapes = this.inputs.map((x) => x.shape); - this.internalOutputShapes = this.outputs.map((x) => x.shape); - const nodesDepths = {}; - const nodeIDToNode = {}; - const layersDepths = {}; - const layerIDToLayer = {}; - const layerIndices = {}; - const nodesInDecreasingDepth = []; - const buildMapOfGraph = (tensor2, finishedNodes2, nodesInProgress2, layer, nodeIndex, tensorIndex) => { - if (layer == null || nodeIndex == null || tensorIndex == null) { - layer = tensor2.sourceLayer; - nodeIndex = tensor2.nodeIndex; - tensorIndex = tensor2.tensorIndex; - } - const node = layer.inboundNodes[nodeIndex]; - if (nodesInProgress2.indexOf(node) !== -1) { - throw new RuntimeError(`The tensor ${tensor2.name} at layer "${layer.name}" is part of a cycle.`); - } - if (finishedNodes2.indexOf(node) !== -1) { - return; - } - this.containerNodes.add(Container.nodeKey(layer, nodeIndex)); - if (!(layer.id in layerIndices)) { - layerIndices[layer.id] = Object.keys(layerIndices).length; - } - if (nodesInProgress2.indexOf(node) === -1) { - nodesInProgress2.push(node); - } - const numInboundLayers = node.inboundLayers.length; - for (let i = 0; i < numInboundLayers; i++) { - const x = node.inputTensors[i]; - const layer2 = node.inboundLayers[i]; - const nodeIndex2 = node.nodeIndices[i]; - const tensorIndex2 = node.tensorIndices[i]; - buildMapOfGraph(x, finishedNodes2, nodesInProgress2, layer2, nodeIndex2, tensorIndex2); - } - finishedNodes2.push(node); - while (nodesInProgress2.indexOf(node) >= 0) { - nodesInProgress2.splice(nodesInProgress2.indexOf(node), 1); - } - nodesInDecreasingDepth.push(node); - }; - const finishedNodes = []; - const nodesInProgress = []; - for (const x of this.outputs) { - buildMapOfGraph(x, finishedNodes, nodesInProgress); - } - const reversedNodesInDecreasingDepth = nodesInDecreasingDepth.slice().reverse(); - for (const node of reversedNodesInDecreasingDepth) { - nodeIDToNode[node.id] = node; - if (!(node.id in nodesDepths)) { - nodesDepths[node.id] = 0; - } - let depth = nodesDepths[node.id]; - const previousDepth = layersDepths[node.outboundLayer.id] == null ? 0 : layersDepths[node.outboundLayer.id]; - depth = Math.max(depth, previousDepth); - layersDepths[node.outboundLayer.id] = depth; - layerIDToLayer[node.outboundLayer.id] = node.outboundLayer; - nodesDepths[node.id] = depth; - for (let i = 0; i < node.inboundLayers.length; i++) { - const inboundLayer = node.inboundLayers[i]; - const nodeIndex = node.nodeIndices[i]; - const inboundNode = inboundLayer.inboundNodes[nodeIndex]; - const previousDepth2 = nodesDepths[inboundNode.id] == null ? 0 : nodesDepths[inboundNode.id]; - nodesDepths[inboundNode.id] = Math.max(depth + 1, previousDepth2); - nodeIDToNode[inboundNode.id] = inboundNode; - } - } - const nodesByDepth = {}; - for (const nodeID in nodesDepths) { - const depth = nodesDepths[nodeID]; - if (!(depth in nodesByDepth)) { - nodesByDepth[depth] = []; - } - nodesByDepth[depth].push(nodeIDToNode[nodeID]); - } - const layersByDepth = {}; - for (const layerID in layersDepths) { - const depth = layersDepths[layerID]; - if (!(depth in layersByDepth)) { - layersByDepth[depth] = []; - } - layersByDepth[depth].push(layerIDToLayer[layerID]); - } - let depthKeys = Object.keys(layersByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - this.layers = []; - for (const depth of depthKeys) { - const layersForDepth = layersByDepth[depth]; - layersForDepth.sort((a, b) => { - const aIndex = layerIndices[a.id]; - const bIndex = layerIndices[b.id]; - if (aIndex < bIndex) { - return -1; - } - if (aIndex > bIndex) { - return 1; - } - return 0; - }); - for (const layer of layersForDepth) { - if (layer instanceof Container) { - this.internalContainerRefs.push(layer); - } - this.layers.push(layer); - } - } - this.layersByDepth = layersByDepth; - depthKeys = Object.keys(nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - const computableTensors = this.inputs.slice(); - const layersWithCompleteInput = []; - for (const depth of depthKeys) { - for (const node of nodesByDepth[depth]) { - const layer = node.outboundLayer; - if (layer != null) { - for (const x of node.inputTensors) { - if (computableTensors.indexOf(x) === -1) { - throw new RuntimeError(`Graph disconnected: cannot obtain value for tensor ${x} at layer "${layer.name}". The following previous layers were accessed without issue: ${layersWithCompleteInput}`); - } - } - for (const x of node.outputTensors) { - computableTensors.push(x); - } - layersWithCompleteInput.push(layer.name); - } - } - } - this.nodesByDepth = nodesByDepth; - const allNames = this.layers.map((x) => x.name); - for (const name of allNames) { - const numOccurrences = allNames.filter((x) => x === name).length; - if (numOccurrences !== 1) { - throw new RuntimeError(`The name "${name}" is used ${numOccurrences} times in the model. All layer names should be unique. Layer names: ` + JSON.stringify(allNames)); - } - } - this.outboundNodes = []; - this.inboundNodes = []; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: this.inputs, - outputTensors: this.outputs, - inputMasks: this.inputs.map((x) => null), - outputMasks: this.outputs.map((x) => null), - inputShapes: this.inputs.map((x) => x.shape), - outputShapes: this.outputs.map((x) => x.shape) - }); - this.built = true; - this._refCount = 1; - } - assertNotDisposed() { - if (this._refCount === 0) { - throw new Error(`Container '${this.name}' is already disposed.`); - } - } - dispose() { - this.assertNotDisposed(); - const result = {refCountAfterDispose: null, numDisposedVariables: 0}; - if (--this._refCount === 0) { - for (const layer of this.layers) { - result.numDisposedVariables += layer.dispose().numDisposedVariables; - } - for (const container of this.internalContainerRefs) { - result.numDisposedVariables += container.dispose().numDisposedVariables; - } - } - result.refCountAfterDispose = this._refCount; - return result; - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this.layers.forEach((layer) => { - layer._trainableWeights.forEach((w) => w.trainable = trainable); - }); - this.trainable_ = trainable; - } - get trainableWeights() { - if (this._trainableWeights.length > 0) { - throw new ValueError("Container instance unexpectedly contains _trainableWeights.The trainable weights of a Container are a union of the trainable weights of its consituent Layers. Its own _trainableWeights must remain an empty Array."); - } - if (!this.trainable) { - return []; - } - let weights = []; - for (const layer of this.layers) { - weights = weights.concat(layer.trainableWeights); - } - return weights; - } - get nonTrainableWeights() { - const weights = []; - for (const layer of this.layers) { - weights.push(...layer.nonTrainableWeights); - } - if (!this.trainable) { - const trainableWeights = []; - for (const layer of this.layers) { - trainableWeights.push(...layer.trainableWeights); - } - return trainableWeights.concat(weights); - } - return weights; - } - get weights() { - return this.trainableWeights.concat(this.nonTrainableWeights); - } - loadWeights(weights, strict = true) { - const nameToWeight = {}; - let totalWeightsCount = 0; - for (const layer of this.layers) { - for (const weight of layer.weights) { - if (nameToWeight[weight.originalName] != null) { - throw new ValueError(`Duplicate weight name: ${weight.originalName}`); - } - nameToWeight[weight.originalName] = weight; - totalWeightsCount++; - } - } - const weightValueTuples = []; - for (const name in weights) { - let validatedName = name; - if (nameToWeight[name] == null) { - const tokens = name.split("/"); - const shortenNameArray = tokens.slice(0, -2).concat([tokens[tokens.length - 1]]); - validatedName = shortenNameArray.join("/"); - } - if (nameToWeight[validatedName] != null) { - weightValueTuples.push([nameToWeight[validatedName], weights[name]]); - } else if (strict) { - throw new ValueError(`Provided weight data has no target variable: ${name}`); - } - delete nameToWeight[validatedName]; - } - if (strict) { - const unsetNames = []; - for (const name in nameToWeight) { - unsetNames.push(name); - } - if (unsetNames.length > 0) { - throw new ValueError(`${unsetNames.length} of ${totalWeightsCount} weights are not set: ${unsetNames}`); - } - } - batchSetValue(weightValueTuples); - } - updatedConfig() { - const theConfig = this.getConfig(); - const modelConfig = {}; - modelConfig["className"] = this.getClassName(); - modelConfig["config"] = theConfig; - modelConfig["kerasVersion"] = `tfjs-layers ${version10}`; - modelConfig["backend"] = "TensorFlow.js"; - return modelConfig; - } - toJSON(unused, returnString = true) { - const modelConfig = convertTsToPythonic(this.updatedConfig()); - return returnString ? JSON.stringify(modelConfig) : modelConfig; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = toList(inputs); - const feedDict = new FeedDict(); - for (let i = 0; i < this.inputs.length; ++i) { - feedDict.add(this.inputs[i], inputs[i]); - } - return execute(this.outputs, feedDict, kwargs); - }); - } - computeMask(inputs, mask) { - return tidy(() => { - inputs = toList(inputs); - let masks; - if (mask == null) { - masks = pyListRepeat(null, inputs.length); - } else { - masks = toList(mask); - } - return this.runInternalGraph(inputs, masks)[1]; - }); - } - computeOutputShape(inputShape) { - const inputShapes = normalizeShapeList(inputShape); - if (inputShapes.length !== this.inputLayers.length) { - throw new ValueError(`Invalid inputShape argument ${inputShape}: model has ${this.inputLayers.length} tensor inputs.`); - } - const layersToOutputShapes = {}; - for (let i = 0; i < inputShapes.length; i++) { - const layer = this.inputLayers[i]; - const inputShape2 = inputShapes[i]; - const shapeKey = layer.name + "_0_0"; - layersToOutputShapes[shapeKey] = inputShape2; - } - const depthKeys = Object.keys(this.nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - if (depthKeys.length > 1) { - for (const depth of depthKeys) { - const nodes = this.nodesByDepth[depth]; - for (const node of nodes) { - const layer = node.outboundLayer; - if (this.inputLayers.map((x) => x.id).indexOf(layer.id) !== -1) { - continue; - } - const inputShapes2 = []; - for (let j = 0; j < node.inboundLayers.length; j++) { - const inboundLayer = node.inboundLayers[j]; - const nodeIndex2 = node.nodeIndices[j]; - const tensorIndex = node.tensorIndices[j]; - const shapeKey = `${inboundLayer.name}_${nodeIndex2}_${tensorIndex}`; - const inputShape2 = layersToOutputShapes[shapeKey]; - inputShapes2.push(inputShape2); - } - const outputShape = layer.computeOutputShape(singletonOrArray(inputShapes2)); - const outputShapes2 = normalizeShapeList(outputShape); - const nodeIndex = layer.inboundNodes.indexOf(node); - for (let j = 0; j < outputShapes2.length; j++) { - const shapeKey = `${layer.name}_${nodeIndex}_${j}`; - layersToOutputShapes[shapeKey] = outputShapes2[j]; - } - } - } - } - const outputShapes = []; - const outputShapeKeys = []; - for (let i = 0; i < this.outputLayers.length; i++) { - const layer = this.outputLayers[i]; - const nodeIndex = this.outputLayersNodeIndices[i]; - const tensorIndex = this.outputLayersTensorIndices[i]; - const shapeKey = `${layer.name}_${nodeIndex}_${tensorIndex}`; - outputShapeKeys.push(shapeKey); - } - for (let i = 0; i < outputShapeKeys.length; i++) { - const key = outputShapeKeys[i]; - assert2(key in layersToOutputShapes); - outputShapes.push(layersToOutputShapes[key]); - } - return singletonOrArray(outputShapes); - } - runInternalGraph(inputs, masks) { - if (masks == null) { - masks = pyListRepeat(null, inputs.length); - } - const tensorMap = {}; - for (let i = 0; i < this.inputs.length; ++i) { - const x = this.inputs[i]; - const y = inputs[i]; - const mask = masks[i]; - tensorMap[x.id] = [y, mask]; - } - const depthKeys = Object.keys(this.nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - for (const depth of depthKeys) { - const nodes = this.nodesByDepth[depth]; - for (const node of nodes) { - const layer = node.outboundLayer; - const referenceInputTensors = node.inputTensors; - const referenceOutputTensors = node.outputTensors; - const computedData = new Array(); - for (const x of referenceInputTensors) { - if (x.id in tensorMap) { - computedData.push(tensorMap[x.id]); - } - } - if (computedData.length === referenceInputTensors.length) { - let kwargs = {}; - let computedTensors; - let computedMasks; - let outputTensors2; - let outputMasks2; - if (node.callArgs != null) { - kwargs = node.callArgs; - } - if (computedData.length === 1) { - const [computedTensor, computedMask] = computedData[0]; - if (kwargs["mask"] == null) { - kwargs["mask"] = computedMask; - } - outputTensors2 = toList(layer.call(computedTensor, kwargs)); - outputMasks2 = toList(layer.computeMask(computedTensor, computedMask)); - computedTensors = [computedTensor]; - computedMasks = [computedMask]; - } else { - computedTensors = computedData.map((x) => x[0]); - computedMasks = computedData.map((x) => x[1]); - if (kwargs["mask"] == null) { - kwargs["mask"] = computedMasks; - } - outputTensors2 = toList(layer.call(computedTensors, kwargs)); - outputMasks2 = toList(layer.computeMask(computedTensors, computedMasks)); - } - if (layer.activityRegularizer) { - throw new NotImplementedError("LayersModel invocation with concrete Tensor value(s) in the presence of activity regularizer(s) is not supported yet."); - } - for (let i = 0; i < referenceOutputTensors.length; ++i) { - const x = referenceOutputTensors[i]; - const y = outputTensors2[i]; - const mask = outputMasks2[i]; - tensorMap[x.id] = [y, mask]; - } - } - } - } - const outputTensors = []; - const outputMasks = []; - const outputShapes = []; - for (const x of this.outputs) { - assert2(x.id in tensorMap, `Could not compute output ${x.name} : ${x.id}`); - const [tensor2, mask] = tensorMap[x.id]; - outputShapes.push(tensor2.shape); - outputTensors.push(tensor2); - outputMasks.push(mask); - } - return [outputTensors, outputMasks, outputShapes]; - } - buildNodeConversionMap(layers) { - const nodeConversionMap = {}; - let keptNodes; - for (const layer of this.layers) { - keptNodes = layer instanceof Container ? 1 : 0; - for (let originalNodeIndex = 0; originalNodeIndex < layer.inboundNodes.length; originalNodeIndex++) { - const nodeKey = Container.nodeKey(layer, originalNodeIndex); - if (this.containerNodes.has(nodeKey)) { - nodeConversionMap[nodeKey] = keptNodes; - keptNodes += 1; - } - } - } - return nodeConversionMap; - } - getLayer(name, index) { - if (index != null) { - if (this.layers.length <= index) { - throw new ValueError(`Was asked to retrieve layer at index ${index}, but model only has ${this.layers.length} layer(s).`); - } else { - return this.layers[index]; - } - } else { - if (name == null) { - throw new ValueError("Provide either a layer name or layer index"); - } - } - for (const layer of this.layers) { - if (layer.name === name) { - return layer; - } - } - throw new ValueError(`No such layer: ${name}`); - } - calculateLosses() { - return tidy(() => { - const losses4 = []; - for (const layer of this.layers) { - for (let nodeIndex = 0; nodeIndex < layer.inboundNodes.length; ++nodeIndex) { - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (this.containerNodes.has(nodeKey)) { - losses4.push(...layer.calculateLosses()); - } - } - } - return losses4; - }); - } - getConfig() { - const config3 = {name: this.name}; - const nodeConversionMap = this.buildNodeConversionMap(this.layers); - const layerConfigs = []; - for (const layer of this.layers) { - const layerClassName = layer.getClassName(); - const layerConfig = layer.getConfig(); - const filteredInboundNodes = []; - for (let originalNodeIndex = 0; originalNodeIndex < layer.inboundNodes.length; originalNodeIndex++) { - const node = layer.inboundNodes[originalNodeIndex]; - const nodeKey = Container.nodeKey(layer, originalNodeIndex); - let kwargs = {}; - if (this.containerNodes.has(nodeKey)) { - if (node.callArgs) { - try { - JSON.stringify(node.callArgs); - kwargs = node.callArgs; - } catch (err) { - console.warn(`Layer ${layer.name} was passed non-serializable keyword arguments: ${node.callArgs}. They will not be included in the serialized model (and thus will be missing at deserialization time).`); - kwargs = {}; - } - } - if (node.inboundLayers.length > 0) { - const nodeData = []; - for (let i = 0; i < node.inboundLayers.length; i++) { - const inboundLayer = node.inboundLayers[i]; - const nodeIndex = node.nodeIndices[i]; - const tensorIndex = node.tensorIndices[i]; - const nodeKey2 = Container.nodeKey(inboundLayer, nodeIndex); - let newNodeIndex = nodeConversionMap[nodeKey2]; - if (newNodeIndex == null) { - newNodeIndex = 0; - } - nodeData.push([inboundLayer.name, newNodeIndex, tensorIndex, kwargs]); - } - filteredInboundNodes.push(nodeData); - } - } - } - const dict = {}; - dict["name"] = layer.name; - dict["className"] = layerClassName; - dict["config"] = layerConfig; - dict["inboundNodes"] = filteredInboundNodes; - layerConfigs.push(dict); - } - config3["layers"] = layerConfigs; - const modelInputs = []; - for (let i = 0; i < this.inputLayers.length; i++) { - const layer = this.inputLayers[i]; - const nodeIndex = this.inputLayersNodeIndices[i]; - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (!this.containerNodes.has(nodeKey)) { - continue; - } - let newNodeIndex = nodeConversionMap[nodeKey]; - if (newNodeIndex === null || newNodeIndex === void 0) { - newNodeIndex = 0; - } - const tensorIndex = this.inputLayersTensorIndices[i]; - modelInputs.push([layer.name, newNodeIndex, tensorIndex]); - } - config3["inputLayers"] = modelInputs; - const modelOutputs = []; - for (let i = 0; i < this.outputLayers.length; i++) { - const layer = this.outputLayers[i]; - const nodeIndex = this.outputLayersNodeIndices[i]; - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (!this.containerNodes.has(nodeKey)) { - continue; - } - let newNodeIndex = nodeConversionMap[nodeKey]; - if (newNodeIndex === null || newNodeIndex === void 0) { - newNodeIndex = 0; - } - const tensorIndex = this.outputLayersTensorIndices[i]; - modelOutputs.push([layer.name, newNodeIndex, tensorIndex]); - } - config3["outputLayers"] = modelOutputs; - return config3; - } - static fromConfig(cls, config3, customObjects = {}, fastWeightInit = false) { - const createdLayers = {}; - const unprocessedNodes = {}; - function addUnprocessedNode(layer, nodeData) { - if (!(layer.name in unprocessedNodes)) { - unprocessedNodes[layer.name] = [nodeData]; - } else { - unprocessedNodes[layer.name].push(nodeData); - } - } - function processNode(layer, nodeData) { - const inputTensors2 = []; - let kwargs; - for (const inputData of nodeData) { - const inboundLayerName = inputData[0]; - const inboundNodeIndex = inputData[1]; - const inboundTensorIndex = inputData[2]; - kwargs = inputData[3] == null ? {} : inputData[3]; - if (!(inboundLayerName in createdLayers)) { - addUnprocessedNode(layer, nodeData); - return; - } - const inboundLayer = createdLayers[inboundLayerName]; - if (inboundLayer.inboundNodes.length <= inboundNodeIndex) { - addUnprocessedNode(layer, nodeData); - return; - } - const inboundNode = inboundLayer.inboundNodes[inboundNodeIndex]; - inputTensors2.push(inboundNode.outputTensors[inboundTensorIndex]); - } - if (inputTensors2.length > 0) { - layer.apply(singletonOrArray(inputTensors2), kwargs); - } - } - function processLayer(layerData) { - const layerName = layerData["name"]; - const layer = deserialize(layerData, config3["customObjects"] != null ? config3["customObjects"] : {}); - layer.setFastWeightInitDuringBuild(fastWeightInit); - createdLayers[layerName] = layer; - const inboundNodesData = layerData["inboundNodes"]; - inboundNodesData.forEach((nodeData) => { - if (!(nodeData instanceof Array)) { - throw new ValueError(`Corrupted configuration, expected array for nodeData: ${nodeData}`); - } - addUnprocessedNode(layer, nodeData); - }); - } - const name = config3["name"]; - const layersFromConfig = config3["layers"]; - for (const layerData of layersFromConfig) { - processLayer(layerData); - } - while (!isObjectEmpty(unprocessedNodes)) { - for (const layerData of layersFromConfig) { - const layer = createdLayers[layerData["name"]]; - if (layer.name in unprocessedNodes) { - const currentUnprocessedNodesForLayer = unprocessedNodes[layer.name]; - delete unprocessedNodes[layer.name]; - for (const nodeData of currentUnprocessedNodesForLayer) { - processNode(layer, nodeData); - } - } - } - } - const inputTensors = []; - const outputTensors = []; - const inputLayersFromConfig = config3["inputLayers"]; - for (const layerData of inputLayersFromConfig) { - const layerName = layerData[0]; - const nodeIndex = layerData[1]; - const tensorIndex = layerData[2]; - assert2(layerName in createdLayers); - const layer = createdLayers[layerName]; - const layerOutputTensors = layer.inboundNodes[nodeIndex].outputTensors; - inputTensors.push(layerOutputTensors[tensorIndex]); - } - const outputLayersFromConfig = config3["outputLayers"]; - for (const layerData of outputLayersFromConfig) { - const layerName = layerData[0]; - const nodeIndex = layerData[1]; - const tensorIndex = layerData[2]; - assert2(layerName in createdLayers); - const layer = createdLayers[layerName]; - const layerOutputTensors = layer.inboundNodes[nodeIndex].outputTensors; - outputTensors.push(layerOutputTensors[tensorIndex]); - } - return new cls({inputs: inputTensors, outputs: outputTensors, name}); - } - get stateful() { - if (this._stateful) { - throw new ValueError("Container instance unexpectedly has _stateful = true. The statefulness of a Container is determined by the Layers it contains. Its _stateful property must remain the default false."); - } - for (const layer of this.layers) { - if (layer.stateful) { - return true; - } - } - return false; - } - resetStates() { - tidy(() => { - this.layers.forEach((layer) => { - if (layer.stateful) { - layer.resetStates(); - } - }); - }); - } -}; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function standardizeSampleOrClassWeights(xWeight, outputNames, weightType) { - const numOutputs = outputNames.length; - if (xWeight == null || Array.isArray(xWeight) && xWeight.length === 0) { - return outputNames.map((name) => null); - } - if (numOutputs === 1) { - if (Array.isArray(xWeight) && xWeight.length === 1) { - return xWeight; - } else if (typeof xWeight === "object" && outputNames[0] in xWeight) { - return [xWeight[outputNames[0]]]; - } else { - return [xWeight]; - } - } - if (Array.isArray(xWeight)) { - if (xWeight.length !== numOutputs) { - throw new Error(`Provided ${weightType} is an array of ${xWeight.length} element(s), but the model has ${numOutputs} outputs. Make sure a set of weights is provided for each model output.`); - } - return xWeight; - } else if (typeof xWeight === "object" && Object.keys(xWeight).length > 0 && typeof xWeight[Object.keys(xWeight)[0]] === "object") { - const output = []; - outputNames.forEach((outputName) => { - if (outputName in xWeight) { - output.push(xWeight[outputName]); - } else { - output.push(null); - } - }); - return output; - } else { - throw new Error(`The model has multiple (${numOutputs}) outputs, so ${weightType} must be either an array with ${numOutputs} elements or an object with ${outputNames} keys. Provided ${weightType} not understood: ${JSON.stringify(xWeight)}`); - } -} -function standardizeClassWeights(classWeight, outputNames) { - return standardizeSampleOrClassWeights(classWeight, outputNames, "classWeight"); -} -async function standardizeWeights(y, sampleWeight, classWeight, sampleWeightMode) { - if (sampleWeight != null || sampleWeightMode != null) { - throw new Error("Support sampleWeight is not implemented yet"); - } - if (classWeight != null) { - const yClasses = tidy(() => { - if (y.shape.length === 1) { - return y.clone(); - } else if (y.shape.length === 2) { - if (y.shape[1] > 1) { - const axis = 1; - return y.argMax(axis); - } else if (y.shape[1] === 1) { - return y.reshape([y.shape[0]]); - } else { - throw new Error(`Encountered unexpected last-dimension size (${y.shape[1]}) during handling of class weights. The size is expected to be >= 1.`); - } - } else { - throw new Error(`Unexpected rank of target (y) tensor (${y.rank}) during handling of class weights. The rank is expected to be 1 or 2.`); - } - }); - const yClassIndices = Array.from(await yClasses.data()); - dispose(yClasses); - const classSampleWeight = []; - yClassIndices.forEach((classIndex) => { - if (classWeight[classIndex] == null) { - throw new Error(`classWeight must contain all classes in the training data. The class ${classIndex} exists in the data but not in classWeight`); - } else { - classSampleWeight.push(classWeight[classIndex]); - } - }); - return tensor1d(classSampleWeight, "float32"); - } else { - return null; - } -} -function computeWeightedLoss2(losses4, sampleWeights) { - return mul(losses4, sampleWeights); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var DEFAULT_VALIDATION_BATCH_SIZE = 32; -function standardizeDataIteratorOutput(model22, iteratorOut) { - let xs; - let ys; - const iteratorOutObj = iteratorOut; - xs = iteratorOutObj["xs"]; - ys = iteratorOutObj["ys"]; - util_exports.assert(xs != null && ys != null, () => `A Dataset iterator for fitDataset() is expected to generate objects of the form \`{xs: xVal, ys: yVal}\`, where the two values may be \`tf.Tensor\`, an array of Tensors, or a map of string to Tensor. The provided Dataset instead generates ${iteratorOut}`); - const flattenedXs = flattenTensorOrArrayOrMap("input", model22.inputNames, xs); - const flattenedYs = flattenTensorOrArrayOrMap("output", model22.outputNames, ys); - const batchSize = flattenedXs[0].shape[0]; - util_exports.assert(flattenedXs.length === model22.inputs.length, () => `LayersModel has ${model22.inputs.length} inputs, but the dataset provides ${flattenedXs.length} inputs. (Expected input keys: ${JSON.stringify(model22.inputNames)})`); - util_exports.assert(flattenedYs.length === model22.outputs.length, () => `LayersModel has ${model22.outputs.length} outputs, but the dataset provides ${flattenedYs.length} outputs. (Expected output keys: ${JSON.stringify(model22.outputNames)})`); - for (let xIndex = 0; xIndex < flattenedXs.length; xIndex++) { - util_exports.assert(flattenedXs[xIndex].shape[0] === batchSize, () => `Batch size mismatch: input ${model22.inputNames[xIndex]} has ${flattenedXs[xIndex].shape[0]}; expected ${batchSize} based on input ${model22.inputNames[0]}.`); - } - for (let yIndex = 0; yIndex < flattenedYs.length; yIndex++) { - util_exports.assert(flattenedYs[yIndex].shape[0] === batchSize, () => `Batch size mismatch: output ${model22.outputNames[yIndex]} has ${flattenedYs[yIndex].shape[0]}; expected ${batchSize} based on input ${model22.inputNames[0]}.`); - } - return {xs: flattenedXs, ys: flattenedYs}; -} -function flattenTensorOrArrayOrMap(inputOrOutput, names, values) { - if (values instanceof Tensor) { - return [values]; - } else if (Array.isArray(values)) { - util_exports.assert(values.length === names.length, () => `Received an array of ${values.length} Tensors, but expected ${names.length} to match the ${inputOrOutput} keys ${names}.`); - return values; - } else { - const result = []; - for (const name of names) { - if (values[name] == null) { - throw new ValueError(`The feature data generated by the dataset lacks the required ${inputOrOutput} key '${name}'.`); - } - result.push(values[name]); - } - return result; - } -} -function standardizeTensorValidationData(data2) { - if (data2.length === 3) { - throw new NotImplementedError("Validation with sample weights is not implemented yet."); - } - return {xs: data2[0], ys: data2[1]}; -} -async function fitDataset(model22, dataset, args) { - const hasBatchesPerEpoch = args.batchesPerEpoch != null; - util_exports.assert(model22.optimizer != null, () => "You must compile a model before training/testing. Use LayersModel.compile(modelCompileConfig)."); - util_exports.assert(args != null, () => `For fitDataset(), the 2nd argument (config) is required, but it is not provided in this call.`); - util_exports.assert(args.epochs != null && args.epochs > 0 && Number.isInteger(args.epochs), () => `For fitDataset(), config.epochs is expected to be a positive integer, but got ${args.epochs}`); - util_exports.assert(!hasBatchesPerEpoch || args.batchesPerEpoch > 0 && Number.isInteger(args.batchesPerEpoch), () => `For fitDataset(), config.batchesPerEpoch is expected to be a positive integer if specified, but got ${args.batchesPerEpoch}`); - util_exports.assert(args["validationSplit"] == null, () => "`validationSplit` is not supported by `fitDataset()`. Use validationData instead."); - if (model22.isTraining) { - throw new Error("Cannot start training because another fit() call is ongoing."); - } - model22.isTraining = true; - try { - const doValidation = args.validationData != null; - let valXs; - let valYs; - if (doValidation) { - if (isDatasetObject(args.validationData)) { - util_exports.assert(args.validationBatches == null || args.validationBatches > 0 && Number.isInteger(args.validationBatches), () => `For fitDataset() with dataset-based validation, config.validationBatches is expected not to be provided, or to be a positive integer, but got ${args.validationBatches}`); - } else { - const validationData = standardizeTensorValidationData(args.validationData); - valXs = validationData.xs; - valYs = validationData.ys; - } - } - const trainFunction = model22.makeTrainFunction(); - const outLabels = model22.getDedupedMetricsNames(); - let callbackMetrics; - if (doValidation) { - callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n)); - } else { - callbackMetrics = outLabels.slice(); - } - const callbacks2 = standardizeCallbacks(args.callbacks, args.yieldEvery); - const verbose = args.verbose == null ? 1 : args.verbose; - const {callbackList, history} = configureCallbacks(callbacks2, verbose, args.epochs, null, null, getStepsPerEpoch(dataset, args), null, doValidation, callbackMetrics); - callbackList.setModel(model22); - model22.history = history; - await callbackList.onTrainBegin(); - model22.stopTraining_ = false; - let epoch = args.initialEpoch == null ? 0 : args.initialEpoch; - let dataIterator = await dataset.iterator(); - while (epoch < args.epochs) { - const epochLogs = {}; - await callbackList.onEpochBegin(epoch); - let stepsDone = 0; - let batchIndex = 0; - if (!hasBatchesPerEpoch) { - dataIterator = await dataset.iterator(); - } - while (hasBatchesPerEpoch ? stepsDone < args.batchesPerEpoch : true) { - const iteratorOut = await dataIterator.next(); - if (hasBatchesPerEpoch && iteratorOut.done) { - console.warn(`You provided \`batchesPerEpoch\` as ${args.batchesPerEpoch}, but your dataset iterator ran out of data after ${stepsDone} batches; interrupting training. Make sure that your dataset can generate at least \`batchesPerEpoch * epochs\` batches (in this case, ${args.batchesPerEpoch * args.epochs} batches). You may need to use the repeat() function when building your dataset.`); - break; - } - if (iteratorOut.value != null) { - const {xs, ys} = standardizeDataIteratorOutput(model22, iteratorOut.value); - const batchLogs = {}; - batchLogs["batch"] = batchIndex; - batchLogs["size"] = xs[0].shape[0]; - await callbackList.onBatchBegin(batchIndex, batchLogs); - const sampleWeights = []; - if (args.classWeight != null) { - const standardClassWeights = standardizeClassWeights(args.classWeight, model22.outputNames); - for (let i = 0; i < standardClassWeights.length; ++i) { - sampleWeights.push(await standardizeWeights(ys[i], null, standardClassWeights[i])); - } - } - const ins = xs.concat(ys).concat(sampleWeights); - const outs = trainFunction(ins); - dispose(ins); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = outs[i]; - batchLogs[label] = out; - keep(out); - } - await callbackList.onBatchEnd(batchIndex, batchLogs); - disposeTensorsInLogs(batchLogs); - batchIndex++; - stepsDone++; - } - if (hasBatchesPerEpoch ? stepsDone >= args.batchesPerEpoch : iteratorOut.done) { - if (doValidation) { - let valOuts; - if (isDatasetObject(args.validationData)) { - valOuts = toList(await model22.evaluateDataset(args.validationData, {batches: args.validationBatches})); - } else { - valOuts = toList(model22.evaluate(valXs, valYs, { - batchSize: args.validationBatchSize == null ? DEFAULT_VALIDATION_BATCH_SIZE : args.validationBatchSize, - verbose: 0 - })); - } - for (let i = 0; i < model22.metricsNames.length; ++i) { - epochLogs[`val_${model22.metricsNames[i]}`] = valOuts[i]; - } - } - break; - } - if (model22.stopTraining_) { - break; - } - } - await callbackList.onEpochEnd(epoch, epochLogs); - epoch++; - if (model22.stopTraining_) { - break; - } - } - await callbackList.onTrainEnd(); - await model22.history.syncData(); - return model22.history; - } finally { - model22.isTraining = false; - } -} -function getStepsPerEpoch(dataset, args) { - let stepsPerEpoch = null; - if (args.batchesPerEpoch != null) { - stepsPerEpoch = args.batchesPerEpoch; - } else if (Number.isFinite(dataset.size)) { - stepsPerEpoch = dataset.size; - } - return stepsPerEpoch; -} -function isDatasetObject(dataset) { - return typeof dataset.iterator === "function"; -} -function isLazyIteratorObject(iterator) { - return typeof iterator.next === "function"; -} -async function evaluateDataset(model22, dataset, args) { - args = args || {}; - const hasBatches = args.batches != null; - const f = model22.testFunction; - let outs = []; - if (args.verbose > 0) { - throw new NotImplementedError("Verbose mode is not implemented yet."); - } - util_exports.assert(!hasBatches || args.batches > 0 && Number.isInteger(args.batches), () => `Test loop expects \`batches\` to be a positive integer, but received ${JSON.stringify(args.batches)}`); - const dataIterator = isLazyIteratorObject(dataset) ? dataset : await dataset.iterator(); - let numExamples = 0; - let batch = 0; - while (hasBatches ? batch < args.batches : true) { - const iteratorOut = await dataIterator.next(); - outs = tidy(() => { - if (iteratorOut.value) { - const {xs, ys} = standardizeDataIteratorOutput(model22, iteratorOut.value); - const xsAndYs = xs.concat(ys); - const batchOuts = tidy(() => f(xsAndYs)); - dispose(xsAndYs); - if (batch === 0) { - for (let i = 0; i < batchOuts.length; ++i) { - outs.push(scalar(0)); - } - } - const batchSize = xsAndYs[0].shape[0]; - for (let i = 0; i < batchOuts.length; ++i) { - const batchOut = batchOuts[i]; - const oldScalar = outs[i]; - outs[i] = tidy(() => add2(outs[i], mul(batchSize, batchOut))); - if (batch > 0) { - dispose(oldScalar); - } - } - dispose(batchOuts); - numExamples += batchSize; - ++batch; - } - return outs; - }); - if (iteratorOut.done) { - if (hasBatches) { - console.warn(`Your dataset iterator ran out of data during evaluateDataset(). Interrupting evalution. Make sure that your dataset can generate at least \`batches\` batches (in this case, ${args.batches} batches). You may need to use the repeat() function when building your dataset.`); - } - break; - } - } - for (let i = 0; i < outs.length; ++i) { - const oldScalar = outs[i]; - outs[i] = div(outs[i], numExamples); - dispose(oldScalar); - } - return singletonOrArray(outs); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function checkBatchSize(batchSize) { - util_exports.assert(batchSize > 0 && Number.isInteger(batchSize), () => `batchSize is required to be a positive integer, but got ${batchSize}`); -} -function sliceArrays(arrays, start, stop) { - if (arrays == null) { - return [null]; - } else if (Array.isArray(arrays)) { - return arrays.map((array2) => sliceAlongFirstAxis(array2, start, stop - start)); - } else { - return sliceAlongFirstAxis(arrays, start, stop - start); - } -} -function sliceArraysByIndices(arrays, indices) { - return tidy(() => { - if (arrays == null) { - return null; - } else if (Array.isArray(arrays)) { - return arrays.map((array2) => sliceArraysByIndices(array2, indices)); - } else { - return gather2(arrays, indices.dtype === "int32" ? indices : indices.toInt()); - } - }); -} -function makeBatches(size, batchSize) { - const output = []; - let batchStart = 0; - let batchEnd = null; - while (batchStart < size) { - batchEnd = batchStart + batchSize; - if (batchEnd >= size) { - batchEnd = size; - } - output.push([batchStart, batchEnd]); - batchStart = batchEnd; - } - return output; -} -async function fitLoop(model22, f, ins, outLabels, batchSize, epochs, verbose, callbacks2, valF, valIns, shuffle2, callbackMetrics, initialEpoch, stepsPerEpoch, validationSteps) { - if (batchSize == null) { - batchSize = 32; - } - if (epochs == null) { - epochs = 1; - } - if (shuffle2 == null) { - shuffle2 = true; - } - if (initialEpoch == null) { - initialEpoch = 0; - } - let doValidation = false; - if (valF != null && valIns != null) { - doValidation = true; - } - if (validationSteps != null) { - doValidation = true; - if (stepsPerEpoch == null) { - throw new ValueError("Can only use `validationSteps` when doing step-wise training, i.e., `stepsPerEpoch` must be set."); - } - } - const numTrainSamples = model22.checkNumSamples(ins, batchSize, stepsPerEpoch, "steps_per_epoch"); - let indexArray; - if (numTrainSamples != null) { - indexArray = range5(0, numTrainSamples); - } - if (verbose == null) { - verbose = 1; - } - const {callbackList, history} = configureCallbacks(callbacks2, verbose, epochs, initialEpoch, numTrainSamples, stepsPerEpoch, batchSize, doValidation, callbackMetrics); - callbackList.setModel(model22); - model22.history = history; - await callbackList.onTrainBegin(); - model22.stopTraining_ = false; - for (let epoch = initialEpoch; epoch < epochs; ++epoch) { - await callbackList.onEpochBegin(epoch); - const epochLogs = {}; - if (stepsPerEpoch != null) { - throw new NotImplementedError("stepsPerEpoch mode is not implemented yet."); - } else { - if (shuffle2 === "batch") { - throw new NotImplementedError("batch shuffling is not implemneted yet"); - } else if (shuffle2) { - util_exports.shuffle(indexArray); - } - const epochIndexArray1D = tensor1d(indexArray); - const batches = makeBatches(numTrainSamples, batchSize); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchLogs = {}; - await callbackList.onBatchBegin(batchIndex, batchLogs); - tidy(() => { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const batchIds = sliceAlongFirstAxis(epochIndexArray1D, batchStart, batchEnd - batchStart); - batchLogs["batch"] = batchIndex; - batchLogs["size"] = batchEnd - batchStart; - const insBatch = sliceArraysByIndices(ins, batchIds); - const outs = f(insBatch); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = outs[i]; - batchLogs[label] = out; - keep(out); - } - if (batchIndex === batches.length - 1) { - if (doValidation) { - const valOuts = model22.testLoop(valF, valIns, batchSize); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = valOuts[i]; - keep(out); - epochLogs["val_" + label] = out; - } - } - } - }); - await callbackList.onBatchEnd(batchIndex, batchLogs); - disposeTensorsInLogs(batchLogs); - if (model22.stopTraining_) { - break; - } - } - epochIndexArray1D.dispose(); - } - await callbackList.onEpochEnd(epoch, epochLogs); - if (model22.stopTraining_) { - break; - } - } - await callbackList.onTrainEnd(); - await model22.history.syncData(); - return model22.history; -} -async function fitTensors(model22, x, y, args = {}) { - if (model22.isTraining) { - throw new Error("Cannot start training because another fit() call is ongoing."); - } - model22.isTraining = true; - let inputs; - let targets; - let inputValX; - let inputValY; - let valX; - let valY; - let sampleWeights; - try { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - const checkBatchAxis = false; - const standardizedOuts = await model22.standardizeUserData(x, y, args.sampleWeight, args.classWeight, checkBatchAxis, batchSize); - inputs = standardizedOuts[0]; - targets = standardizedOuts[1]; - sampleWeights = standardizedOuts[2]; - let doValidation = false; - let valIns; - if (args.validationData != null && args.validationData.length > 0) { - doValidation = true; - if (args.validationData.length === 2) { - inputValX = args.validationData[0]; - inputValY = args.validationData[1]; - } else if (args.validationData.length === 3) { - throw new NotImplementedError("validationData including sample weights is not supported yet."); - } else { - throw new ValueError(`When passing validation data, it must contain 2 (valX, valY) or 3 (valX, valY, valSampleWeight) items; ${args.validationData} is invalid.`); - } - const checkBatchAxis2 = true; - const valStandardized = await model22.standardizeUserData(inputValX, inputValY, null, null, checkBatchAxis2, batchSize); - valX = valStandardized[0]; - valY = valStandardized[1]; - valIns = valX.concat(valY); - } else if (args.validationSplit != null && args.validationSplit > 0 && args.validationSplit < 1) { - doValidation = true; - const splitAt = Math.floor(inputs[0].shape[0] * (1 - args.validationSplit)); - const originalBatchSize = inputs[0].shape[0]; - valX = sliceArrays(inputs, splitAt, originalBatchSize); - inputs = sliceArrays(inputs, 0, splitAt); - valY = sliceArrays(targets, splitAt, originalBatchSize); - targets = sliceArrays(targets, 0, splitAt); - valIns = valX.concat(valY); - } else if (args.validationSteps != null) { - doValidation = true; - } - const ins = inputs.concat(targets).concat(sampleWeights); - model22.checkTrainableWeightsConsistency(); - const trainFunction = model22.makeTrainFunction(); - const outLabels = model22.getDedupedMetricsNames(); - let valFunction; - let callbackMetrics; - if (doValidation) { - model22.makeTestFunction(); - valFunction = model22.testFunction; - callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n)); - } else { - valFunction = null; - valIns = []; - callbackMetrics = outLabels.slice(); - } - const callbacks2 = standardizeCallbacks(args.callbacks, args.yieldEvery); - const out = await fitLoop(model22, trainFunction, ins, outLabels, batchSize, args.epochs, args.verbose, callbacks2, valFunction, valIns, args.shuffle, callbackMetrics, args.initialEpoch, null, null); - return out; - } finally { - model22.isTraining = false; - disposeNewTensors(inputs, x); - disposeNewTensors(targets, y); - disposeNewTensors(valX, inputValX); - disposeNewTensors(valY, inputValY); - if (sampleWeights != null) { - dispose(sampleWeights); - } - } -} -function ensureTensorsRank2OrHigher(tensors) { - const outs = []; - if (tensors instanceof Tensor) { - tensors = [tensors]; - } - for (let i = 0; i < tensors.length; ++i) { - const tensor2 = tensors[i]; - if (tensor2.rank === 1) { - outs.push(expandDims5(tensor2, 1)); - } else if (tensor2.rank === 0) { - throw new Error("Expected tensor to be at least 1D, but received a 0D tensor (scalar)."); - } else { - outs.push(tensor2); - } - } - return outs; -} -function disposeNewTensors(tensors, refTensors) { - if (tensors == null) { - return; - } - const oldTensorIds = []; - if (refTensors instanceof Tensor) { - oldTensorIds.push(refTensors.id); - } else if (Array.isArray(refTensors)) { - refTensors.forEach((t) => oldTensorIds.push(t.id)); - } else if (refTensors != null) { - for (const name in refTensors) { - const oldTensor = refTensors[name]; - oldTensorIds.push(oldTensor.id); - } - } - const tensorsToDispose = []; - if (tensors instanceof Tensor) { - if (oldTensorIds.indexOf(tensors.id) === -1) { - tensorsToDispose.push(tensors); - } - } else if (Array.isArray(tensors)) { - tensors.forEach((t) => { - if (oldTensorIds.indexOf(t.id) === -1) { - tensorsToDispose.push(t); - } - }); - } else if (tensors != null) { - for (const name in tensors) { - const tensor2 = tensors[name]; - if (oldTensorIds.indexOf(tensor2.id) === -1) { - tensorsToDispose.push(tensor2); - } - } - } - tensorsToDispose.forEach((t) => { - if (!t.isDisposed) { - t.dispose(); - } - }); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function isDataTensor(x) { - return x instanceof Tensor; -} -function isDataArray(x) { - return Array.isArray(x); -} -function isDataDict(x) { - return !isDataTensor(x) && !isDataArray(x); -} -function standardizeInputData(data2, names, shapes, checkBatchAxis = true, exceptionPrefix = "") { - if (names == null || names.length === 0) { - if (data2 != null) { - let gotUnexpectedData = false; - if (isDataArray(data2) && data2.length > 0) { - gotUnexpectedData = true; - } else if (isDataDict(data2)) { - for (const key in data2) { - if (data2.hasOwnProperty(key)) { - gotUnexpectedData = true; - break; - } - } - } else { - gotUnexpectedData = true; - } - if (gotUnexpectedData) { - throw new ValueError(`Error when checking model ${exceptionPrefix} expected no data, but got ${data2}`); - } - } - return []; - } - if (data2 == null) { - return names.map((name) => null); - } - let arrays; - if (isDataDict(data2)) { - data2 = data2; - arrays = []; - for (const name of names) { - if (data2[name] == null) { - throw new ValueError(`No data provided for "${name}". Need data for each key in: ${names}`); - } - arrays.push(data2[name]); - } - } else if (isDataArray(data2)) { - data2 = data2; - if (data2.length !== names.length) { - throw new ValueError(`Error when checking model ${exceptionPrefix}: the Array of Tensors that you are passing to your model is not the size the model expected. Expected to see ${names.length} Tensor(s), but instead got the following list of Tensor(s): ${data2}`); - } - arrays = data2; - } else { - data2 = data2; - if (names.length > 1) { - throw new ValueError(`The model ${exceptionPrefix} expects ${names.length} Tensor(s), but only received one Tensor. Found: Tensor with shape ${data2.shape}`); - } - arrays = [data2]; - } - arrays = ensureTensorsRank2OrHigher(arrays); - if (shapes != null) { - for (let i = 0; i < names.length; ++i) { - if (shapes[i] == null) { - continue; - } - const array2 = arrays[i]; - if (array2.shape.length !== shapes[i].length) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have ${shapes[i].length} dimension(s). but got array with shape ${array2.shape}`); - } - for (let j = 0; j < shapes[i].length; ++j) { - if (j === 0 && !checkBatchAxis) { - continue; - } - const dim = array2.shape[j]; - const refDim = shapes[i][j]; - if (refDim != null && refDim >= 0 && dim !== refDim) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have shape [${shapes[i]}], but got array with shape [${array2.shape}].`); - } - } - } - } - return arrays; -} -function checkArrayLengths(inputs, targets, weights) { - const setX = unique4(inputs.map((input2) => input2.shape[0])); - setX.sort(); - const setY = unique4(targets.map((target) => target.shape[0])); - setY.sort(); - if (setX.length > 1) { - throw new ValueError(`All input Tensors (x) should have the same number of samples. Got array shapes: ${JSON.stringify(inputs.map((input2) => input2.shape))}`); - } - if (setY.length > 1) { - throw new ValueError(`All target Tensors (y) should have the same number of samples. Got array shapes: ${JSON.stringify(targets.map((target) => target.shape))}`); - } - if (setX.length > 0 && setY.length > 0 && !util_exports.arraysEqual(setX, setY)) { - throw new ValueError(`Input Tensors should have the same number of samples as target Tensors. Found ${setX[0]} input sample(s) and ${setY[0]} target sample(s).`); - } -} -function checkLossAndTargetCompatibility(targets, lossFns, outputShapes) { - const keyLosses = [ - meanSquaredError2, - binaryCrossentropy, - categoricalCrossentropy - ]; - for (let i = 0; i < targets.length; ++i) { - const y = targets[i]; - const loss = lossFns[i]; - const shape = outputShapes[i]; - if (loss == null) { - continue; - } - if (loss === categoricalCrossentropy) { - if (y.shape[y.shape.length - 1] === 1) { - throw new ValueError(`You are passing a target array of shape ${y.shape} while using a loss 'categorical_crossentropy'. 'categorical_crossentropy'expects targets to be binary matrices (1s and 0s) of shape [samples, classes].`); - } - } - if (keyLosses.indexOf(loss) !== -1) { - const slicedYShape = y.shape.slice(1); - const slicedShape = shape.slice(1); - for (let j = 0; j < slicedYShape.length; ++j) { - const targetDim = slicedYShape[j]; - const outDim = slicedShape[j]; - if (outDim != null && targetDim !== outDim) { - throw new ValueError(`A target Tensor with shape ${y.shape} was passed for an output of shape ${shape}, while using a loss function that expects targets to have the same shape as the output.`); - } - } - } - } -} -function checkInputData(data2, names, shapes, checkBatchAxis = true, exceptionPrefix = "") { - let arrays; - if (Array.isArray(data2)) { - if (data2.length !== names.length) { - throw new ValueError(`Error when checking model ${exceptionPrefix}: the Array of Tensors that you are passing to your model is not the size the the model expected. Expected to see ${names.length} Tensor(s), but instead got ${data2.length} Tensors(s).`); - } - arrays = data2; - } else { - if (names.length > 1) { - throw new ValueError(`The model expects ${names.length} ${exceptionPrefix} Tensors, but only received one Tensor. Found: array with shape ${JSON.stringify(data2.shape)}.`); - } - arrays = [data2]; - } - if (shapes != null) { - for (let i = 0; i < names.length; ++i) { - if (shapes[i] == null) { - continue; - } - const array2 = arrays[i]; - if (array2.shape.length !== shapes[i].length) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have ${shapes[i].length} dimension(s), but got array with shape ${JSON.stringify(array2.shape)}`); - } - for (let j = 0; j < shapes[i].length; ++j) { - if (j === 0 && !checkBatchAxis) { - continue; - } - const dim = array2.shape[j]; - const refDim = shapes[i][j]; - if (refDim != null) { - if (refDim !== dim) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have shape ${JSON.stringify(shapes[i])} but got array with shape ${JSON.stringify(array2.shape)}.`); - } - } - } - } - } -} -function collectMetrics(metrics2, outputNames) { - if (metrics2 == null || Array.isArray(metrics2) && metrics2.length === 0) { - return outputNames.map((name) => []); - } - let wrappedMetrics; - if (typeof metrics2 === "string" || typeof metrics2 === "function") { - wrappedMetrics = [metrics2]; - } else if (Array.isArray(metrics2) || typeof metrics2 === "object") { - wrappedMetrics = metrics2; - } else { - throw new TypeError(`Type of metrics argument not understood. Expected an string,function, Array, or Object, found: ${metrics2}`); - } - if (Array.isArray(wrappedMetrics)) { - return outputNames.map((name) => wrappedMetrics); - } else { - const nestedMetrics = []; - for (const name of outputNames) { - let outputMetrics = wrappedMetrics.hasOwnProperty(name) ? wrappedMetrics[name] : []; - if (!Array.isArray(outputMetrics)) { - outputMetrics = [outputMetrics]; - } - nestedMetrics.push(outputMetrics); - } - return nestedMetrics; - } -} -var LAYERS_MODEL_FORMAT_NAME = "layers-model"; -var LayersModel = class extends Container { - constructor(args) { - super(args); - this.isTraining = false; - } - summary(lineLength, positions, printFn = console.log) { - if (!this.built) { - throw new ValueError(`This model has never been called, thus its weights have not been created yet. So no summary can be displayed. Build the model first (e.g., by calling it on some test data).`); - } - printSummary(this, lineLength, positions, printFn); - } - compile(args) { - if (args.loss == null) { - args.loss = []; - } - this.loss = args.loss; - if (typeof args.optimizer === "string") { - this.optimizer_ = getOptimizer(args.optimizer); - this.isOptimizerOwned = true; - } else { - if (!(args.optimizer instanceof Optimizer)) { - throw new ValueError(`User-defined optimizer must be an instance of tf.Optimizer.`); - } - this.optimizer_ = args.optimizer; - this.isOptimizerOwned = false; - } - let lossFunctions = []; - if (!Array.isArray(args.loss) && typeof args.loss !== "string" && typeof args.loss !== "function") { - args.loss = args.loss; - for (const name in args.loss) { - if (this.outputNames.indexOf(name) === -1) { - throw new ValueError(`Unknown entry in loss dictionary: "${name}". Only expected the following keys: ${this.outputNames}`); - } - } - for (const name of this.outputNames) { - if (args.loss[name] == null) { - console.warn(`Output "${name}" is missing from loss dictionary. We assume this was done on purpose, and we will not be expecting data to be passed to ${name} during training`); - } - lossFunctions.push(get(args.loss[name])); - } - } else if (Array.isArray(args.loss)) { - if (args.loss.length !== this.outputs.length) { - throw new ValueError(`When passing an Array as loss, it should have one entry per model output. The model has ${this.outputs.length} output(s), but you passed loss=${args.loss}.`); - } - const theLosses = args.loss; - lossFunctions = theLosses.map((l) => get(l)); - } else { - const lossFunction = get(args.loss); - this.outputs.forEach((_) => { - lossFunctions.push(lossFunction); - }); - } - this.lossFunctions = lossFunctions; - this.feedOutputNames = []; - this.feedOutputShapes = []; - this.feedLossFns = []; - for (let i = 0; i < this.outputs.length; ++i) { - const shape = this.internalOutputShapes[i]; - const name = this.outputNames[i]; - this.feedOutputNames.push(name); - this.feedOutputShapes.push(shape); - this.feedLossFns.push(this.lossFunctions[i]); - } - const skipTargetIndices = []; - this.metrics = args.metrics; - this.metricsNames = ["loss"]; - this.metricsTensors = []; - nameScope("loss", () => { - for (let i = 0; i < this.outputs.length; ++i) { - if (skipTargetIndices.indexOf(i) !== -1) { - continue; - } - const weightedLoss = this.lossFunctions[i]; - if (this.outputs.length > 1) { - this.metricsTensors.push([weightedLoss, i]); - this.metricsNames.push(this.outputNames[i] + "_loss"); - } - } - }); - const nestedMetrics = collectMetrics(args.metrics, this.outputNames); - const appendMetric = (outputIndex, metricName, metricTensor) => { - if (this.outputNames.length > 1) { - metricName = this.outputNames[outputIndex] + "_" + metricName; - } - this.metricsNames.push(metricName); - this.metricsTensors.push([metricTensor, outputIndex]); - }; - nameScope("metric", () => { - for (let i = 0; i < this.outputs.length; ++i) { - if (skipTargetIndices.indexOf(i) !== -1) { - continue; - } - const outputMetrics = nestedMetrics[i]; - const handleMetrics = (metrics2) => { - const metricNamePrefix = ""; - let metricName; - let accFn; - let weightedMetricFn; - for (const metric of metrics2) { - if (typeof metric === "string" && ["accuracy", "acc", "crossentropy", "ce"].indexOf(metric) !== -1) { - const outputShape = this.internalOutputShapes[i]; - if (outputShape[outputShape.length - 1] === 1 || this.lossFunctions[i] === binaryCrossentropy) { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = binaryAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = binaryCrossentropy2; - } - } else if (this.lossFunctions[i] === sparseCategoricalCrossentropy) { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = sparseCategoricalAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = sparseCategoricalCrossentropy2; - } - } else { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = categoricalAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = categoricalCrossentropy2; - } - } - let suffix; - if (["accuracy", "acc"].indexOf(metric) !== -1) { - suffix = "acc"; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - suffix = "ce"; - } - weightedMetricFn = accFn; - metricName = metricNamePrefix + suffix; - } else { - const metricFn = get2(metric); - weightedMetricFn = metricFn; - metricName = metricNamePrefix + getLossOrMetricName(metric); - } - let metricResult; - nameScope(metricName, () => { - metricResult = weightedMetricFn; - }); - appendMetric(i, metricName, metricResult); - } - }; - handleMetrics(outputMetrics); - } - }); - this.collectedTrainableWeights = this.trainableWeights; - } - checkTrainableWeightsConsistency() { - if (this.collectedTrainableWeights == null) { - return; - } - if (this.trainableWeights.length !== this.collectedTrainableWeights.length) { - console.warn("Discrepancy between trainableweights and collected trainable weights. Did you set `model.trainable` without calling `model.compile()` afterwards?"); - } - } - evaluate(x, y, args = {}) { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - const checkBatchAxis = true; - const standardizedOuts = this.standardizeUserDataXY(x, y, checkBatchAxis, batchSize); - try { - const ins = standardizedOuts[0].concat(standardizedOuts[1]); - this.makeTestFunction(); - const f = this.testFunction; - const testOuts = this.testLoop(f, ins, batchSize, args.verbose, args.steps); - return singletonOrArray(testOuts); - } finally { - disposeNewTensors(standardizedOuts[0], x); - disposeNewTensors(standardizedOuts[1], y); - } - } - async evaluateDataset(dataset, args) { - this.makeTestFunction(); - return evaluateDataset(this, dataset, args); - } - checkNumSamples(ins, batchSize, steps, stepsName = "steps") { - let numSamples; - if (steps != null) { - numSamples = null; - if (batchSize != null) { - throw new ValueError(`If ${stepsName} is set, batchSize must be null or undefined.Got batchSize = ${batchSize}`); - } - } else if (ins != null) { - if (Array.isArray(ins)) { - numSamples = ins[0].shape[0]; - } else { - numSamples = ins.shape[0]; - } - } else { - throw new ValueError(`Either the input data should have a defined shape, or ${stepsName} shoud be specified.`); - } - return numSamples; - } - execute(inputs, outputs) { - if (Array.isArray(outputs) && outputs.length === 0) { - throw new ValueError("`outputs` is an empty Array, which is not allowed."); - } - const outputsIsArray = Array.isArray(outputs); - const outputNames = outputsIsArray ? outputs : [outputs]; - const outputSymbolicTensors = this.retrieveSymbolicTensors(outputNames); - const feedDict = new FeedDict(); - if (inputs instanceof Tensor) { - inputs = [inputs]; - } - if (Array.isArray(inputs)) { - if (inputs.length !== this.inputs.length) { - throw new ValueError(`The number of inputs provided (${inputs.length}) does not match the number of inputs of this model (${this.inputs.length}).`); - } - for (let i = 0; i < this.inputs.length; ++i) { - feedDict.add(this.inputs[i], inputs[i]); - } - } else { - for (const input2 of this.inputs) { - const tensorValue = inputs[input2.name]; - if (tensorValue == null) { - throw new ValueError(`No value is provided for the model's input ${input2.name}`); - } - feedDict.add(input2, tensorValue); - } - } - const executeOutputs = execute(outputSymbolicTensors, feedDict); - return outputsIsArray ? executeOutputs : executeOutputs[0]; - } - retrieveSymbolicTensors(symbolicTensorNames) { - const outputSymbolicTensors = pyListRepeat(null, symbolicTensorNames.length); - let outputsRemaining = symbolicTensorNames.length; - for (const layer of this.layers) { - const layerOutputs = Array.isArray(layer.output) ? layer.output : [layer.output]; - const layerOutputNames = layerOutputs.map((output) => output.name); - for (let i = 0; i < symbolicTensorNames.length; ++i) { - const index = layerOutputNames.indexOf(symbolicTensorNames[i]); - if (index !== -1) { - outputSymbolicTensors[i] = layerOutputs[index]; - outputsRemaining--; - } - if (outputsRemaining === 0) { - break; - } - } - if (outputsRemaining === 0) { - break; - } - } - if (outputsRemaining > 0) { - const remainingNames = []; - outputSymbolicTensors.forEach((tensor2, i) => { - if (tensor2 == null) { - remainingNames.push(symbolicTensorNames[i]); - } - }); - throw new ValueError(`Cannot find SymbolicTensors for output name(s): ${JSON.stringify(remainingNames)}`); - } - return outputSymbolicTensors; - } - predictLoop(ins, batchSize = 32, verbose = false) { - return tidy(() => { - const numSamples = this.checkNumSamples(ins); - if (verbose) { - throw new NotImplementedError("Verbose predictLoop() is not implemented yet."); - } - const batches = makeBatches(numSamples, batchSize); - const outsBatches = this.outputs.map((output) => []); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchOuts = tidy(() => { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const insBatch = sliceArrays(ins, batchStart, batchEnd); - const feeds = []; - if (Array.isArray(insBatch)) { - for (let i = 0; i < insBatch.length; ++i) { - feeds.push({key: this.inputs[i], value: insBatch[i]}); - } - } else { - feeds.push({key: this.inputs[0], value: insBatch}); - } - const feedDict = new FeedDict(feeds); - return execute(this.outputs, feedDict); - }); - batchOuts.forEach((batchOut, i) => outsBatches[i].push(batchOut)); - } - return singletonOrArray(outsBatches.map((batches2) => concat(batches2, 0))); - }); - } - predict(x, args = {}) { - const xsRank2OrHigher = ensureTensorsRank2OrHigher(x); - checkInputData(xsRank2OrHigher, this.inputNames, this.feedInputShapes, false); - try { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - return this.predictLoop(xsRank2OrHigher, batchSize); - } finally { - disposeNewTensors(xsRank2OrHigher, x); - } - } - predictOnBatch(x) { - checkInputData(x, this.inputNames, this.feedInputShapes, true); - const batchSize = (Array.isArray(x) ? x[0] : x).shape[0]; - return this.predictLoop(x, batchSize); - } - standardizeUserDataXY(x, y, checkBatchAxis = true, batchSize) { - if (this.optimizer_ == null) { - throw new RuntimeError("You must compile a model before training/testing. Use LayersModel.compile(modelCompileArgs)."); - } - const outputShapes = []; - for (let i = 0; i < this.feedOutputShapes.length; ++i) { - const outputShape = this.feedOutputShapes[i]; - const lossFn = this.feedLossFns[i]; - if (lossFn === sparseCategoricalCrossentropy) { - outputShapes.push(outputShape.slice(0, outputShape.length - 1).concat([1])); - } else { - outputShapes.push(outputShape); - } - } - x = standardizeInputData(x, this.feedInputNames, this.feedInputShapes, false, "input"); - y = standardizeInputData(y, this.feedOutputNames, outputShapes, false, "target"); - checkArrayLengths(x, y, null); - checkLossAndTargetCompatibility(y, this.feedLossFns, this.feedOutputShapes); - if (this.stateful && batchSize != null && batchSize > 0) { - if (x[0].shape[0] % batchSize !== 0) { - throw new ValueError(`In a stateful network, you should only pass inputs with a number of samples that is divisible by the batch size ${batchSize}. Found: ${x[0].shape[0]} sample(s).`); - } - } - return [x, y]; - } - async standardizeUserData(x, y, sampleWeight, classWeight, checkBatchAxis = true, batchSize) { - const [standardXs, standardYs] = this.standardizeUserDataXY(x, y, checkBatchAxis, batchSize); - if (sampleWeight != null) { - throw new Error("sample weight is not supported yet."); - } - let standardSampleWeights = null; - if (classWeight != null) { - const classWeights = standardizeClassWeights(classWeight, this.outputNames); - standardSampleWeights = []; - for (let i = 0; i < classWeights.length; ++i) { - standardSampleWeights.push(await standardizeWeights(standardYs[i], null, classWeights[i])); - } - } - return [standardXs, standardYs, standardSampleWeights]; - } - testLoop(f, ins, batchSize, verbose = 0, steps) { - return tidy(() => { - const numSamples = this.checkNumSamples(ins, batchSize, steps, "steps"); - const outs = []; - if (verbose > 0) { - throw new NotImplementedError("Verbose mode is not implemented yet."); - } - if (steps != null) { - throw new NotImplementedError("steps mode in testLoop() is not implemented yet"); - } else { - const batches = makeBatches(numSamples, batchSize); - const indexArray = tensor1d(range5(0, numSamples)); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const batchIds = sliceAlongFirstAxis(indexArray, batchStart, batchEnd - batchStart); - const insBatch = sliceArraysByIndices(ins, batchIds); - const batchOuts = f(insBatch); - if (batchIndex === 0) { - for (let i = 0; i < batchOuts.length; ++i) { - outs.push(scalar(0)); - } - } - for (let i = 0; i < batchOuts.length; ++i) { - const batchOut = batchOuts[i]; - outs[i] = add2(outs[i], mul(batchEnd - batchStart, batchOut)); - } - } - for (let i = 0; i < outs.length; ++i) { - outs[i] = div(outs[i], numSamples); - } - } - return outs; - }); - } - getDedupedMetricsNames() { - const outLabels = this.metricsNames; - const dedupedOutLabels = []; - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - let newLabel = label; - if (count(outLabels, label) > 1) { - const dupIndex = count(outLabels.slice(0, i), label); - newLabel += `_${dupIndex}`; - } - dedupedOutLabels.push(newLabel); - } - return dedupedOutLabels; - } - makeTrainFunction() { - return (data2) => { - const lossValues = []; - const inputs = data2.slice(0, this.inputs.length); - const targets = data2.slice(this.inputs.length, this.inputs.length + this.outputs.length); - const sampleWeights = data2.slice(this.inputs.length + this.outputs.length, this.inputs.length + this.outputs.length * 2); - const metricsValues = []; - const totalLossFunction = () => { - const feeds = []; - for (let i = 0; i < this.inputs.length; ++i) { - feeds.push({key: this.inputs[i], value: inputs[i]}); - } - const feedDict = new FeedDict(feeds); - const outputs = execute(this.outputs, feedDict, {training: true}); - let totalLoss; - for (let i = 0; i < this.lossFunctions.length; ++i) { - const lossFunction = this.lossFunctions[i]; - let loss = lossFunction(targets[i], outputs[i]); - if (sampleWeights[i] != null) { - loss = computeWeightedLoss2(loss, sampleWeights[i]); - } - const meanLoss = mean(loss); - lossValues.push(meanLoss); - if (i === 0) { - totalLoss = loss; - } else { - totalLoss = add2(totalLoss, loss); - } - } - for (let i = 0; i < this.metricsTensors.length; ++i) { - let weightedMetric; - if (this.outputs.length > 1 && i < this.outputs.length) { - weightedMetric = lossValues[i]; - } else { - const metric = this.metricsTensors[i][0]; - const outputIndex = this.metricsTensors[i][1]; - weightedMetric = mean(metric(targets[outputIndex], outputs[outputIndex])); - } - keep(weightedMetric); - metricsValues.push(weightedMetric); - } - totalLoss = mean(totalLoss); - this.calculateLosses().forEach((regularizerLoss) => { - totalLoss = add2(totalLoss, regularizerLoss); - }); - return totalLoss; - }; - const variables = this.collectedTrainableWeights.map((param) => param.read()); - const returnCost = true; - const totalLossValue = this.optimizer_.minimize(totalLossFunction, returnCost, variables); - return [totalLossValue].concat(metricsValues); - }; - } - makeTestFunction() { - this.testFunction = (data2) => { - return tidy(() => { - const valOutputs = []; - let totalLoss; - const inputs = data2.slice(0, this.inputs.length); - const targets = data2.slice(this.inputs.length, this.inputs.length + this.outputs.length); - const feeds = []; - for (let i = 0; i < this.inputs.length; ++i) { - feeds.push({key: this.inputs[i], value: inputs[i]}); - } - const feedDict = new FeedDict(feeds); - const outputs = execute(this.outputs, feedDict); - for (let i = 0; i < this.lossFunctions.length; ++i) { - const lossFunction = this.lossFunctions[i]; - const loss = mean(lossFunction(targets[i], outputs[i])); - if (i === 0) { - totalLoss = loss; - } else { - totalLoss = add2(totalLoss, loss); - } - valOutputs.push(totalLoss); - } - for (let i = 0; i < this.metricsTensors.length; ++i) { - const metric = this.metricsTensors[i][0]; - const outputIndex = this.metricsTensors[i][1]; - const meanMetric = mean(metric(targets[outputIndex], outputs[outputIndex])); - valOutputs.push(meanMetric); - } - return valOutputs; - }); - }; - } - async fit(x, y, args = {}) { - return fitTensors(this, x, y, args); - } - async fitDataset(dataset, args) { - return fitDataset(this, dataset, args); - } - async trainOnBatch(x, y) { - const standardizeOut = await this.standardizeUserData(x, y); - const inputs = standardizeOut[0]; - const targets = standardizeOut[1]; - const trainFunction = this.makeTrainFunction(); - const losses4 = trainFunction(inputs.concat(targets)); - const lossValues = []; - for (const loss of losses4) { - const v = await loss.data(); - lossValues.push(v[0]); - } - dispose(losses4); - return singletonOrArray(lossValues); - } - getNamedWeights(config3) { - const namedWeights = []; - const trainableOnly = config3 != null && config3.trainableOnly; - const weights = trainableOnly ? this.trainableWeights : this.weights; - const weightValues = this.getWeights(trainableOnly); - for (let i = 0; i < weights.length; ++i) { - if (trainableOnly && !weights[i].trainable) { - continue; - } - namedWeights.push({name: weights[i].originalName, tensor: weightValues[i]}); - } - return namedWeights; - } - set stopTraining(stop) { - this.stopTraining_ = stop; - } - get stopTraining() { - return this.stopTraining_; - } - get optimizer() { - return this.optimizer_; - } - set optimizer(optimizer) { - if (this.optimizer_ !== optimizer) { - this.optimizer_ = optimizer; - this.isOptimizerOwned = false; - } - } - dispose() { - const result = super.dispose(); - if (result.refCountAfterDispose === 0 && this.optimizer != null && this.isOptimizerOwned) { - const numTensorsBeforeOptmizerDisposal = memory().numTensors; - this.optimizer_.dispose(); - result.numDisposedVariables += numTensorsBeforeOptmizerDisposal - memory().numTensors; - } - return result; - } - getLossIdentifiers() { - let lossNames; - if (typeof this.loss === "string") { - lossNames = toSnakeCase(this.loss); - } else if (Array.isArray(this.loss)) { - for (const loss of this.loss) { - if (typeof loss !== "string") { - throw new Error("Serialization of non-string loss is not supported."); - } - } - lossNames = this.loss.map((name) => toSnakeCase(name)); - } else { - const outputNames = Object.keys(this.loss); - lossNames = {}; - const losses4 = this.loss; - for (const outputName of outputNames) { - if (typeof losses4[outputName] === "string") { - lossNames[outputName] = toSnakeCase(losses4[outputName]); - } else { - throw new Error("Serialization of non-string loss is not supported."); - } - } - } - return lossNames; - } - getMetricIdentifiers() { - if (typeof this.metrics === "string" || typeof this.metrics === "function") { - return [toSnakeCase(getLossOrMetricName(this.metrics))]; - } else if (Array.isArray(this.metrics)) { - return this.metrics.map((metric) => toSnakeCase(getLossOrMetricName(metric))); - } else { - const metricsIdentifiers = {}; - for (const key in this.metrics) { - metricsIdentifiers[key] = toSnakeCase(getLossOrMetricName(this.metrics[key])); - } - return metricsIdentifiers; - } - } - getTrainingConfig() { - return { - loss: this.getLossIdentifiers(), - metrics: this.getMetricIdentifiers(), - optimizer_config: { - class_name: this.optimizer.getClassName(), - config: this.optimizer.getConfig() - } - }; - } - loadTrainingConfig(trainingConfig) { - if (trainingConfig.weighted_metrics != null) { - throw new Error("Loading weight_metrics is not supported yet."); - } - if (trainingConfig.loss_weights != null) { - throw new Error("Loading loss_weights is not supported yet."); - } - if (trainingConfig.sample_weight_mode != null) { - throw new Error("Loading sample_weight_mode is not supported yet."); - } - const tsConfig = convertPythonicToTs(trainingConfig.optimizer_config); - const optimizer = deserialize(tsConfig); - let loss; - if (typeof trainingConfig.loss === "string") { - loss = toCamelCase(trainingConfig.loss); - } else if (Array.isArray(trainingConfig.loss)) { - loss = trainingConfig.loss.map((lossEntry) => toCamelCase(lossEntry)); - } else if (trainingConfig.loss != null) { - loss = {}; - for (const key in trainingConfig.loss) { - loss[key] = toCamelCase(trainingConfig.loss[key]); - } - } - let metrics2; - if (Array.isArray(trainingConfig.metrics)) { - metrics2 = trainingConfig.metrics.map((metric) => toCamelCase(metric)); - } else if (trainingConfig.metrics != null) { - metrics2 = {}; - for (const key in trainingConfig.metrics) { - metrics2[key] = toCamelCase(trainingConfig.metrics[key]); - } - } - this.compile({loss, metrics: metrics2, optimizer}); - } - async save(handlerOrURL, config3) { - if (typeof handlerOrURL === "string") { - const handlers = io_exports.getSaveHandlers(handlerOrURL); - if (handlers.length === 0) { - throw new ValueError(`Cannot find any save handlers for URL '${handlerOrURL}'`); - } else if (handlers.length > 1) { - throw new ValueError(`Found more than one (${handlers.length}) save handlers for URL '${handlerOrURL}'`); - } - handlerOrURL = handlers[0]; - } - if (handlerOrURL.save == null) { - throw new ValueError("LayersModel.save() cannot proceed because the IOHandler provided does not have the `save` attribute defined."); - } - const weightDataAndSpecs = await io_exports.encodeWeights(this.getNamedWeights(config3)); - const returnString = false; - const unusedArg = null; - const modelConfig = this.toJSON(unusedArg, returnString); - const modelArtifacts = { - modelTopology: modelConfig, - format: LAYERS_MODEL_FORMAT_NAME, - generatedBy: `TensorFlow.js tfjs-layers v${version10}`, - convertedBy: null - }; - const includeOptimizer = config3 == null ? false : config3.includeOptimizer; - if (includeOptimizer && this.optimizer != null) { - modelArtifacts.trainingConfig = this.getTrainingConfig(); - const weightType = "optimizer"; - const {data: optimizerWeightData, specs: optimizerWeightSpecs} = await io_exports.encodeWeights(await this.optimizer.getWeights(), weightType); - weightDataAndSpecs.specs.push(...optimizerWeightSpecs); - weightDataAndSpecs.data = io_exports.concatenateArrayBuffers([weightDataAndSpecs.data, optimizerWeightData]); - } - if (this.userDefinedMetadata != null) { - const checkSize = true; - checkUserDefinedMetadata(this.userDefinedMetadata, this.name, checkSize); - modelArtifacts.userDefinedMetadata = this.userDefinedMetadata; - } - modelArtifacts.weightData = weightDataAndSpecs.data; - modelArtifacts.weightSpecs = weightDataAndSpecs.specs; - return handlerOrURL.save(modelArtifacts); - } - setUserDefinedMetadata(userDefinedMetadata) { - checkUserDefinedMetadata(userDefinedMetadata, this.name); - this.userDefinedMetadata = userDefinedMetadata; - } - getUserDefinedMetadata() { - return this.userDefinedMetadata; - } -}; -LayersModel.className = "Model"; -serialization_exports.registerClass(LayersModel); -var Functional = class extends LayersModel { -}; -Functional.className = "Functional"; -serialization_exports.registerClass(Functional); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -async function modelFromJSON(modelAndWeightsConfig, customObjects) { - if (!("modelTopology" in modelAndWeightsConfig)) { - modelAndWeightsConfig = {modelTopology: modelAndWeightsConfig}; - } - modelAndWeightsConfig = modelAndWeightsConfig; - let modelTopology = modelAndWeightsConfig.modelTopology; - if (modelTopology["model_config"] != null) { - modelTopology = modelTopology["model_config"]; - } - const tsConfig = convertPythonicToTs(modelTopology); - const model22 = deserialize(tsConfig, customObjects); - if (modelAndWeightsConfig.weightsManifest != null) { - const weightValues = await io_exports.loadWeights(modelAndWeightsConfig.weightsManifest, modelAndWeightsConfig.pathPrefix, model22.weights.map((weight) => weight.originalName)); - const uniqueWeightValues = {}; - for (const weight of model22.weights) { - uniqueWeightValues[weight.originalName] = weightValues[weight.originalName]; - } - model22.loadWeights(uniqueWeightValues); - dispose(weightValues); - } - return model22; -} -async function loadLayersModelInternal(pathOrIOHandler, options) { - if (options == null) { - options = {}; - } - if (typeof pathOrIOHandler === "string") { - const handlers = io_exports.getLoadHandlers(pathOrIOHandler, options); - if (handlers.length === 0) { - handlers.push(io_exports.browserHTTPRequest(pathOrIOHandler, options)); - } else if (handlers.length > 1) { - throw new ValueError(`Found more than one (${handlers.length}) load handlers for URL '${pathOrIOHandler}'`); - } - pathOrIOHandler = handlers[0]; - } - return loadLayersModelFromIOHandler(pathOrIOHandler, void 0, options); -} -async function loadLayersModelFromIOHandler(handler, customObjects, options) { - if (options == null) { - options = {}; - } - if (handler.load == null) { - throw new ValueError("Cannot proceed with model loading because the IOHandler provided does not have the `load` method implemented."); - } - const artifacts = await handler.load(); - let modelTopology = artifacts.modelTopology; - if (modelTopology["model_config"] != null) { - modelTopology = modelTopology["model_config"]; - } - const strict = options.strict == null ? true : options.strict; - const fastWeightInit = artifacts.weightData != null && artifacts.weightSpecs != null && strict; - const model22 = deserialize(convertPythonicToTs(modelTopology), customObjects, fastWeightInit); - const trainingConfig = artifacts.trainingConfig; - if (trainingConfig != null) { - model22.loadTrainingConfig(trainingConfig); - } - if (artifacts.userDefinedMetadata != null) { - model22.setUserDefinedMetadata(artifacts.userDefinedMetadata); - } - if (artifacts.weightData != null) { - if (artifacts.weightSpecs == null) { - throw new ValueError("LayersModel artifacts contains weight data, but not weight specs. Therefore loading of weights cannot proceed."); - } - const {modelWeights, optimizerWeights} = decodeModelAndOptimizerWeights(artifacts.weightData, artifacts.weightSpecs); - model22.loadWeights(modelWeights, strict); - if (model22.optimizer != null && optimizerWeights.length > 0) { - await model22.optimizer.setWeights(optimizerWeights); - } - dispose(modelWeights); - dispose(optimizerWeights.map((w) => w.tensor)); - } - return model22; -} -function decodeModelAndOptimizerWeights(buffer2, specs) { - const name2Tensor = io_exports.decodeWeights(buffer2, specs); - const modelWeights = {}; - const optimizerWeights = []; - specs.forEach((spec) => { - if (spec.group === "optimizer") { - optimizerWeights.push({name: spec.name, tensor: name2Tensor[spec.name]}); - } else { - modelWeights[spec.name] = name2Tensor[spec.name]; - } - }); - return {modelWeights, optimizerWeights}; -} -var Sequential = class extends LayersModel { - constructor(args) { - super({inputs: [], outputs: []}); - args = args || {}; - this.trainable = true; - this.built = false; - this.name = args.name != null ? args.name : getUid("sequential_"); - if (args.layers != null) { - for (const layer of args.layers) { - this.add(layer); - } - } - } - checkShape(layer) { - const shape = layer.inboundNodes[0].outputTensors[0].shape; - if (shape.some((x) => x < 0)) { - throw new ValueError(`Negative dimension size caused by adding layer ${layer.name} with input shape [${layer.inboundNodes[0].inputTensors[0].shape}]`); - } - } - add(layer) { - const isLayerModelInstance = layer instanceof Sequential || layer instanceof LayersModel; - let modelLayer; - if (isLayerModelInstance) { - modelLayer = layer; - if (modelLayer.outputs.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - if (modelLayer.inputs.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single input tensor. For multi-input layers, use the functional API."); - } - } - if (this.outputs.length === 0) { - if (layer.inboundNodes.length === 0) { - if (layer.batchInputShape == null) { - throw new ValueError("The first layer in a Sequential model must get an `inputShape` or `batchInputShape` argument."); - } - const x = Input({ - batchShape: layer.batchInputShape, - dtype: layer.dtype, - name: layer.name + "_input" - }); - layer.apply(x); - } - if (isLayerModelInstance) { - this.outputs = modelLayer.outputs; - this.inputs = modelLayer.inputs; - } else { - if (layer.inboundNodes.length !== 1) { - throw new ValueError(`A layer added to a Sequential model must not already be connected somewhere else. LayersModel received layer ${layer.name} which has ${layer.inboundNodes.length} pre-existing inbound connections.`); - } - if (layer.inboundNodes[0].outputTensors.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - this.checkShape(layer); - this.outputs = [layer.inboundNodes[0].outputTensors[0]]; - this.inputs = getSourceInputs(this.outputs[0]); - } - this.inboundNodes = []; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: this.inputs, - outputTensors: this.outputs, - inputMasks: pyListRepeat(null, this.inputs.length), - outputMasks: [null], - inputShapes: this.inputs.map((x) => x.shape), - outputShapes: this.outputs[0].shape - }); - } else { - const outputTensor = layer.apply(this.outputs[0]); - if (Array.isArray(outputTensor)) { - throw new TypeError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - this.checkShape(layer); - this.outputs = [outputTensor]; - this.inboundNodes[0].outputTensors = this.outputs; - this.inboundNodes[0].outputShapes = [this.outputs[0].shape]; - } - this.layers.push(layer); - this.built = false; - } - pop() { - if (this.layers.length === 0) { - throw new TypeError("There are no layers in the model."); - } - this.layers.pop(); - if (this.layers.length === 0) { - this.outputs = []; - this.inboundNodes = []; - this.outboundNodes = []; - } else { - const lastLayerIndex = this.layers.length - 1; - this.layers[lastLayerIndex].outboundNodes = []; - this.outputs = [this.layers[lastLayerIndex].output]; - this.inboundNodes[0].outputTensors = this.outputs; - this.inboundNodes[0].outputShapes = [this.outputs[0].shape]; - } - } - call(inputs, kwargs) { - if (this.model == null) { - this.build(); - } - return this.model.call(inputs, kwargs); - } - build(inputShape) { - getExactlyOneShape(inputShape); - if (this.inputs.length === 0 || this.outputs.length === 0) { - throw new TypeError("Sequential model cannot be built: model is empty. Add some layers first."); - } - this.model = new LayersModel({ - inputs: this.inputs, - outputs: this.outputs[0], - name: this.name + "_model" - }); - this.model.trainable = this.trainable; - this.supportsMasking = this.model.supportsMasking; - this.inputLayers = this.model.inputLayers; - this.inputLayersNodeIndices = this.model.inputLayersNodeIndices; - this.inputLayersTensorIndices = this.model.inputLayersTensorIndices; - this.outputLayers = this.model.outputLayers; - this.outputLayersNodeIndices = this.model.outputLayersNodeIndices; - this.outputLayersTensorIndices = this.model.outputLayersTensorIndices; - this.nodesByDepth = this.model.nodesByDepth; - this.containerNodes = this.model.containerNodes; - this.outputNames = this.model.outputNames; - this.inputNames = this.model.inputNames; - this.built = true; - } - countParams() { - if (!this.built) { - this.build(); - } - return super.countParams(); - } - summary(lineLength, positions, printFn = console.log) { - if (!this.built) { - this.build(); - } - super.summary(lineLength, positions, printFn); - } - setWeights(weights) { - if (this.model == null) { - this.build(); - } - this.model.setWeights(weights); - } - evaluate(x, y, args = {}) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.evaluate(x, y, args); - } - async evaluateDataset(dataset, args) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.evaluateDataset(dataset, args); - } - predict(x, args = {}) { - if (this.model == null) { - this.build(); - } - return this.model.predict(x, args); - } - predictOnBatch(x) { - if (this.model == null) { - this.build(); - } - return this.model.predictOnBatch(x); - } - compile(args) { - this.build(); - this.model.compile(args); - this.optimizer_ = this.model.optimizer; - this.isOptimizerOwned = this.model.isOptimizerOwned; - this.loss = this.model.loss; - this.metrics = this.model.metrics; - this.metricsTensors = this.model.metricsTensors; - this.metricsNames = this.model.metricsNames; - } - get optimizer() { - return this.model == null ? void 0 : this.model.optimizer; - } - set optimizer(optimizer) { - this.model.optimizer = optimizer; - } - async fit(x, y, args = {}) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.fit(x, y, args); - } - async fitDataset(dataset, args) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.fitDataset(dataset, args); - } - async trainOnBatch(x, y) { - return this.model.trainOnBatch(x, y); - } - static fromConfig(cls, config3, customObjects = {}, fastWeightInit = false) { - let configArray; - let extraModelConfig = {}; - if (config3 instanceof Array) { - if (!(config3[0].className != null) || config3[0]["className"] === "Merge") { - throw new ValueError("Legacy serialization format not supported yet."); - } - configArray = config3; - } else { - util_exports.assert(config3["layers"] != null, () => `When the config data for a Sequential model is not an Array, it must be an Object that contains the 'layers' field.`); - configArray = config3["layers"]; - delete config3["layers"]; - extraModelConfig = config3; - } - const model22 = new cls(extraModelConfig); - if (!(model22 instanceof Sequential)) { - throw new NotImplementedError(`Sequential.fromConfig called on non-Sequential input: ${model22}`); - } - for (const conf of configArray) { - const customObjects2 = void 0; - const layer = deserialize(conf, customObjects2, fastWeightInit); - if (fastWeightInit) { - layer.setFastWeightInitDuringBuild(true); - } - model22.add(layer); - } - return model22; - } - set stopTraining(stop) { - if (this.model == null) { - throw new ValueError("Cannot set the stopTraining property of a sequential model before it is compiled."); - } - this.model.stopTraining = stop; - } - get stopTraining() { - if (this.model == null) { - throw new ValueError("Cannot get the stopTraining property of a sequential model before it is compiled."); - } - return this.model.stopTraining; - } - getConfig() { - const layers = []; - for (const layer of this.layers) { - const dict = {}; - dict["className"] = layer.getClassName(); - dict["config"] = layer.getConfig(); - layers.push(dict); - } - return {name: this.name, layers}; - } -}; -Sequential.className = "Sequential"; -serialization_exports.registerClass(Sequential); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function model(args) { - return new LayersModel(args); -} -function sequential(config3) { - return new Sequential(config3); -} -function loadLayersModel(pathOrIOHandler, options) { - if (options == null) { - options = {}; - } - return loadLayersModelInternal(pathOrIOHandler, options); -} -function input(config3) { - return Input(config3); -} -function registerCallbackConstructor(verbosityLevel, callbackConstructor) { - CallbackConstructorRegistry.registerCallbackConstructor(verbosityLevel, callbackConstructor); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Activation = class extends serialization_exports.Serializable { - getConfig() { - return {}; - } -}; -var Elu2 = class extends Activation { - apply(x, alpha = 1) { - return elu4(x, alpha); - } -}; -Elu2.className = "elu"; -serialization_exports.registerClass(Elu2); -var Selu2 = class extends Activation { - apply(x) { - return selu(x); - } -}; -Selu2.className = "selu"; -serialization_exports.registerClass(Selu2); -var Relu2 = class extends Activation { - apply(x) { - return relu(x); - } -}; -Relu2.className = "relu"; -serialization_exports.registerClass(Relu2); -var Relu62 = class extends Activation { - apply(x) { - return tidy(() => minimum(6, relu(x))); - } -}; -Relu62.className = "relu6"; -serialization_exports.registerClass(Relu62); -var Linear = class extends Activation { - apply(x) { - return x; - } -}; -Linear.className = "linear"; -serialization_exports.registerClass(Linear); -var Sigmoid2 = class extends Activation { - apply(x) { - return sigmoid(x); - } -}; -Sigmoid2.className = "sigmoid"; -serialization_exports.registerClass(Sigmoid2); -var HardSigmoid = class extends Activation { - apply(x) { - return hardSigmoid(x); - } -}; -HardSigmoid.className = "hardSigmoid"; -serialization_exports.registerClass(HardSigmoid); -var Softplus2 = class extends Activation { - apply(x) { - return softplus(x); - } -}; -Softplus2.className = "softplus"; -serialization_exports.registerClass(Softplus2); -var Softsign = class extends Activation { - apply(x) { - return softsign(x); - } -}; -Softsign.className = "softsign"; -serialization_exports.registerClass(Softsign); -var Tanh2 = class extends Activation { - apply(x) { - return tanh2(x); - } -}; -Tanh2.className = "tanh"; -serialization_exports.registerClass(Tanh2); -var Softmax2 = class extends Activation { - apply(x, axis = -1) { - return softmax(x, axis); - } -}; -Softmax2.className = "softmax"; -serialization_exports.registerClass(Softmax2); -var LogSoftmax2 = class extends Activation { - apply(x, axis = -1) { - return logSoftmax(x, axis); - } -}; -LogSoftmax2.className = "logSoftmax"; -serialization_exports.registerClass(LogSoftmax2); -var Swish = class extends Activation { - apply(x, alpha = 1) { - return tidy(() => sigmoid(x.mul(alpha)).mul(x)); - } -}; -Swish.className = "swish"; -serialization_exports.registerClass(Swish); -function serializeActivation(activation2) { - return activation2.getClassName(); -} -function deserializeActivation(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "activation"); -} -function getActivation(identifier) { - if (identifier == null) { - const config3 = {}; - config3["className"] = "linear"; - config3["config"] = {}; - return deserializeActivation(config3); - } - if (typeof identifier === "string") { - const config3 = {}; - config3["className"] = identifier; - config3["config"] = {}; - return deserializeActivation(config3); - } else if (identifier instanceof Activation) { - return identifier; - } else { - return deserializeActivation(identifier); - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function assertObjectArgs(args) { - if (args != null && typeof args !== "object") { - throw new Error(`Argument to L1L2 regularizer's constructor is expected to be an object, but received: ${args}`); - } -} -var Regularizer = class extends serialization_exports.Serializable { -}; -var L1L2 = class extends Regularizer { - constructor(args) { - super(); - assertObjectArgs(args); - this.l1 = args == null || args.l1 == null ? 0.01 : args.l1; - this.l2 = args == null || args.l2 == null ? 0.01 : args.l2; - this.hasL1 = this.l1 !== 0; - this.hasL2 = this.l2 !== 0; - } - apply(x) { - return tidy(() => { - let regularization = zeros([1]); - if (this.hasL1) { - regularization = add2(regularization, sum2(mul(this.l1, abs(x)))); - } - if (this.hasL2) { - regularization = add2(regularization, sum2(mul(this.l2, square3(x)))); - } - return regularization.asScalar(); - }); - } - getConfig() { - return {l1: this.l1, l2: this.l2}; - } - static fromConfig(cls, config3) { - return new cls({l1: config3["l1"], l2: config3["l2"]}); - } -}; -L1L2.className = "L1L2"; -serialization_exports.registerClass(L1L2); -function l1(args) { - assertObjectArgs(args); - return new L1L2({l1: args != null ? args.l1 : null, l2: 0}); -} -function l2(args) { - assertObjectArgs(args); - return new L1L2({l2: args != null ? args.l2 : null, l1: 0}); -} -var REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - l1l2: "L1L2" -}; -function serializeRegularizer(constraint) { - return serializeKerasObject(constraint); -} -function deserializeRegularizer(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "regularizer"); -} -function getRegularizer(identifier) { - if (identifier == null) { - return null; - } - if (typeof identifier === "string") { - const className = identifier in REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP ? REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - const config3 = {className, config: {}}; - return deserializeRegularizer(config3); - } else if (identifier instanceof Regularizer) { - return identifier; - } else { - return deserializeRegularizer(identifier); - } -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var ReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.supportsMasking = true; - if (args != null) { - this.maxValue = args.maxValue; - } - } - call(inputs, kwargs) { - inputs = getExactlyOneTensor(inputs); - let output = relu(inputs); - if (this.maxValue != null) { - output = clipByValue(output, 0, this.maxValue); - } - return output; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {maxValue: this.maxValue}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -ReLU.className = "ReLU"; -serialization_exports.registerClass(ReLU); -var LeakyReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA = 0.3; - if (args == null) { - args = {}; - } - this.alpha = args.alpha == null ? this.DEFAULT_ALPHA : args.alpha; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return leakyRelu(x, this.alpha); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {alpha: this.alpha}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -LeakyReLU.className = "LeakyReLU"; -serialization_exports.registerClass(LeakyReLU); -var PReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA_INITIALIZER = "zeros"; - if (args == null) { - args = {}; - } - this.supportsMasking = true; - this.alphaInitializer = getInitializer(args.alphaInitializer || this.DEFAULT_ALPHA_INITIALIZER); - this.alphaRegularizer = getRegularizer(args.alphaRegularizer); - this.alphaConstraint = getConstraint(args.alphaConstraint); - if (args.sharedAxes == null) { - this.sharedAxes = null; - } else if (Array.isArray(args.sharedAxes)) { - this.sharedAxes = args.sharedAxes; - } else if (typeof args.sharedAxes === "number") { - this.sharedAxes = [args.sharedAxes]; - } else { - throw new ValueError(`Expected sharedAxes to be a number or an array of numbers, but got ${args.sharedAxes}`); - } - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const paramShape = inputShape.slice(1); - if (this.sharedAxes != null) { - for (const i of this.sharedAxes) { - paramShape[i - 1] = 1; - } - } - this.alpha = this.addWeight("alpha", paramShape, "float32", this.alphaInitializer, this.alphaRegularizer, true, this.alphaConstraint); - const axes = {}; - if (this.sharedAxes != null) { - for (let i = 1; i < inputShape.length; ++i) { - axes[i] = inputShape[i]; - } - } - this.inputSpec = [new InputSpec({ - ndim: inputShape.length, - axes - })]; - this.built = true; - } - call(inputs, kwargs) { - inputs = getExactlyOneTensor(inputs); - return prelu(inputs, this.alpha.read()); - } - getConfig() { - const config3 = { - alphaInitializer: serializeInitializer(this.alphaInitializer), - alphaRegularizer: serializeRegularizer(this.alphaRegularizer), - alphaConstraint: serializeConstraint(this.alphaConstraint), - sharedAxes: this.sharedAxes - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -PReLU.className = "PReLU"; -serialization_exports.registerClass(PReLU); -var ELU4 = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA = 1; - if (args == null) { - args = {}; - } - if (args.alpha != null && args.alpha !== this.DEFAULT_ALPHA) { - throw new NotImplementedError(`Non-default alpha value (${args.alpha}) is not supported by the ELU layer yet.`); - } - this.alpha = args.alpha == null ? this.DEFAULT_ALPHA : args.alpha; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return elu(x); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {alpha: this.alpha}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -ELU4.className = "ELU"; -serialization_exports.registerClass(ELU4); -var ThresholdedReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_THETA = 1; - if (args == null) { - args = {}; - } - this.theta = args.theta == null ? this.DEFAULT_THETA : args.theta; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return x.mul(cast5(x.greater(this.theta), "float32")); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {theta: this.theta}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -ThresholdedReLU.className = "ThresholdedReLU"; -serialization_exports.registerClass(ThresholdedReLU); -var Softmax3 = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_AXIS = 1; - if (args == null) { - args = {}; - } - this.softmax = new Softmax2().apply; - this.axis = args.axis == null ? this.DEFAULT_AXIS : args.axis; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return this.softmax(x, this.axis); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {axis: this.axis}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Softmax3.className = "Softmax"; -serialization_exports.registerClass(Softmax3); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function normalizeArray(value, n, name) { - if (typeof value === "number") { - return pyListRepeat(value, n); - } else { - if (value.length !== n) { - throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${value.length} elements.`); - } - for (let i = 0; i < n; ++i) { - const singleValue = value[i]; - if (!isInteger(singleValue)) { - throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`); - } - } - return value; - } -} -function convOutputLength(inputLength, filterSize, padding, stride, dilation = 1) { - if (inputLength == null) { - return inputLength; - } - const dilatedFilterSize = filterSize + (filterSize - 1) * (dilation - 1); - let outputLength; - if (padding === "same") { - outputLength = inputLength; - } else { - outputLength = inputLength - dilatedFilterSize + 1; - } - return Math.floor((outputLength + stride - 1) / stride); -} -function deconvLength(dimSize, strideSize, kernelSize, padding) { - if (dimSize == null) { - return null; - } - if (padding === "valid") { - dimSize = dimSize * strideSize + max5([kernelSize - strideSize, 0]); - } else if (padding === "same") { - dimSize = dimSize * strideSize; - } else { - throw new ValueError(`Unsupport padding mode: ${padding}.`); - } - return dimSize; -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function preprocessConv2DInput(x, dataFormat) { - return tidy(() => { - checkDataFormat(dataFormat); - if (dataFormat === "channelsFirst") { - return transpose(x, [0, 2, 3, 1]); - } else { - return x; - } - }); -} -function preprocessConv3DInput(x, dataFormat) { - return tidy(() => { - checkDataFormat(dataFormat); - if (dataFormat === "channelsFirst") { - return transpose(x, [0, 2, 3, 4, 1]); - } else { - return x; - } - }); -} -function conv1dWithBias(x, kernel, bias, strides = 1, padding = "valid", dataFormat, dilationRate = 1) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.shape.length !== 3) { - throw new ValueError(`The input of a conv1dWithBias operation should be 3, but is ${x.shape.length} instead.`); - } - if (kernel.shape.length !== 3) { - throw new ValueError(`The kernel for a conv1dWithBias operation should be 3, but is ${kernel.shape.length} instead`); - } - if (bias != null && bias.shape.length !== 1) { - throw new ValueError(`The bias for a conv1dWithBias operation should be 1, but is ${kernel.shape.length} instead`); - } - if (dataFormat === "channelsFirst") { - x = transpose(x, [0, 2, 1]); - } - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet."); - } - let y = conv1d(x, kernel, strides, padding === "same" ? "same" : "valid", "NWC", dilationRate); - if (bias != null) { - y = biasAdd(y, bias); - } - return y; - }); -} -function conv2dWithBiasActivation(x, kernel, bias, strides = [1, 1], padding = "valid", dataFormat, dilationRate, activation2 = null) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.rank !== 3 && x.rank !== 4) { - throw new ValueError(`conv2dWithBiasActivation expects input to be of rank 3 or 4, but received ${x.rank}.`); - } - if (kernel.rank !== 3 && kernel.rank !== 4) { - throw new ValueError(`conv2dWithBiasActivation expects kernel to be of rank 3 or 4, but received ${x.rank}.`); - } - let y = preprocessConv2DInput(x, dataFormat); - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet."); - } - y = fused_ops_exports.conv2d({ - x: y, - filter: kernel, - strides, - pad: padding === "same" ? "same" : "valid", - dilations: dilationRate, - dataFormat: "NHWC", - bias, - activation: activation2 - }); - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); -} -function conv3dWithBias(x, kernel, bias, strides = [1, 1, 1], padding = "valid", dataFormat, dilationRate) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.rank !== 4 && x.rank !== 5) { - throw new ValueError(`conv3dWithBias expects input to be of rank 4 or 5, but received ${x.rank}.`); - } - if (kernel.rank !== 4 && kernel.rank !== 5) { - throw new ValueError(`conv3dWithBias expects kernel to be of rank 4 or 5, but received ${x.rank}.`); - } - let y = preprocessConv3DInput(x, dataFormat); - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv3dWithBias is not implemented yet."); - } - y = conv3d(y, kernel, strides, padding === "same" ? "same" : "valid", "NDHWC", dilationRate); - if (bias != null) { - y = biasAdd(y, bias); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 4, 1, 2, 3]); - } - return y; - }); -} -var BaseConv = class extends Layer { - constructor(rank, args) { - super(args); - this.bias = null; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - BaseConv.verifyArgs(args); - this.rank = rank; - assertPositiveInteger(this.rank, "rank"); - if (this.rank !== 1 && this.rank !== 2 && this.rank !== 3) { - throw new NotImplementedError(`Convolution layer for rank other than 1, 2, or 3 (${this.rank}) is not implemented yet.`); - } - this.kernelSize = normalizeArray(args.kernelSize, rank, "kernelSize"); - this.strides = normalizeArray(args.strides == null ? 1 : args.strides, rank, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - checkPaddingMode(this.padding); - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.activation = getActivation(args.activation); - this.useBias = args.useBias == null ? true : args.useBias; - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.biasConstraint = getConstraint(args.biasConstraint); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.dilationRate = normalizeArray(args.dilationRate == null ? 1 : args.dilationRate, rank, "dilationRate"); - if (this.rank === 1 && (Array.isArray(this.dilationRate) && this.dilationRate.length !== 1)) { - throw new ValueError(`dilationRate must be a number or an array of a single number for 1D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } else if (this.rank === 2) { - if (typeof this.dilationRate === "number") { - this.dilationRate = [this.dilationRate, this.dilationRate]; - } else if (this.dilationRate.length !== 2) { - throw new ValueError(`dilationRate must be a number or array of two numbers for 2D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } - } else if (this.rank === 3) { - if (typeof this.dilationRate === "number") { - this.dilationRate = [this.dilationRate, this.dilationRate, this.dilationRate]; - } else if (this.dilationRate.length !== 3) { - throw new ValueError(`dilationRate must be a number or array of three numbers for 3D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } - } - } - static verifyArgs(args) { - assert2("kernelSize" in args, `required key 'kernelSize' not in config`); - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 3)) { - throw new ValueError(`BaseConv expects config.kernelSize to be number or number[] with length 1, 2, or 3, but received ${JSON.stringify(args.kernelSize)}.`); - } - } - getConfig() { - const config3 = { - kernelSize: this.kernelSize, - strides: this.strides, - padding: this.padding, - dataFormat: this.dataFormat, - dilationRate: this.dilationRate, - activation: serializeActivation(this.activation), - useBias: this.useBias, - biasInitializer: serializeInitializer(this.biasInitializer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - biasConstraint: serializeConstraint(this.biasConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -var Conv = class extends BaseConv { - constructor(rank, args) { - super(rank, args); - this.kernel = null; - Conv.verifyArgs(args); - this.filters = args.filters; - assertPositiveInteger(this.filters, "filters"); - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError(`The channel dimension of the input should be defined. Found ${inputShape[channelAxis]}`); - } - const inputDim = inputShape[channelAxis]; - const kernelShape = this.kernelSize.concat([inputDim, this.filters]); - this.kernel = this.addWeight("kernel", kernelShape, null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.inputSpec = [{ndim: this.rank + 2, axes: {[channelAxis]: inputDim}}]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let outputs; - const biasValue = this.bias == null ? null : this.bias.read(); - const fusedActivationName = mapActivationToFusedKernel(this.activation.getClassName()); - if (fusedActivationName != null && this.rank === 2) { - outputs = conv2dWithBiasActivation(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate, fusedActivationName); - } else { - if (this.rank === 1) { - outputs = conv1dWithBias(inputs, this.kernel.read(), biasValue, this.strides[0], this.padding, this.dataFormat, this.dilationRate[0]); - } else if (this.rank === 2) { - outputs = conv2dWithBiasActivation(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate); - } else if (this.rank === 3) { - outputs = conv3dWithBias(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate); - } else { - throw new NotImplementedError("convolutions greater than 3D are not implemented yet."); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const newSpace = []; - const space = this.dataFormat === "channelsLast" ? inputShape.slice(1, inputShape.length - 1) : inputShape.slice(2); - for (let i = 0; i < space.length; ++i) { - const newDim = convOutputLength(space[i], this.kernelSize[i], this.padding, this.strides[i], typeof this.dilationRate === "number" ? this.dilationRate : this.dilationRate[i]); - newSpace.push(newDim); - } - let outputShape = [inputShape[0]]; - if (this.dataFormat === "channelsLast") { - outputShape = outputShape.concat(newSpace); - outputShape.push(this.filters); - } else { - outputShape.push(this.filters); - outputShape = outputShape.concat(newSpace); - } - return outputShape; - } - getConfig() { - const config3 = { - filters: this.filters, - kernelInitializer: serializeInitializer(this.kernelInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - static verifyArgs(args) { - if (!("filters" in args) || typeof args.filters !== "number" || args.filters < 1) { - throw new ValueError(`Convolution layer expected config.filters to be a 'number' > 0 but got ${JSON.stringify(args.filters)}`); - } - } -}; -var Conv2D2 = class extends Conv { - constructor(args) { - super(2, args); - Conv2D2.verifyArgs(args); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 2)) { - throw new ValueError(`Conv2D expects config.kernelSize to be number or number[] with length 1 or 2, but received ${JSON.stringify(args.kernelSize)}.`); - } - } -}; -Conv2D2.className = "Conv2D"; -serialization_exports.registerClass(Conv2D2); -var Conv3D2 = class extends Conv { - constructor(args) { - super(3, args); - Conv3D2.verifyArgs(args); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number") { - if (!(Array.isArray(args.kernelSize) && (args.kernelSize.length === 1 || args.kernelSize.length === 3))) { - throw new ValueError(`Conv3D expects config.kernelSize to be number or [number, number, number], but received ${JSON.stringify(args.kernelSize)}.`); - } - } - } -}; -Conv3D2.className = "Conv3D"; -serialization_exports.registerClass(Conv3D2); -var Conv2DTranspose = class extends Conv2D2 { - constructor(args) { - super(args); - this.inputSpec = [new InputSpec({ndim: 4})]; - if (this.padding !== "same" && this.padding !== "valid") { - throw new ValueError(`Conv2DTranspose currently supports only padding modes 'same' and 'valid', but received padding mode ${this.padding}`); - } - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length !== 4) { - throw new ValueError("Input should have rank 4; Received input shape: " + JSON.stringify(inputShape)); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError("The channel dimension of the inputs should be defined. Found `None`."); - } - const inputDim = inputShape[channelAxis]; - const kernelShape = this.kernelSize.concat([this.filters, inputDim]); - this.kernel = this.addWeight("kernel", kernelShape, "float32", this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], "float32", this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.inputSpec = [new InputSpec({ndim: 4, axes: {[channelAxis]: inputDim}})]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - let input2 = getExactlyOneTensor(inputs); - if (input2.shape.length !== 4) { - throw new ValueError(`Conv2DTranspose.call() expects input tensor to be rank-4, but received a tensor of rank-${input2.shape.length}`); - } - const inputShape = input2.shape; - const batchSize = inputShape[0]; - let hAxis; - let wAxis; - if (this.dataFormat === "channelsFirst") { - hAxis = 2; - wAxis = 3; - } else { - hAxis = 1; - wAxis = 2; - } - const height = inputShape[hAxis]; - const width = inputShape[wAxis]; - const kernelH = this.kernelSize[0]; - const kernelW = this.kernelSize[1]; - const strideH = this.strides[0]; - const strideW = this.strides[1]; - const outHeight = deconvLength(height, strideH, kernelH, this.padding); - const outWidth = deconvLength(width, strideW, kernelW, this.padding); - const outputShape = [batchSize, outHeight, outWidth, this.filters]; - if (this.dataFormat !== "channelsLast") { - input2 = transpose(input2, [0, 2, 3, 1]); - } - let outputs = conv2dTranspose(input2, this.kernel.read(), outputShape, this.strides, this.padding); - if (this.dataFormat !== "channelsLast") { - outputs = transpose(outputs, [0, 3, 1, 2]); - } - if (this.bias != null) { - outputs = biasAdd(outputs, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - let channelAxis; - let heightAxis; - let widthAxis; - if (this.dataFormat === "channelsFirst") { - channelAxis = 1; - heightAxis = 2; - widthAxis = 3; - } else { - channelAxis = 3; - heightAxis = 1; - widthAxis = 2; - } - const kernelH = this.kernelSize[0]; - const kernelW = this.kernelSize[1]; - const strideH = this.strides[0]; - const strideW = this.strides[1]; - outputShape[channelAxis] = this.filters; - outputShape[heightAxis] = deconvLength(outputShape[heightAxis], strideH, kernelH, this.padding); - outputShape[widthAxis] = deconvLength(outputShape[widthAxis], strideW, kernelW, this.padding); - return outputShape; - } - getConfig() { - const config3 = super.getConfig(); - delete config3["dilationRate"]; - return config3; - } -}; -Conv2DTranspose.className = "Conv2DTranspose"; -serialization_exports.registerClass(Conv2DTranspose); -var SeparableConv = class extends Conv { - constructor(rank, config3) { - super(rank, config3); - this.DEFAULT_DEPTHWISE_INITIALIZER = "glorotUniform"; - this.DEFAULT_POINTWISE_INITIALIZER = "glorotUniform"; - this.depthwiseKernel = null; - this.pointwiseKernel = null; - if (config3.filters == null) { - throw new ValueError("The `filters` configuration field is required by SeparableConv, but is unspecified."); - } - if (config3.kernelInitializer != null || config3.kernelRegularizer != null || config3.kernelConstraint != null) { - throw new ValueError("Fields kernelInitializer, kernelRegularizer and kernelConstraint are invalid for SeparableConv2D. Use depthwiseInitializer, depthwiseRegularizer, depthwiseConstraint, pointwiseInitializer, pointwiseRegularizer and pointwiseConstraint instead."); - } - if (config3.padding != null && config3.padding !== "same" && config3.padding !== "valid") { - throw new ValueError(`SeparableConv${this.rank}D supports only padding modes: 'same' and 'valid', but received ${JSON.stringify(config3.padding)}`); - } - this.depthMultiplier = config3.depthMultiplier == null ? 1 : config3.depthMultiplier; - this.depthwiseInitializer = getInitializer(config3.depthwiseInitializer || this.DEFAULT_DEPTHWISE_INITIALIZER); - this.depthwiseRegularizer = getRegularizer(config3.depthwiseRegularizer); - this.depthwiseConstraint = getConstraint(config3.depthwiseConstraint); - this.pointwiseInitializer = getInitializer(config3.depthwiseInitializer || this.DEFAULT_POINTWISE_INITIALIZER); - this.pointwiseRegularizer = getRegularizer(config3.pointwiseRegularizer); - this.pointwiseConstraint = getConstraint(config3.pointwiseConstraint); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < this.rank + 2) { - throw new ValueError(`Inputs to SeparableConv${this.rank}D should have rank ${this.rank + 2}, but received input shape: ${JSON.stringify(inputShape)}`); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null || inputShape[channelAxis] < 0) { - throw new ValueError(`The channel dimension of the inputs should be defined, but found ${JSON.stringify(inputShape[channelAxis])}`); - } - const inputDim = inputShape[channelAxis]; - const depthwiseKernelShape = this.kernelSize.concat([inputDim, this.depthMultiplier]); - const pointwiseKernelShape = []; - for (let i = 0; i < this.rank; ++i) { - pointwiseKernelShape.push(1); - } - pointwiseKernelShape.push(inputDim * this.depthMultiplier, this.filters); - const trainable = true; - this.depthwiseKernel = this.addWeight("depthwise_kernel", depthwiseKernelShape, "float32", this.depthwiseInitializer, this.depthwiseRegularizer, trainable, this.depthwiseConstraint); - this.pointwiseKernel = this.addWeight("pointwise_kernel", pointwiseKernelShape, "float32", this.pointwiseInitializer, this.pointwiseRegularizer, trainable, this.pointwiseConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], "float32", this.biasInitializer, this.biasRegularizer, trainable, this.biasConstraint); - } else { - this.bias = null; - } - this.inputSpec = [new InputSpec({ndim: this.rank + 2, axes: {[channelAxis]: inputDim}})]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let output; - if (this.rank === 1) { - throw new NotImplementedError("1D separable convolution is not implemented yet."); - } else if (this.rank === 2) { - if (this.dataFormat === "channelsFirst") { - inputs = transpose(inputs, [0, 2, 3, 1]); - } - output = separableConv2d(inputs, this.depthwiseKernel.read(), this.pointwiseKernel.read(), this.strides, this.padding, this.dilationRate, "NHWC"); - } - if (this.useBias) { - output = biasAdd(output, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - output = this.activation.apply(output); - } - if (this.dataFormat === "channelsFirst") { - output = transpose(output, [0, 3, 1, 2]); - } - return output; - }); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - delete config3["kernelInitializer"]; - delete config3["kernelRegularizer"]; - delete config3["kernelConstraint"]; - config3["depthwiseInitializer"] = serializeInitializer(this.depthwiseInitializer); - config3["pointwiseInitializer"] = serializeInitializer(this.pointwiseInitializer); - config3["depthwiseRegularizer"] = serializeRegularizer(this.depthwiseRegularizer); - config3["pointwiseRegularizer"] = serializeRegularizer(this.pointwiseRegularizer); - config3["depthwiseConstraint"] = serializeConstraint(this.depthwiseConstraint); - config3["pointwiseConstraint"] = serializeConstraint(this.pointwiseConstraint); - return config3; - } -}; -SeparableConv.className = "SeparableConv"; -var SeparableConv2D = class extends SeparableConv { - constructor(args) { - super(2, args); - } -}; -SeparableConv2D.className = "SeparableConv2D"; -serialization_exports.registerClass(SeparableConv2D); -var Conv1D = class extends Conv { - constructor(args) { - super(1, args); - Conv1D.verifyArgs(args); - this.inputSpec = [{ndim: 3}]; - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - delete config3["dataFormat"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 1)) { - throw new ValueError(`Conv1D expects config.kernelSize to be number or number[] with length 1, but received ${JSON.stringify(args.kernelSize)}.`); - } - } -}; -Conv1D.className = "Conv1D"; -serialization_exports.registerClass(Conv1D); -var Cropping2D = class extends Layer { - constructor(args) { - super(args); - if (typeof args.cropping === "number") { - this.cropping = [[args.cropping, args.cropping], [args.cropping, args.cropping]]; - } else if (typeof args.cropping[0] === "number") { - this.cropping = [ - [args.cropping[0], args.cropping[0]], - [args.cropping[1], args.cropping[1]] - ]; - } else { - this.cropping = args.cropping; - } - this.dataFormat = args.dataFormat === void 0 ? "channelsLast" : args.dataFormat; - this.inputSpec = [{ndim: 4}]; - } - computeOutputShape(inputShape) { - if (this.dataFormat === "channelsFirst") { - return [ - inputShape[0], - inputShape[1], - inputShape[2] - this.cropping[0][0] - this.cropping[0][1], - inputShape[3] - this.cropping[1][0] - this.cropping[1][1] - ]; - } else { - return [ - inputShape[0], - inputShape[1] - this.cropping[0][0] - this.cropping[0][1], - inputShape[2] - this.cropping[1][0] - this.cropping[1][1], - inputShape[3] - ]; - } - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - const hSliced = sliceAlongAxis(inputs, this.cropping[0][0], inputs.shape[1] - this.cropping[0][0] - this.cropping[0][1], 2); - return sliceAlongAxis(hSliced, this.cropping[1][0], inputs.shape[2] - this.cropping[1][1] - this.cropping[1][0], 3); - } else { - const hSliced = sliceAlongAxis(inputs, this.cropping[0][0], inputs.shape[2] - this.cropping[0][0] - this.cropping[0][1], 3); - return sliceAlongAxis(hSliced, this.cropping[1][0], inputs.shape[3] - this.cropping[1][1] - this.cropping[1][0], 4); - } - }); - } - getConfig() { - const config3 = {cropping: this.cropping, dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Cropping2D.className = "Cropping2D"; -serialization_exports.registerClass(Cropping2D); -var UpSampling2D = class extends Layer { - constructor(args) { - super(args); - this.DEFAULT_SIZE = [2, 2]; - this.inputSpec = [{ndim: 4}]; - this.size = args.size == null ? this.DEFAULT_SIZE : args.size; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.interpolation = args.interpolation == null ? "nearest" : args.interpolation; - checkInterpolationFormat(this.interpolation); - } - computeOutputShape(inputShape) { - if (this.dataFormat === "channelsFirst") { - const height = inputShape[2] == null ? null : this.size[0] * inputShape[2]; - const width = inputShape[3] == null ? null : this.size[1] * inputShape[3]; - return [inputShape[0], inputShape[1], height, width]; - } else { - const height = inputShape[1] == null ? null : this.size[0] * inputShape[1]; - const width = inputShape[2] == null ? null : this.size[1] * inputShape[2]; - return [inputShape[0], height, width, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - let input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - if (this.dataFormat === "channelsFirst") { - input2 = transpose(input2, [0, 2, 3, 1]); - const height = this.size[0] * inputShape[2]; - const width = this.size[1] * inputShape[3]; - const resized = this.interpolation === "nearest" ? input2.resizeNearestNeighbor([height, width]) : input2.resizeBilinear([height, width]); - return transpose(resized, [0, 3, 1, 2]); - } else { - const height = this.size[0] * inputShape[1]; - const width = this.size[1] * inputShape[2]; - return this.interpolation === "nearest" ? input2.resizeNearestNeighbor([height, width]) : input2.resizeBilinear([height, width]); - } - }); - } - getConfig() { - const config3 = {size: this.size, dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -UpSampling2D.className = "UpSampling2D"; -serialization_exports.registerClass(UpSampling2D); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function depthwiseConv2d4(x, depthwiseKernel, strides = [1, 1], padding = "valid", dataFormat, dilationRate) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - let y = preprocessConv2DInput(x, dataFormat); - if (x.rank !== 4) { - throw new ValueError(`Input for depthwiseConv2d is required to be 4-D, but is instead ${x.rank}-D`); - } - if (depthwiseKernel.rank !== 4) { - throw new ValueError(`depthwiseKernel is required to be 4-D, but is instead ${depthwiseKernel.rank}-D`); - } - y = depthwiseConv2d(y, depthwiseKernel, strides, padding === "same" ? "same" : "valid", "NHWC", dilationRate); - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); -} -var DepthwiseConv2D = class extends BaseConv { - constructor(args) { - super(2, args); - this.depthwiseKernel = null; - this.depthMultiplier = args.depthMultiplier == null ? 1 : args.depthMultiplier; - this.depthwiseInitializer = getInitializer(args.depthwiseInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.depthwiseConstraint = getConstraint(args.depthwiseConstraint); - this.depthwiseRegularizer = getRegularizer(args.depthwiseRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < 4) { - throw new ValueError(`Inputs to DepthwiseConv2D should have rank 4. Received input shape: ${JSON.stringify(inputShape)}.`); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : 3; - if (inputShape[channelAxis] == null || inputShape[channelAxis] < 0) { - throw new ValueError(`The channel dimension of the inputs to DepthwiseConv2D should be defined, but is not (${inputShape[channelAxis]}).`); - } - const inputDim = inputShape[channelAxis]; - const depthwiseKernelShape = [ - this.kernelSize[0], - this.kernelSize[1], - inputDim, - this.depthMultiplier - ]; - this.depthwiseKernel = this.addWeight("depthwise_kernel", depthwiseKernelShape, null, this.depthwiseInitializer, this.depthwiseRegularizer, true, this.depthwiseConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [inputDim * this.depthMultiplier], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let outputs = depthwiseConv2d4(inputs, this.depthwiseKernel.read(), this.strides, this.padding, this.dataFormat, null); - if (this.useBias) { - outputs = biasAdd(outputs, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const rows = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - const cols = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - const outFilters = this.dataFormat === "channelsFirst" ? inputShape[1] * this.depthMultiplier : inputShape[3] * this.depthMultiplier; - const outRows = convOutputLength(rows, this.kernelSize[0], this.padding, this.strides[0]); - const outCols = convOutputLength(cols, this.kernelSize[1], this.padding, this.strides[1]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], outFilters, outRows, outCols]; - } else { - return [inputShape[0], outRows, outCols, outFilters]; - } - } - getConfig() { - const config3 = super.getConfig(); - config3["depthMultiplier"] = this.depthMultiplier; - config3["depthwiseInitializer"] = serializeInitializer(this.depthwiseInitializer); - config3["depthwiseRegularizer"] = serializeRegularizer(this.depthwiseRegularizer); - config3["depthwiseConstraint"] = serializeConstraint(this.depthwiseRegularizer); - return config3; - } -}; -DepthwiseConv2D.className = "DepthwiseConv2D"; -serialization_exports.registerClass(DepthwiseConv2D); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function standardizeArgs(inputs, initialState, constants, numConstants) { - if (Array.isArray(inputs)) { - if (initialState != null || constants != null) { - throw new ValueError("When inputs is an array, neither initialState or constants should be provided"); - } - if (numConstants != null) { - constants = inputs.slice(inputs.length - numConstants, inputs.length); - inputs = inputs.slice(0, inputs.length - numConstants); - } - if (inputs.length > 1) { - initialState = inputs.slice(1, inputs.length); - } - inputs = inputs[0]; - } - function toListOrNull(x) { - if (x == null || Array.isArray(x)) { - return x; - } else { - return [x]; - } - } - initialState = toListOrNull(initialState); - constants = toListOrNull(constants); - return {inputs, initialState, constants}; -} -function rnn(stepFunction, inputs, initialStates, goBackwards = false, mask, constants, unroll = false, needPerStepOutputs = false) { - return tidy(() => { - const ndim = inputs.shape.length; - if (ndim < 3) { - throw new ValueError(`Input should be at least 3D, but is ${ndim}D.`); - } - const axes = [1, 0].concat(range5(2, ndim)); - inputs = transpose(inputs, axes); - if (constants != null) { - throw new NotImplementedError("The rnn() functoin of the deeplearn.js backend does not support constants yet."); - } - if (unroll) { - console.warn("Backend rnn(): the unroll = true option is not applicable to the imperative deeplearn.js backend."); - } - if (mask != null) { - mask = mask.asType("bool").asType("float32"); - if (mask.rank === ndim - 1) { - mask = expandDims(mask, -1); - } - mask = transpose(mask, axes); - } - if (goBackwards) { - inputs = reverse(inputs, 0); - if (mask != null) { - mask = reverse(mask, 0); - } - } - const perStepOutputs = []; - let lastOutput; - let states = initialStates; - const timeSteps = inputs.shape[0]; - const perStepInputs = unstack(inputs); - let perStepMasks; - if (mask != null) { - perStepMasks = unstack(mask); - } - for (let t = 0; t < timeSteps; ++t) { - const currentInput = perStepInputs[t]; - const stepOutputs = tidy(() => stepFunction(currentInput, states)); - if (mask == null) { - lastOutput = stepOutputs[0]; - states = stepOutputs[1]; - } else { - const maskedOutputs = tidy(() => { - const stepMask = perStepMasks[t]; - const negStepMask = onesLike(stepMask).sub(stepMask); - const output = stepOutputs[0].mul(stepMask).add(states[0].mul(negStepMask)); - const newStates = states.map((state, i) => { - return stepOutputs[1][i].mul(stepMask).add(state.mul(negStepMask)); - }); - return {output, newStates}; - }); - lastOutput = maskedOutputs.output; - states = maskedOutputs.newStates; - } - if (needPerStepOutputs) { - perStepOutputs.push(lastOutput); - } - } - let outputs; - if (needPerStepOutputs) { - const axis = 1; - outputs = stack(perStepOutputs, axis); - } - return [lastOutput, outputs, states]; - }); -} -var RNN = class extends Layer { - constructor(args) { - super(args); - let cell; - if (args.cell == null) { - throw new ValueError("cell property is missing for the constructor of RNN."); - } else if (Array.isArray(args.cell)) { - cell = new StackedRNNCells({cells: args.cell}); - } else { - cell = args.cell; - } - if (cell.stateSize == null) { - throw new ValueError("The RNN cell should have an attribute `stateSize` (tuple of integers, one integer per RNN state)."); - } - this.cell = cell; - this.returnSequences = args.returnSequences == null ? false : args.returnSequences; - this.returnState = args.returnState == null ? false : args.returnState; - this.goBackwards = args.goBackwards == null ? false : args.goBackwards; - this._stateful = args.stateful == null ? false : args.stateful; - this.unroll = args.unroll == null ? false : args.unroll; - this.supportsMasking = true; - this.inputSpec = [new InputSpec({ndim: 3})]; - this.stateSpec = null; - this.states_ = null; - this.numConstants = null; - this.keptStates = []; - } - getStates() { - if (this.states_ == null) { - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - return range5(0, numStates).map((x) => null); - } else { - return this.states_; - } - } - setStates(states) { - this.states_ = states; - } - computeOutputShape(inputShape) { - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - let stateSize = this.cell.stateSize; - if (!Array.isArray(stateSize)) { - stateSize = [stateSize]; - } - const outputDim = stateSize[0]; - let outputShape; - if (this.returnSequences) { - outputShape = [inputShape[0], inputShape[1], outputDim]; - } else { - outputShape = [inputShape[0], outputDim]; - } - if (this.returnState) { - const stateShape = []; - for (const dim of stateSize) { - stateShape.push([inputShape[0], dim]); - } - return [outputShape].concat(stateShape); - } else { - return outputShape; - } - } - computeMask(inputs, mask) { - return tidy(() => { - if (Array.isArray(mask)) { - mask = mask[0]; - } - const outputMask = this.returnSequences ? mask : null; - if (this.returnState) { - const stateMask = this.states.map((s) => null); - return [outputMask].concat(stateMask); - } else { - return outputMask; - } - }); - } - get states() { - if (this.states_ == null) { - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - const output = []; - for (let i = 0; i < numStates; ++i) { - output.push(null); - } - return output; - } else { - return this.states_; - } - } - set states(s) { - this.states_ = s; - } - build(inputShape) { - const constantShape = null; - if (this.numConstants != null) { - throw new NotImplementedError("Constants support is not implemented in RNN yet."); - } - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - const batchSize = this.stateful ? inputShape[0] : null; - const inputDim = inputShape.slice(2); - this.inputSpec[0] = new InputSpec({shape: [batchSize, null, ...inputDim]}); - const stepInputShape = [inputShape[0]].concat(inputShape.slice(2)); - if (constantShape != null) { - throw new NotImplementedError("Constants support is not implemented in RNN yet."); - } else { - this.cell.build(stepInputShape); - } - let stateSize; - if (Array.isArray(this.cell.stateSize)) { - stateSize = this.cell.stateSize; - } else { - stateSize = [this.cell.stateSize]; - } - if (this.stateSpec != null) { - if (!util_exports.arraysEqual(this.stateSpec.map((spec) => spec.shape[spec.shape.length - 1]), stateSize)) { - throw new ValueError(`An initialState was passed that is not compatible with cell.stateSize. Received stateSpec=${this.stateSpec}; However cell.stateSize is ${this.cell.stateSize}`); - } - } else { - this.stateSpec = stateSize.map((dim) => new InputSpec({shape: [null, dim]})); - } - if (this.stateful) { - this.resetStates(); - } - } - resetStates(states, training = false) { - tidy(() => { - if (!this.stateful) { - throw new AttributeError("Cannot call resetStates() on an RNN Layer that is not stateful."); - } - const batchSize = this.inputSpec[0].shape[0]; - if (batchSize == null) { - throw new ValueError("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer."); - } - if (this.states_ == null) { - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map((dim) => zeros([batchSize, dim])); - } else { - this.states_ = [zeros([batchSize, this.cell.stateSize])]; - } - } else if (states == null) { - dispose(this.states_); - if (this.keptStates != null) { - dispose(this.keptStates); - this.keptStates = []; - } - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map((dim) => zeros([batchSize, dim])); - } else { - this.states_[0] = zeros([batchSize, this.cell.stateSize]); - } - } else { - if (!Array.isArray(states)) { - states = [states]; - } - if (states.length !== this.states_.length) { - throw new ValueError(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${states.length} state value(s). Input received: ${states}`); - } - if (training === true) { - this.keptStates.push(this.states_.slice()); - } else { - dispose(this.states_); - } - for (let index = 0; index < this.states_.length; ++index) { - const value = states[index]; - const dim = Array.isArray(this.cell.stateSize) ? this.cell.stateSize[index] : this.cell.stateSize; - const expectedShape = [batchSize, dim]; - if (!util_exports.arraysEqual(value.shape, expectedShape)) { - throw new ValueError(`State ${index} is incompatible with layer ${this.name}: expected shape=${expectedShape}, received shape=${value.shape}`); - } - this.states_[index] = value; - } - } - this.states_ = this.states_.map((state) => keep(state.clone())); - }); - } - apply(inputs, kwargs) { - let initialState = kwargs == null ? null : kwargs["initialState"]; - let constants = kwargs == null ? null : kwargs["constants"]; - if (kwargs == null) { - kwargs = {}; - } - const standardized = standardizeArgs(inputs, initialState, constants, this.numConstants); - inputs = standardized.inputs; - initialState = standardized.initialState; - constants = standardized.constants; - let additionalInputs = []; - let additionalSpecs = []; - if (initialState != null) { - kwargs["initialState"] = initialState; - additionalInputs = additionalInputs.concat(initialState); - this.stateSpec = []; - for (const state of initialState) { - this.stateSpec.push(new InputSpec({shape: state.shape})); - } - additionalSpecs = additionalSpecs.concat(this.stateSpec); - } - if (constants != null) { - kwargs["constants"] = constants; - additionalInputs = additionalInputs.concat(constants); - this.numConstants = constants.length; - } - const isTensor = additionalInputs[0] instanceof SymbolicTensor; - if (isTensor) { - const fullInput = [inputs].concat(additionalInputs); - const fullInputSpec = this.inputSpec.concat(additionalSpecs); - const originalInputSpec = this.inputSpec; - this.inputSpec = fullInputSpec; - const output = super.apply(fullInput, kwargs); - this.inputSpec = originalInputSpec; - return output; - } else { - return super.apply(inputs, kwargs); - } - } - call(inputs, kwargs) { - return tidy(() => { - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - let initialState = kwargs == null ? null : kwargs["initialState"]; - inputs = getExactlyOneTensor(inputs); - if (initialState == null) { - if (this.stateful) { - initialState = this.states_; - } else { - initialState = this.getInitialState(inputs); - } - } - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - if (initialState.length !== numStates) { - throw new ValueError(`RNN Layer has ${numStates} state(s) but was passed ${initialState.length} initial state(s).`); - } - if (this.unroll) { - console.warn("Ignoring unroll = true for RNN layer, due to imperative backend."); - } - const cellCallKwargs = {training}; - const step5 = (inputs2, states2) => { - const outputs2 = this.cell.call([inputs2].concat(states2), cellCallKwargs); - return [outputs2[0], outputs2.slice(1)]; - }; - const rnnOutputs = rnn(step5, inputs, initialState, this.goBackwards, mask, null, this.unroll, this.returnSequences); - const lastOutput = rnnOutputs[0]; - const outputs = rnnOutputs[1]; - const states = rnnOutputs[2]; - if (this.stateful) { - this.resetStates(states, training); - } - const output = this.returnSequences ? outputs : lastOutput; - if (this.returnState) { - return [output].concat(states); - } else { - return output; - } - }); - } - getInitialState(inputs) { - return tidy(() => { - let initialState = zeros(inputs.shape); - initialState = sum2(initialState, [1, 2]); - initialState = expandDims5(initialState); - if (Array.isArray(this.cell.stateSize)) { - return this.cell.stateSize.map((dim) => dim > 1 ? tile5(initialState, [1, dim]) : initialState); - } else { - return this.cell.stateSize > 1 ? [tile5(initialState, [1, this.cell.stateSize])] : [initialState]; - } - }); - } - get trainableWeights() { - if (!this.trainable) { - return []; - } - return this.cell.trainableWeights; - } - get nonTrainableWeights() { - if (!this.trainable) { - return this.cell.weights; - } - return this.cell.nonTrainableWeights; - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.cell != null) { - this.cell.setFastWeightInitDuringBuild(value); - } - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - returnSequences: this.returnSequences, - returnState: this.returnState, - goBackwards: this.goBackwards, - stateful: this.stateful, - unroll: this.unroll - }; - if (this.numConstants != null) { - config3["numConstants"] = this.numConstants; - } - const cellConfig = this.cell.getConfig(); - if (this.getClassName() === RNN.className) { - config3["cell"] = { - className: this.cell.getClassName(), - config: cellConfig - }; - } - return Object.assign({}, cellConfig, baseConfig, config3); - } - static fromConfig(cls, config3, customObjects = {}) { - const cellConfig = config3["cell"]; - const cell = deserialize(cellConfig, customObjects); - return new cls(Object.assign(config3, {cell})); - } -}; -RNN.className = "RNN"; -serialization_exports.registerClass(RNN); -var RNNCell = class extends Layer { -}; -var SimpleRNNCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - this.units = args.units; - assertPositiveInteger(this.units, `units`); - this.activation = getActivation(args.activation == null ? this.DEFAULT_ACTIVATION : args.activation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.stateSize = this.units; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - this.kernel = this.addWeight("kernel", [inputShape[inputShape.length - 1], this.units], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (inputs.length !== 2) { - throw new ValueError(`SimpleRNNCell expects 2 input Tensors, got ${inputs.length}.`); - } - let prevOutput = inputs[1]; - inputs = inputs[0]; - const training = kwargs["training"] == null ? false : kwargs["training"]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(prevOutput), - rate: this.recurrentDropout, - training - }); - } - let h; - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - if (dpMask != null) { - h = dot2(mul(inputs, dpMask), this.kernel.read()); - } else { - h = dot2(inputs, this.kernel.read()); - } - if (this.bias != null) { - h = biasAdd(h, this.bias.read()); - } - if (recDpMask != null) { - prevOutput = mul(prevOutput, recDpMask); - } - let output = add2(h, dot2(prevOutput, this.recurrentKernel.read())); - if (this.activation != null) { - output = this.activation.apply(output); - } - return [output, output]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout - }; - return Object.assign({}, baseConfig, config3); - } -}; -SimpleRNNCell.className = "SimpleRNNCell"; -serialization_exports.registerClass(SimpleRNNCell); -var SimpleRNN = class extends RNN { - constructor(args) { - args.cell = new SimpleRNNCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - return new cls(config3); - } -}; -SimpleRNN.className = "SimpleRNN"; -serialization_exports.registerClass(SimpleRNN); -var GRUCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_RECURRENT_ACTIVATION = "hardSigmoid"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - if (args.resetAfter) { - throw new ValueError(`GRUCell does not support reset_after parameter set to true.`); - } - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation === void 0 ? this.DEFAULT_ACTIVATION : args.activation); - this.recurrentActivation = getActivation(args.recurrentActivation === void 0 ? this.DEFAULT_RECURRENT_ACTIVATION : args.recurrentActivation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.implementation = args.implementation; - this.stateSize = this.units; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const inputDim = inputShape[inputShape.length - 1]; - this.kernel = this.addWeight("kernel", [inputDim, this.units * 3], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units * 3], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units * 3], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (inputs.length !== 2) { - throw new ValueError(`GRUCell expects 2 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - const training = kwargs["training"] == null ? false : kwargs["training"]; - let hTMinus1 = inputs[1]; - inputs = inputs[0]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training, - count: 3 - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: 3 - }); - } - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - let z; - let r; - let hh; - if (0 < this.dropout && this.dropout < 1) { - inputs = mul(inputs, dpMask[0]); - } - let matrixX = dot2(inputs, this.kernel.read()); - if (this.useBias) { - matrixX = biasAdd(matrixX, this.bias.read()); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1) { - hTMinus1 = mul(hTMinus1, recDpMask[0]); - } - const recurrentKernelValue = this.recurrentKernel.read(); - const [rk1, rk2] = split(recurrentKernelValue, [2 * this.units, this.units], recurrentKernelValue.rank - 1); - const matrixInner = dot2(hTMinus1, rk1); - const [xZ, xR, xH] = split(matrixX, 3, matrixX.rank - 1); - const [recurrentZ, recurrentR] = split(matrixInner, 2, matrixInner.rank - 1); - z = this.recurrentActivation.apply(add2(xZ, recurrentZ)); - r = this.recurrentActivation.apply(add2(xR, recurrentR)); - const recurrentH = dot2(mul(r, hTMinus1), rk2); - hh = this.activation.apply(add2(xH, recurrentH)); - const h = add2(mul(z, hTMinus1), mul(add2(1, neg(z)), hh)); - return [h, h]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - recurrentActivation: serializeActivation(this.recurrentActivation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout, - implementation: this.implementation, - resetAfter: false - }; - return Object.assign({}, baseConfig, config3); - } -}; -GRUCell.className = "GRUCell"; -serialization_exports.registerClass(GRUCell); -var GRU = class extends RNN { - constructor(args) { - if (args.implementation === 0) { - console.warn("`implementation=0` has been deprecated, and now defaults to `implementation=1`. Please update your layer call."); - } - args.cell = new GRUCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - if (config3["implmentation"] === 0) { - config3["implementation"] = 1; - } - return new cls(config3); - } -}; -GRU.className = "GRU"; -serialization_exports.registerClass(GRU); -var LSTMCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_RECURRENT_ACTIVATION = "hardSigmoid"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation === void 0 ? this.DEFAULT_ACTIVATION : args.activation); - this.recurrentActivation = getActivation(args.recurrentActivation === void 0 ? this.DEFAULT_RECURRENT_ACTIVATION : args.recurrentActivation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.unitForgetBias = args.unitForgetBias; - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.implementation = args.implementation; - this.stateSize = [this.units, this.units]; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - var _a; - inputShape = getExactlyOneShape(inputShape); - const inputDim = inputShape[inputShape.length - 1]; - this.kernel = this.addWeight("kernel", [inputDim, this.units * 4], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units * 4], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - let biasInitializer; - if (this.useBias) { - if (this.unitForgetBias) { - const capturedBiasInit = this.biasInitializer; - const capturedUnits = this.units; - biasInitializer = new (_a = class CustomInit extends Initializer { - apply(shape, dtype) { - const bI = capturedBiasInit.apply([capturedUnits]); - const bF = new Ones().apply([capturedUnits]); - const bCAndH = capturedBiasInit.apply([capturedUnits * 2]); - return concatAlongFirstAxis(concatAlongFirstAxis(bI, bF), bCAndH); - } - }, _a.className = "CustomInit", _a)(); - } else { - biasInitializer = this.biasInitializer; - } - this.bias = this.addWeight("bias", [this.units * 4], null, biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - const training = kwargs["training"] == null ? false : kwargs["training"]; - inputs = inputs; - if (inputs.length !== 3) { - throw new ValueError(`LSTMCell expects 3 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - let hTMinus1 = inputs[1]; - const cTMinus1 = inputs[2]; - inputs = inputs[0]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training, - count: 4 - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: 4 - }); - } - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - let i; - let f; - let c; - let o; - if (0 < this.dropout && this.dropout < 1) { - inputs = mul(inputs, dpMask[0]); - } - let z = dot2(inputs, this.kernel.read()); - if (0 < this.recurrentDropout && this.recurrentDropout < 1) { - hTMinus1 = mul(hTMinus1, recDpMask[0]); - } - z = add2(z, dot2(hTMinus1, this.recurrentKernel.read())); - if (this.useBias) { - z = biasAdd(z, this.bias.read()); - } - const [z0, z1, z2, z3] = split(z, 4, z.rank - 1); - i = this.recurrentActivation.apply(z0); - f = this.recurrentActivation.apply(z1); - c = add2(mul(f, cTMinus1), mul(i, this.activation.apply(z2))); - o = this.recurrentActivation.apply(z3); - const h = mul(o, this.activation.apply(c)); - return [h, h, c]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - recurrentActivation: serializeActivation(this.recurrentActivation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - unitForgetBias: this.unitForgetBias, - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout, - implementation: this.implementation - }; - return Object.assign({}, baseConfig, config3); - } -}; -LSTMCell.className = "LSTMCell"; -serialization_exports.registerClass(LSTMCell); -var LSTM = class extends RNN { - constructor(args) { - if (args.implementation === 0) { - console.warn("`implementation=0` has been deprecated, and now defaults to `implementation=1`. Please update your layer call."); - } - args.cell = new LSTMCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - if (config3["implmentation"] === 0) { - config3["implementation"] = 1; - } - return new cls(config3); - } -}; -LSTM.className = "LSTM"; -serialization_exports.registerClass(LSTM); -var StackedRNNCells = class extends RNNCell { - constructor(args) { - super(args); - this.cells = args.cells; - } - get stateSize() { - const stateSize = []; - for (const cell of this.cells.slice().reverse()) { - if (Array.isArray(cell.stateSize)) { - stateSize.push(...cell.stateSize); - } else { - stateSize.push(cell.stateSize); - } - } - return stateSize; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - let states = inputs.slice(1); - const nestedStates = []; - for (const cell of this.cells.slice().reverse()) { - if (Array.isArray(cell.stateSize)) { - nestedStates.push(states.splice(0, cell.stateSize.length)); - } else { - nestedStates.push(states.splice(0, 1)); - } - } - nestedStates.reverse(); - const newNestedStates = []; - let callInputs; - for (let i = 0; i < this.cells.length; ++i) { - const cell = this.cells[i]; - states = nestedStates[i]; - if (i === 0) { - callInputs = [inputs[0]].concat(states); - } else { - callInputs = [callInputs[0]].concat(states); - } - callInputs = cell.call(callInputs, kwargs); - newNestedStates.push(callInputs.slice(1)); - } - states = []; - for (const cellStates of newNestedStates.slice().reverse()) { - states.push(...cellStates); - } - return [callInputs[0]].concat(states); - }); - } - build(inputShape) { - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - let outputDim; - this.cells.forEach((cell, i) => { - nameScope(`RNNCell_${i}`, () => { - cell.build(inputShape); - if (Array.isArray(cell.stateSize)) { - outputDim = cell.stateSize[0]; - } else { - outputDim = cell.stateSize; - } - inputShape = [inputShape[0], outputDim]; - }); - }); - this.built = true; - } - getConfig() { - const baseConfig = super.getConfig(); - const getCellConfig = (cell) => { - return { - className: cell.getClassName(), - config: cell.getConfig() - }; - }; - const cellConfigs = this.cells.map(getCellConfig); - const config3 = {cells: cellConfigs}; - return Object.assign({}, baseConfig, config3); - } - static fromConfig(cls, config3, customObjects = {}) { - const cells = []; - for (const cellConfig of config3["cells"]) { - cells.push(deserialize(cellConfig, customObjects)); - } - return new cls({cells}); - } - get trainableWeights() { - if (!this.trainable) { - return []; - } - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.trainableWeights); - } - return weights; - } - get nonTrainableWeights() { - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.nonTrainableWeights); - } - if (!this.trainable) { - const trainableWeights = []; - for (const cell of this.cells) { - trainableWeights.push(...cell.trainableWeights); - } - return trainableWeights.concat(weights); - } - return weights; - } - getWeights() { - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.weights); - } - return batchGetValue(weights); - } - setWeights(weights) { - const tuples = []; - for (const cell of this.cells) { - const numParams = cell.weights.length; - const inputWeights = weights.splice(numParams); - for (let i = 0; i < cell.weights.length; ++i) { - tuples.push([cell.weights[i], inputWeights[i]]); - } - } - batchSetValue(tuples); - } -}; -StackedRNNCells.className = "StackedRNNCells"; -serialization_exports.registerClass(StackedRNNCells); -function generateDropoutMask(args) { - const {ones: ones4, rate, training = false, count: count2 = 1} = args; - const droppedInputs = () => dropout2(ones4(), rate); - const createMask = () => inTrainPhase(droppedInputs, ones4, training); - if (!count2 || count2 <= 1) { - return keep(createMask().clone()); - } - const masks = Array(count2).fill(void 0).map(createMask); - return masks.map((m) => keep(m.clone())); -} -/** - * @license - * Copyright 2020 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var __rest = function(s, e) { - var t = {}; - for (var p2 in s) - if (Object.prototype.hasOwnProperty.call(s, p2) && e.indexOf(p2) < 0) - t[p2] = s[p2]; - if (s != null && typeof Object.getOwnPropertySymbols === "function") - for (var i = 0, p2 = Object.getOwnPropertySymbols(s); i < p2.length; i++) { - if (e.indexOf(p2[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p2[i])) - t[p2[i]] = s[p2[i]]; - } - return t; -}; -var ConvRNN2D = class extends RNN { - constructor(args) { - if (args.unroll) { - throw new NotImplementedError("Unrolling is not possible with convolutional RNNs."); - } - if (Array.isArray(args.cell)) { - throw new NotImplementedError("It is not possible at the moment to stack convolutional cells."); - } - super(args); - this.inputSpec = [new InputSpec({ndim: 5})]; - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - if (kwargs && kwargs["constants"]) { - throw new ValueError("ConvRNN2D cell does not support constants"); - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - computeOutputShape(inputShape) { - let outShape = this.computeSingleOutputShape(inputShape); - if (!this.returnSequences) { - outShape = [outShape[0], ...outShape.slice(2)]; - } - if (this.returnState) { - outShape = [outShape, ...Array(2).fill([inputShape[0], ...outShape.slice(-3)])]; - } - return outShape; - } - getInitialState(inputs) { - return tidy(() => { - const {stateSize} = this.cell; - const inputShape = inputs.shape; - const outputShape = this.computeSingleOutputShape(inputShape); - const stateShape = [outputShape[0], ...outputShape.slice(2)]; - const initialState = zeros(stateShape); - if (Array.isArray(stateSize)) { - return Array(stateSize.length).fill(initialState); - } - return [initialState]; - }); - } - resetStates(states, training = false) { - tidy(() => { - if (!this.stateful) { - throw new AttributeError("Cannot call resetStates() on an RNN Layer that is not stateful."); - } - const inputShape = this.inputSpec[0].shape; - const outputShape = this.computeSingleOutputShape(inputShape); - const stateShape = [outputShape[0], ...outputShape.slice(2)]; - const batchSize = inputShape[0]; - if (batchSize == null) { - throw new ValueError("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer."); - } - if (this.getStates() == null) { - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map(() => zeros(stateShape)); - } else { - this.states_ = [zeros(stateShape)]; - } - } else if (states == null) { - dispose(this.states_); - if (this.keptStates != null) { - dispose(this.keptStates); - this.keptStates = []; - } - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map(() => zeros(stateShape)); - } else { - this.states_[0] = zeros(stateShape); - } - } else { - if (!Array.isArray(states)) { - states = [states]; - } - if (states.length !== this.states_.length) { - throw new ValueError(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${states.length} state value(s). Input received: ${states}`); - } - if (training) { - this.keptStates.push(this.states_.slice()); - } else { - dispose(this.states_); - } - for (let index = 0; index < this.states_.length; ++index) { - const value = states[index]; - const expectedShape = stateShape; - if (!util_exports.arraysEqual(value.shape, expectedShape)) { - throw new ValueError(`State ${index} is incompatible with layer ${this.name}: expected shape=${expectedShape}, received shape=${value.shape}`); - } - this.states_[index] = value; - } - } - this.states_ = this.states_.map((state) => keep(state.clone())); - }); - } - computeSingleOutputShape(inputShape) { - const {dataFormat, filters, kernelSize, padding, strides, dilationRate} = this.cell; - const isChannelsFirst = dataFormat === "channelsFirst"; - const h = inputShape[isChannelsFirst ? 3 : 2]; - const w = inputShape[isChannelsFirst ? 4 : 3]; - const hOut = convOutputLength(h, kernelSize[0], padding, strides[0], dilationRate[0]); - const wOut = convOutputLength(w, kernelSize[1], padding, strides[1], dilationRate[1]); - const outShape = [ - ...inputShape.slice(0, 2), - ...isChannelsFirst ? [filters, hOut, wOut] : [hOut, wOut, filters] - ]; - return outShape; - } -}; -ConvRNN2D.className = "ConvRNN2D"; -var ConvLSTM2DCell = class extends LSTMCell { - constructor(args) { - const {filters, kernelSize, strides, padding, dataFormat, dilationRate} = args; - super(Object.assign({}, args, {units: filters})); - this.filters = filters; - assertPositiveInteger(this.filters, "filters"); - this.kernelSize = normalizeArray(kernelSize, 2, "kernelSize"); - this.kernelSize.forEach((size) => assertPositiveInteger(size, "kernelSize")); - this.strides = normalizeArray(strides || 1, 2, "strides"); - this.strides.forEach((stride) => assertPositiveInteger(stride, "strides")); - this.padding = padding || "valid"; - checkPaddingMode(this.padding); - this.dataFormat = dataFormat || "channelsLast"; - checkDataFormat(this.dataFormat); - this.dilationRate = normalizeArray(dilationRate || 1, 2, "dilationRate"); - this.dilationRate.forEach((rate) => assertPositiveInteger(rate, "dilationRate")); - } - build(inputShape) { - var _a; - inputShape = getExactlyOneShape(inputShape); - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError(`The channel dimension of the input should be defined. Found ${inputShape[channelAxis]}`); - } - const inputDim = inputShape[channelAxis]; - const numOfKernels = 4; - const kernelShape = this.kernelSize.concat([inputDim, this.filters * numOfKernels]); - this.kernel = this.addWeight("kernel", kernelShape, null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - const recurrentKernelShape = this.kernelSize.concat([this.filters, this.filters * numOfKernels]); - this.recurrentKernel = this.addWeight("recurrent_kernel", recurrentKernelShape, null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - let biasInitializer; - if (this.unitForgetBias) { - const init2 = this.biasInitializer; - const filters = this.filters; - biasInitializer = new (_a = class CustomInit extends Initializer { - apply(shape, dtype) { - const biasI = init2.apply([filters]); - const biasF = ones2([filters]); - const biasCAndO = init2.apply([filters * 2]); - return concatenate([biasI, biasF, biasCAndO]); - } - }, _a.className = "CustomInit", _a)(); - } else { - biasInitializer = this.biasInitializer; - } - this.bias = this.addWeight("bias", [this.filters * numOfKernels], null, biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - if (inputs.length !== 3) { - throw new ValueError(`ConvLSTM2DCell expects 3 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - const training = kwargs["training"] || false; - const x = inputs[0]; - const hTMinus1 = inputs[1]; - const cTMinus1 = inputs[2]; - const numOfKernels = 4; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(x), - rate: this.dropout, - training, - count: numOfKernels - }); - } - const dropoutMask = this.dropoutMask; - const applyDropout = (x2, mask, index) => { - if (!mask || !mask[index]) { - return x2; - } - return mul(mask[index], x2); - }; - let xI = applyDropout(x, dropoutMask, 0); - let xF = applyDropout(x, dropoutMask, 1); - let xC = applyDropout(x, dropoutMask, 2); - let xO = applyDropout(x, dropoutMask, 3); - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: numOfKernels - }); - } - const recDropoutMask = this.recurrentDropoutMask; - let hI = applyDropout(hTMinus1, recDropoutMask, 0); - let hF = applyDropout(hTMinus1, recDropoutMask, 1); - let hC = applyDropout(hTMinus1, recDropoutMask, 2); - let hO = applyDropout(hTMinus1, recDropoutMask, 3); - const kernelChannelAxis = 3; - const [kernelI, kernelF, kernelC, kernelO] = split(this.kernel.read(), numOfKernels, kernelChannelAxis); - const [biasI, biasF, biasC, biasO] = this.useBias ? split(this.bias.read(), numOfKernels) : [null, null, null, null]; - xI = this.inputConv(xI, kernelI, biasI, this.padding); - xF = this.inputConv(xF, kernelF, biasF, this.padding); - xC = this.inputConv(xC, kernelC, biasC, this.padding); - xO = this.inputConv(xO, kernelO, biasO, this.padding); - const [recKernelI, recKernelF, recKernelC, recKernelO] = split(this.recurrentKernel.read(), numOfKernels, kernelChannelAxis); - hI = this.recurrentConv(hI, recKernelI); - hF = this.recurrentConv(hF, recKernelF); - hC = this.recurrentConv(hC, recKernelC); - hO = this.recurrentConv(hO, recKernelO); - const i = this.recurrentActivation.apply(add2(xI, hI)); - const f = this.recurrentActivation.apply(add2(xF, hF)); - const c = add2(mul(f, cTMinus1), mul(i, this.activation.apply(add2(xC, hC)))); - const h = mul(this.recurrentActivation.apply(add2(xO, hO)), this.activation.apply(c)); - return [h, h, c]; - }); - } - getConfig() { - const _a = super.getConfig(), {units: _} = _a, baseConfig = __rest(_a, ["units"]); - const config3 = { - filters: this.filters, - kernelSize: this.kernelSize, - padding: this.padding, - dataFormat: this.dataFormat, - dilationRate: this.dilationRate, - strides: this.strides - }; - return Object.assign({}, baseConfig, config3); - } - inputConv(x, w, b, padding) { - const out = conv2d(x, w, this.strides, padding || "valid", this.dataFormat === "channelsFirst" ? "NCHW" : "NHWC", this.dilationRate); - if (b) { - return biasAdd(out, b, this.dataFormat); - } - return out; - } - recurrentConv(x, w) { - const strides = 1; - return conv2d(x, w, strides, "same", this.dataFormat === "channelsFirst" ? "NCHW" : "NHWC"); - } -}; -ConvLSTM2DCell.className = "ConvLSTM2DCell"; -serialization_exports.registerClass(ConvLSTM2DCell); -var ConvLSTM2D = class extends ConvRNN2D { - constructor(args) { - const cell = new ConvLSTM2DCell(args); - super(Object.assign({}, args, {cell})); - } - static fromConfig(cls, config3) { - return new cls(config3); - } -}; -ConvLSTM2D.className = "ConvLSTM2D"; -serialization_exports.registerClass(ConvLSTM2D); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Dropout = class extends Layer { - constructor(args) { - super(args); - this.rate = Math.max(Math.min(args.rate, 1), 0); - this.noiseShape = args.noiseShape; - this.seed = args.seed; - this.supportsMasking = true; - } - getNoiseShape(input2) { - if (this.noiseShape == null) { - return this.noiseShape; - } - const inputShape = input2.shape; - const noiseShape = []; - for (let i = 0; i < this.noiseShape.length; ++i) { - noiseShape.push(this.noiseShape[i] == null ? inputShape[i] : this.noiseShape[i]); - } - return noiseShape; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - if (0 < this.rate && this.rate < 1) { - const training = kwargs["training"] == null ? false : kwargs["training"]; - const noiseShape = this.getNoiseShape(input2); - const output = inTrainPhase(() => dropout2(input2, this.rate, noiseShape, this.seed), () => input2, training); - return output; - } - return inputs; - }); - } - getConfig() { - const config3 = { - rate: this.rate, - noiseShape: this.noiseShape, - seed: this.seed - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - dispose() { - return super.dispose(); - } -}; -Dropout.className = "Dropout"; -serialization_exports.registerClass(Dropout); -var SpatialDropout1D = class extends Dropout { - constructor(args) { - super(args); - this.inputSpec = [{ndim: 3}]; - } - getNoiseShape(input2) { - const inputShape = input2.shape; - return [inputShape[0], 1, inputShape[2]]; - } -}; -SpatialDropout1D.className = "SpatialDropout1D"; -serialization_exports.registerClass(SpatialDropout1D); -var Dense = class extends Layer { - constructor(args) { - super(args); - this.activation = null; - this.useBias = true; - this.kernel = null; - this.bias = null; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - if (args.batchInputShape == null && args.inputShape == null && args.inputDim != null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - this.batchInputShape = [batchSize, args.inputDim]; - } - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation); - if (args.useBias != null) { - this.useBias = args.useBias; - } - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.supportsMasking = true; - this.inputSpec = [{minNDim: 2}]; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const inputLastDim = inputShape[inputShape.length - 1]; - if (this.kernel == null) { - this.kernel = this.addWeight("kernel", [inputLastDim, this.units], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - } - this.inputSpec = [{minNDim: 2, axes: {[-1]: inputLastDim}}]; - this.built = true; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - outputShape[outputShape.length - 1] = this.units; - return outputShape; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const fusedActivationName = mapActivationToFusedKernel(this.activation.getClassName()); - let output; - if (fusedActivationName != null) { - output = dot2(input2, this.kernel.read(), fusedActivationName, this.bias ? this.bias.read() : null); - } else { - output = dot2(input2, this.kernel.read()); - if (this.bias != null) { - output = biasAdd(output, this.bias.read()); - } - if (this.activation != null) { - output = this.activation.apply(output); - } - } - return output; - }); - } - getConfig() { - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - biasConstraint: serializeConstraint(this.biasConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Dense.className = "Dense"; -serialization_exports.registerClass(Dense); -var Flatten = class extends Layer { - constructor(args) { - args = args || {}; - super(args); - this.inputSpec = [{minNDim: 3}]; - this.dataFormat = args.dataFormat; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - for (const dim of inputShape.slice(1)) { - if (dim == null) { - throw new ValueError(`The shape of the input to "Flatten" is not fully defined (got ${inputShape.slice(1)}). Make sure to pass a complete "input_shape" or "batch_input_shape" argument to the first layer in your model.`); - } - } - return [inputShape[0], arrayProd(inputShape, 1)]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - let input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsFirst" && input2.rank > 1) { - const permutation = [0]; - for (let i = 2; i < input2.rank; ++i) { - permutation.push(i); - } - permutation.push(1); - input2 = input2.transpose(permutation); - } - return batchFlatten(input2); - }); - } - getConfig() { - const config3 = {}; - if (this.dataFormat != null) { - config3["dataFormat"] = this.dataFormat; - } - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Flatten.className = "Flatten"; -serialization_exports.registerClass(Flatten); -var Activation2 = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.activation = getActivation(args.activation); - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - return this.activation.apply(input2); - }); - } - getConfig() { - const config3 = {activation: serializeActivation(this.activation)}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Activation2.className = "Activation"; -serialization_exports.registerClass(Activation2); -var RepeatVector = class extends Layer { - constructor(args) { - super(args); - this.n = args.n; - this.inputSpec = [{ndim: 2}]; - } - computeOutputShape(inputShape) { - return [inputShape[0], this.n, inputShape[1]]; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - return repeat(inputs, this.n); - }); - } - getConfig() { - const config3 = { - n: this.n - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -RepeatVector.className = "RepeatVector"; -serialization_exports.registerClass(RepeatVector); -var Reshape2 = class extends Layer { - constructor(args) { - super(args); - this.targetShape = args.targetShape; - for (let i = 0; i < this.targetShape.length; ++i) { - if (this.isUnknown(this.targetShape[i])) { - this.targetShape[i] = null; - } - } - } - isUnknown(dim) { - return dim < 0 || dim == null; - } - fixUnknownDimension(inputShape, outputShape) { - const errorMsg = "Total size of new array must be unchanged."; - const finalShape = outputShape.slice(); - let known = 1; - let unknown = null; - for (let i = 0; i < finalShape.length; ++i) { - const dim = finalShape[i]; - if (this.isUnknown(dim)) { - if (unknown === null) { - unknown = i; - } else { - throw new ValueError("Can only specifiy one unknown dimension."); - } - } else { - known *= dim; - } - } - const originalSize = arrayProd(inputShape); - if (unknown !== null) { - if (known === 0 || originalSize % known !== 0) { - throw new ValueError(errorMsg); - } - finalShape[unknown] = originalSize / known; - } else if (originalSize !== known) { - throw new ValueError(errorMsg); - } - return finalShape; - } - computeOutputShape(inputShape) { - let anyUnknownDims = false; - for (let i = 0; i < inputShape.length; ++i) { - if (this.isUnknown(inputShape[i])) { - anyUnknownDims = true; - break; - } - } - if (anyUnknownDims) { - return inputShape.slice(0, 1).concat(this.targetShape); - } else { - return inputShape.slice(0, 1).concat(this.fixUnknownDimension(inputShape.slice(1), this.targetShape)); - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const outputShape = inputShape.slice(0, 1).concat(this.fixUnknownDimension(inputShape.slice(1), this.targetShape)); - return input2.reshape(outputShape); - }); - } - getConfig() { - const config3 = { - targetShape: this.targetShape - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Reshape2.className = "Reshape"; -serialization_exports.registerClass(Reshape2); -var Permute = class extends Layer { - constructor(args) { - super(args); - if (args.dims == null) { - throw new Error("Required configuration field `dims` is missing during Permute constructor call."); - } - if (!Array.isArray(args.dims)) { - throw new Error(`Permute constructor requires \`dims\` to be an Array, but received ${args.dims} instead.`); - } - const expectedSortedIndices = range5(1, args.dims.length + 1); - if (!util_exports.arraysEqual(args.dims.slice().sort(), expectedSortedIndices)) { - throw new Error("Invalid permutation `dims`: " + JSON.stringify(args.dims) + " `dims` must contain consecutive integers starting from 1."); - } - this.dims = args.dims; - this.dimsIncludingBatch = [0].concat(this.dims); - this.inputSpec = [new InputSpec({ndim: this.dims.length + 1})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - this.dims.forEach((dim, i) => { - outputShape[i + 1] = inputShape[dim]; - }); - return outputShape; - } - call(inputs, kwargs) { - return transpose(getExactlyOneTensor(inputs), this.dimsIncludingBatch); - } - getConfig() { - const config3 = { - dims: this.dims - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Permute.className = "Permute"; -serialization_exports.registerClass(Permute); -var Masking = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.supportsMasking = true; - if (args != null) { - this.maskValue = args.maskValue == null ? 0 : args.maskValue; - } else { - this.maskValue = 0; - } - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {maskValue: this.maskValue}; - Object.assign(config3, baseConfig); - return config3; - } - computeMask(inputs, mask) { - const input2 = getExactlyOneTensor(inputs); - const axis = -1; - return any(notEqual(input2, this.maskValue), axis); - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const axis = -1; - const keepDims = true; - const booleanMask = any(notEqual(input2, this.maskValue), axis, keepDims); - const output = input2.mul(booleanMask.asType(input2.dtype)); - return output; - }); - } -}; -Masking.className = "Masking"; -serialization_exports.registerClass(Masking); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Embedding = class extends Layer { - constructor(args) { - super(args); - this.embeddings = null; - this.DEFAULT_EMBEDDINGS_INITIALIZER = "randomUniform"; - if (args.batchInputShape == null && args.inputShape == null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - if (args.inputLength == null) { - this.batchInputShape = [batchSize, null]; - } else { - this.batchInputShape = [batchSize].concat(toList(args.inputLength)); - } - } - this.inputDim = args.inputDim; - assertPositiveInteger(this.inputDim, "inputDim"); - this.outputDim = args.outputDim; - assertPositiveInteger(this.outputDim, "outputDim"); - this.embeddingsInitializer = getInitializer(args.embeddingsInitializer || this.DEFAULT_EMBEDDINGS_INITIALIZER); - this.embeddingsRegularizer = getRegularizer(args.embeddingsRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.embeddingsConstraint = getConstraint(args.embeddingsConstraint); - this.maskZero = args.maskZero; - this.supportsMasking = args.maskZero; - this.inputLength = args.inputLength; - } - build(inputShape) { - this.embeddings = this.addWeight("embeddings", [this.inputDim, this.outputDim], this.dtype, this.embeddingsInitializer, this.embeddingsRegularizer, true, this.embeddingsConstraint); - this.built = true; - } - warnOnIncompatibleInputShape(inputShape) { - } - computeMask(inputs, mask) { - return tidy(() => { - if (!this.maskZero) { - return null; - } else { - inputs = getExactlyOneTensor(inputs); - return notEqual(inputs, zerosLike(inputs)); - } - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (this.inputLength == null) { - return [...inputShape, this.outputDim]; - } - const inLens = toList(this.inputLength); - if (inLens.length !== inputShape.length - 1) { - throw new ValueError(`"inputLength" is ${this.inputLength}, but received input shape has shape ${inputShape}`); - } else { - let i = 0; - for (let k = 0; k < inLens.length; ++k) { - const s1 = inLens[k]; - const s2 = inputShape[k + 1]; - if (s1 != null && s2 != null && s1 !== s2) { - throw new ValueError(`"inputLength" is ${this.inputLength}, but received input shape has shape ${inputShape}`); - } else if (s1 == null) { - inLens[i] = s2; - } - i++; - } - } - return [inputShape[0], ...inLens, this.outputDim]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - let input2 = getExactlyOneTensor(inputs); - if (input2.dtype !== "int32") { - input2 = cast5(input2, "int32"); - } - const output = gather2(this.embeddings.read(), input2.as1D()); - return output.reshape(getExactlyOneShape(this.computeOutputShape(input2.shape))); - }); - } - getConfig() { - const config3 = { - inputDim: this.inputDim, - outputDim: this.outputDim, - embeddingsInitializer: serializeInitializer(this.embeddingsInitializer), - embeddingsRegularizer: serializeRegularizer(this.embeddingsRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - embeddingsConstraint: serializeConstraint(this.embeddingsConstraint), - maskZero: this.maskZero, - inputLength: this.inputLength - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Embedding.className = "Embedding"; -serialization_exports.registerClass(Embedding); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Merge = class extends Layer { - constructor(args) { - super(args || {}); - this.supportsMasking = true; - } - mergeFunction(inputs) { - throw new NotImplementedError(); - } - computeElementwiseOpOutputShape(shape1, shape2) { - if (shape1 == null || shape2 == null) { - return null; - } else if (shape1.length < shape2.length) { - return this.computeElementwiseOpOutputShape(shape2, shape1); - } else if (shape2.length === 0) { - return shape1; - } - const outputShape = shape1.slice(0, shape1.length - shape2.length); - for (let k = 0; k < shape2.length; ++k) { - const i = shape1[shape1.length - shape2.length + k]; - const j = shape2[k]; - if (i == null || j == null || i < 0 || j < 0) { - outputShape.push(null); - } else if (i === 1) { - outputShape.push(j); - } else if (j === 1) { - outputShape.push(i); - } else { - if (i !== j) { - throw new ValueError("Operands could not be broadcast together with shapes " + JSON.stringify(shape1) + " " + JSON.stringify(shape2)); - } - outputShape.push(i); - } - } - return outputShape; - } - build(inputShape) { - if (Array.isArray(inputShape) && !Array.isArray(inputShape[0])) { - inputShape = [getExactlyOneShape(inputShape)]; - } - inputShape = inputShape; - if (inputShape.length < 2) { - throw new ValueError(`A merge layer should be called on an Array of at least 2 inputs. Got ${inputShape.length} input(s).`); - } - let batchSizes = []; - for (const shape of inputShape) { - if (shape != null && shape[0] !== null) { - batchSizes.push(shape[0]); - } - } - batchSizes = unique4(batchSizes); - if (batchSizes.length > 1) { - throw new ValueError(`Can not merge tensors with different batch sizes. Got tensors with shapes: ${JSON.stringify(inputShape)}.`); - } - let outputShape = inputShape[0] == null ? null : inputShape[0].slice(1); - for (let i = 1; i < inputShape.length; ++i) { - const shape = inputShape[i] == null ? null : inputShape[i].slice(1); - outputShape = this.computeElementwiseOpOutputShape(outputShape, shape); - } - const allRanks = inputShape.map((shape) => shape.length); - if (inputShape.indexOf(null) === -1 && unique4(allRanks).length === 1) { - this.reshapeRequired = false; - } else { - this.reshapeRequired = true; - } - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (this.reshapeRequired) { - const reshapedInputs = []; - const inputDims = inputs.map((input2) => input2.rank); - if (inputDims.indexOf(null) === -1) { - const maxNDim = max5(inputDims); - for (let x of inputs) { - const xNDim = x.rank; - for (let k = 0; k < maxNDim - xNDim; ++k) { - x = expandDims5(x, 1); - } - reshapedInputs.push(x); - } - return this.mergeFunction(reshapedInputs); - } else { - let transposed = false; - for (const x of inputs) { - const xNDim = x.rank; - if (xNDim == null) { - const xShape = x.shape; - const batchSize = xShape[0]; - const newShape = xShape.slice(1).concat([batchSize]); - let xTransposed = x.reshape([batchSize].concat(arrayProd(xShape.slice(1)))); - xTransposed = transpose(xTransposed, [1, 0]); - xTransposed = xTransposed.reshape(newShape); - reshapedInputs.push(xTransposed); - transposed = true; - } else if (xNDim > 1) { - const dims = range5(1, xNDim).concat([0]); - reshapedInputs.push(transpose(x, dims)); - transposed = true; - } else { - reshapedInputs.push(x); - } - } - let y = this.mergeFunction(reshapedInputs); - const yNDim = y.rank; - if (transposed) { - if (yNDim == null) { - const yShape = y.shape; - const yNDim2 = yShape.length; - const batchSize = yShape[yNDim2 - 1]; - const newShape = [batchSize].concat(yShape.slice(0, yShape.length - 1)); - y = transpose(y.reshape([-1, batchSize]), [1, 0]).reshape(newShape); - } else if (yNDim > 1) { - const dims = [yNDim - 1].concat(range5(0, yNDim - 1)); - y = transpose(y, dims); - } - } - return y; - } - } else { - return this.mergeFunction(inputs); - } - }); - } - computeOutputShape(inputShape) { - inputShape = inputShape; - let outputShape; - if (inputShape[0] == null) { - outputShape = null; - } else { - outputShape = inputShape[0].slice(1); - } - for (let i = 1; i < inputShape.length; ++i) { - const shape = inputShape[i] == null ? null : inputShape[i].slice(1); - outputShape = this.computeElementwiseOpOutputShape(outputShape, shape); - } - let batchSizes = []; - for (const shape of inputShape) { - if (shape != null && shape[0] !== null) { - batchSizes.push(shape[0]); - } - } - batchSizes = unique4(batchSizes); - if (batchSizes.length === 1) { - outputShape = batchSizes.concat(outputShape); - } else { - outputShape = [null].concat(outputShape); - } - return outputShape; - } - computeMask(inputs, mask) { - return tidy(() => { - if (mask == null) { - return null; - } - if (!Array.isArray(mask)) { - throw new ValueError("`mask` should be an Array"); - } - if (!Array.isArray(inputs)) { - throw new ValueError("`inputs` should be an Array"); - } - if (mask.length !== inputs.length) { - throw new ValueError(`The Array 'inputs' and 'mask' are expected to have the same length, but have different lengths (${inputs.length} vs ${mask.length})`); - } - if (mask.every((m) => m == null)) { - return null; - } - mask = mask.map((m) => m == null ? m : expandDims(m, 0)); - let output = mask[0]; - for (let i = 1; i < mask.length - 1; ++i) { - output = logicalAnd(output, mask[i]); - } - return output; - }); - } -}; -var Add2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = add2(output, inputs[i]); - } - return output; - }); - } -}; -Add2.className = "Add"; -serialization_exports.registerClass(Add2); -var Multiply2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = mul(output, inputs[i]); - } - return output; - }); - } -}; -Multiply2.className = "Multiply"; -serialization_exports.registerClass(Multiply2); -var Average = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = add2(output, inputs[i]); - } - return mul(1 / inputs.length, output); - }); - } -}; -Average.className = "Average"; -serialization_exports.registerClass(Average); -var Maximum2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0]; - for (let i = 1; i < inputs.length; ++i) { - output = maximum(output, inputs[i]); - } - return output; - }); - } -}; -Maximum2.className = "Maximum"; -serialization_exports.registerClass(Maximum2); -var Minimum2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0]; - for (let i = 1; i < inputs.length; ++i) { - output = minimum(output, inputs[i]); - } - return output; - }); - } -}; -Minimum2.className = "Minimum"; -serialization_exports.registerClass(Minimum2); -var Concatenate = class extends Merge { - constructor(args) { - super(args); - this.DEFAULT_AXIS = -1; - if (args == null) { - args = {}; - } - this.axis = args.axis == null ? this.DEFAULT_AXIS : args.axis; - this.supportsMasking = true; - this.reshapeRequired = false; - } - build(inputShape) { - if (!(Array.isArray(inputShape) && Array.isArray(inputShape[0])) || inputShape.length === 1) { - throw new ValueError("A `Concatenate` layer should be called on a list of at least 2 inputs"); - } - inputShape = inputShape; - let allNoneShape = true; - for (const shape of inputShape) { - if (shape != null) { - allNoneShape = false; - break; - } - } - if (allNoneShape) { - return; - } - const shapeSet = []; - for (let i = 0; i < inputShape.length; ++i) { - const shapeWithoutConcatAxis = inputShape[i].slice(); - shapeWithoutConcatAxis.splice(this.axis, 1); - let exists = false; - for (const shape of shapeSet) { - if (util_exports.arraysEqual(shape, shapeWithoutConcatAxis)) { - exists = true; - break; - } - } - if (!exists) { - shapeSet.push(shapeWithoutConcatAxis); - } - } - if (shapeSet.length > 1) { - throw new ValueError("A `Concatenate` layer requires inputs with matching shapes except for the concat axis. Got input shapes: " + JSON.stringify(inputShape)); - } - } - mergeFunction(inputs) { - return tidy(() => { - return concatenate(inputs, this.axis); - }); - } - computeOutputShape(inputShape) { - if (!(Array.isArray(inputShape) && Array.isArray(inputShape[0]))) { - throw new ValueError("A `Concatenate` layer should be called on a list of inputs."); - } - const inputShapes = inputShape; - const outputShape = inputShapes[0].slice(); - const axis = this.axis < 0 ? outputShape.length + this.axis : this.axis; - for (const shape of inputShapes.slice(1)) { - if (outputShape[axis] == null || shape[axis] == null) { - outputShape[axis] = null; - break; - } - outputShape[axis] += shape[axis]; - } - return outputShape; - } - computeMask(inputs, mask) { - if (mask == null) { - return null; - } - if (!Array.isArray(mask)) { - throw new ValueError("`mask` should be an array for Concatenate"); - } - if (!Array.isArray(inputs)) { - throw new ValueError("`inputs` should be an array for Concatenate"); - } - if (mask.length !== inputs.length) { - throw new ValueError(`Mismatch in the length of mask (${mask.length}) and the legnth of inputs (${inputs.length})`); - } - return tidy(() => { - let allNullMasks = true; - mask.forEach((m) => { - if (m != null) { - allNullMasks = false; - return; - } - }); - if (allNullMasks) { - return null; - } - const outputMasks = []; - for (let i = 0; i < inputs.length; ++i) { - if (mask[i] == null) { - outputMasks.push(onesLike(inputs[i]).asType("bool")); - } else if (mask[i].rank < inputs[i].rank) { - outputMasks.push(expandDims(mask[i], -1)); - } else { - outputMasks.push(mask[i]); - } - } - const concatenatedMasks = concat(outputMasks, this.axis); - return all(concatenatedMasks, -1, false); - }); - } - getConfig() { - const config3 = { - axis: this.axis - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Concatenate.className = "Concatenate"; -serialization_exports.registerClass(Concatenate); -function interpretAxis(axis, dim) { - while (axis < 0) { - axis += dim; - } - return axis; -} -function batchDot(x, y, axes) { - if (x.shape.length > 3 || y.shape.length > 3) { - throw new NotImplementedError("batchDot is not implemented for tensors of 4D or higher rank yet"); - } - util_exports.assert(x.shape.length >= 2, () => `batchDot requires the rank of x to be >= 2, but got ${x.shape.length}`); - util_exports.assert(x.shape.length >= 2, () => `batchDot requires the rank of y to be >= 2, but got ${y.shape.length}`); - if (typeof axes === "number") { - axes = [axes, axes]; - } - if (x.dtype === "complex64" || y.dtype === "complex64") { - throw new NotImplementedError("batchDot is not implemented for complex64-type Tensors yet."); - } - const xNDim = x.shape.length; - const yNDim = y.shape.length; - if (axes == null) { - axes = [xNDim - 1, yNDim - 2]; - } - const axesArray = axes; - return tidy(() => { - let diff; - if (xNDim > yNDim) { - diff = xNDim - yNDim; - const diffShape = []; - for (let i = 0; i < diff; ++i) { - diffShape.push(1); - } - y = y.reshape(y.shape.concat(diffShape)); - } else if (yNDim > xNDim) { - diff = yNDim - xNDim; - const diffShape = []; - for (let i = 0; i < diff; ++i) { - diffShape.push(1); - } - x = x.reshape(x.shape.concat(diffShape)); - } else { - diff = 0; - } - let out; - if (x.shape.length === 2 && y.shape.length === 2) { - if (axesArray[0] === axesArray[1]) { - out = x.mul(y).sum(axesArray[0]); - } else { - out = x.transpose([1, 0]).mul(y).sum(axesArray[1]); - } - } else { - const adjX = axesArray[0] !== x.shape.length - 1; - const adjY = axesArray[1] === y.shape.length - 1; - out = x.matMul(y, adjX, adjY); - } - if (diff > 0) { - let idx; - if (xNDim > yNDim) { - idx = xNDim + yNDim - 3; - } else { - idx = xNDim - 1; - } - const squeezeAxes = []; - for (let i = idx; i < idx + diff; ++i) { - squeezeAxes.push(i); - } - out = out.squeeze(squeezeAxes); - } - if (out.shape.length === 1) { - out = out.expandDims(1); - } - return out; - }); -} -var Dot = class extends Merge { - constructor(args) { - super(args); - this.axes = args.axes; - this.normalize = args.normalize == null ? false : args.normalize; - this.supportsMasking = true; - this.reshapeRequired = false; - } - build(inputShape) { - util_exports.assert(Array.isArray(inputShape) && inputShape.length === 2 && Array.isArray(inputShape[0]) && Array.isArray(inputShape[1]), () => "A `Dot` layer should be called on a list of exactly 2 inputs."); - const shape1 = inputShape[0]; - const shape2 = inputShape[1]; - if (shape1.length > 3 || shape2.length > 3) { - throw new NotImplementedError("Dot layer does not support tensors of 4D or higher rank yet."); - } - const axes = this.interpretAxes(shape1, shape2); - if (shape1[axes[0]] !== shape2[axes[1]]) { - throw new ValueError(`Dimension incompatibility: ${shape1[axes[0]]} !== ${shape2[axes[1]]}`); - } - } - mergeFunction(inputs) { - if (inputs.length !== 2) { - throw new ValueError(`A \`Dot\` layer must be called on exactly 2 inputs, but received ${inputs.length} input(s).`); - } - let x1 = inputs[0]; - let x2 = inputs[1]; - let axes; - if (!Array.isArray(this.axes)) { - axes = [ - interpretAxis(this.axes, x1.shape.length), - interpretAxis(this.axes, x2.shape.length) - ]; - } else { - axes = this.axes.map((axis, i) => interpretAxis(axis, inputs[i].shape.length)); - } - if (this.normalize) { - x1 = l2Normalize(x1, axes[0]); - x2 = l2Normalize(x2, axes[1]); - } - return batchDot(x1, x2, axes); - } - interpretAxes(shape1, shape2) { - let axes; - if (!Array.isArray(this.axes)) { - axes = [ - interpretAxis(this.axes, shape1.length), - interpretAxis(this.axes, shape2.length) - ]; - } else { - axes = this.axes; - } - return axes; - } - computeOutputShape(inputShape) { - util_exports.assert(Array.isArray(inputShape) && inputShape.length === 2 && Array.isArray(inputShape[0]) && Array.isArray(inputShape[1]), () => "A `Dot` layer should be called on a list of exactly 2 inputs."); - const shape1 = inputShape[0].slice(); - const shape2 = inputShape[1].slice(); - if (shape1.length > 3 || shape2.length > 3) { - throw new NotImplementedError("Dot layer does not support tensors of 4D or higher rank yet."); - } - const axes = this.interpretAxes(shape1, shape2); - shape1.splice(axes[0], 1); - shape2.splice(axes[1], 1); - shape2.splice(0, 1); - const outputShape = shape1.concat(shape2); - if (outputShape.length === 1) { - outputShape.push(1); - } - return outputShape; - } - computeMask(inputs, mask) { - return null; - } - getConfig() { - const config3 = { - axes: this.axes, - normalize: this.normalize - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -Dot.className = "Dot"; -serialization_exports.registerClass(Dot); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var GaussianNoise = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.stddev = args.stddev; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {stddev: this.stddev}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const noised = () => randomNormal2(input2.shape, 0, this.stddev).add(input2); - const output = inTrainPhase(noised, () => input2, kwargs["training"] || false); - return output; - }); - } -}; -GaussianNoise.className = "GaussianNoise"; -serialization_exports.registerClass(GaussianNoise); -var GaussianDropout = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.rate = args.rate; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {rate: this.rate}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - if (this.rate > 0 && this.rate < 1) { - const noised = () => { - const stddev = Math.sqrt(this.rate / (1 - this.rate)); - return input2.mul(randomNormal2(input2.shape, 1, stddev)); - }; - return inTrainPhase(noised, () => input2, kwargs["training"] || false); - } - return input2; - }); - } -}; -GaussianDropout.className = "GaussianDropout"; -serialization_exports.registerClass(GaussianDropout); -var AlphaDropout = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.rate = args.rate; - this.noiseShape = args.noiseShape; - } - _getNoiseShape(inputs) { - return this.noiseShape || getExactlyOneTensor(inputs).shape; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {rate: this.rate}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - if (this.rate < 1 && this.rate > 0) { - const noiseShape = this._getNoiseShape(inputs); - const droppedInputs = () => { - const input2 = getExactlyOneTensor(inputs); - const alpha = 1.6732632423543772; - const scale2 = 1.0507009873554805; - const alphaP = -alpha * scale2; - let keptIdx = greaterEqual(randomUniform(noiseShape), this.rate); - keptIdx = cast5(keptIdx, "float32"); - const a = ((1 - this.rate) * (1 + this.rate * alphaP ** 2)) ** -0.5; - const b = -a * alphaP * this.rate; - const x = input2.mul(keptIdx).add(keptIdx.add(-1).mul(alphaP)); - return x.mul(a).add(b); - }; - return inTrainPhase(droppedInputs, () => getExactlyOneTensor(inputs), kwargs["training"] || false); - } - return inputs; - }); - } -}; -AlphaDropout.className = "AlphaDropout"; -serialization_exports.registerClass(AlphaDropout); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function batchNormalization(x, mean4, variance, beta, gamma, epsilon3 = 1e-3) { - let out; - if (x.rank === 2) { - out = batchNorm2d(x, mean4, variance, beta, gamma, epsilon3); - } else if (x.rank === 3) { - out = batchNorm3d(x, mean4, variance, beta, gamma, epsilon3); - } else if (x.rank === 4) { - out = batchNorm4d(x, mean4, variance, beta, gamma, epsilon3); - } else { - throw new NotImplementedError(`batchNormalization is not implemented for array of rank ${x.rank} yet`); - } - return out; -} -function regularNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - return tidy(() => { - const meanAndVariance = moments(x, reductionAxes); - const mean4 = meanAndVariance.mean; - const variance = meanAndVariance.variance; - const normed = batchNormalization(x, mean4, variance, beta, gamma, epsilon3); - return [normed, mean4, variance]; - }); -} -function broadcastNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - return tidy(() => { - const meanAndVariance = moments(x, reductionAxes); - const mean4 = meanAndVariance.mean; - const variance = meanAndVariance.variance; - const targetShape = []; - for (const axis of range5(0, x.rank)) { - if (reductionAxes.indexOf(axis) !== -1) { - targetShape.push(1); - } else { - targetShape.push(x.shape[axis]); - } - } - const broadcastMean = mean4.reshape(targetShape); - const broadcastVariance = variance.reshape(targetShape); - const broadcastGamma = gamma == null ? null : gamma.reshape(targetShape); - const broadcastBeta = beta == null ? null : beta.reshape(targetShape); - const normed = batchNormalization(x, broadcastMean, broadcastVariance, broadcastBeta, broadcastGamma, epsilon3); - return [normed, mean4, variance]; - }); -} -function normalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - if (util_exports.arraysEqual(reductionAxes.slice().sort(), range5(0, x.rank - 1))) { - return regularNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3); - } else { - return broadcastNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3); - } -} -var BatchNormalization = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.supportsMasking = true; - this.axis = args.axis == null ? -1 : args.axis; - this.momentum = args.momentum == null ? 0.99 : args.momentum; - this.epsilon = args.epsilon == null ? 1e-3 : args.epsilon; - this.center = args.center == null ? true : args.center; - this.scale = args.scale == null ? true : args.scale; - this.betaInitializer = getInitializer(args.betaInitializer || "zeros"); - this.gammaInitializer = getInitializer(args.gammaInitializer || "ones"); - this.movingMeanInitializer = getInitializer(args.movingMeanInitializer || "zeros"); - this.movingVarianceInitializer = getInitializer(args.movingVarianceInitializer || "ones"); - this.betaConstraint = getConstraint(args.betaConstraint); - this.gammaConstraint = getConstraint(args.gammaConstraint); - this.betaRegularizer = getRegularizer(args.betaRegularizer); - this.gammaRegularizer = getRegularizer(args.gammaRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const axis = this.axis >= 0 ? this.axis : this.axis + inputShape.length; - const dim = inputShape[axis]; - if (dim == null) { - throw new ValueError(`Axis ${axis} of input tensor should have a defined dimension but the layer received an input with shape ${JSON.stringify(inputShape)}.`); - } - this.inputSpec = [new InputSpec({ndim: inputShape.length, axes: {[axis]: dim}})]; - const shape = [dim]; - if (this.scale) { - this.gamma = this.addWeight("gamma", shape, null, this.gammaInitializer, this.gammaRegularizer, true, this.gammaConstraint); - } - if (this.center) { - this.beta = this.addWeight("beta", shape, null, this.betaInitializer, this.betaRegularizer, true, this.betaConstraint); - } - this.movingMean = this.addWeight("moving_mean", shape, null, this.movingMeanInitializer, null, false); - this.movingVariance = this.addWeight("moving_variance", shape, null, this.movingVarianceInitializer, null, false); - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - const training = kwargs["training"] == null ? false : kwargs["training"]; - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const ndim = inputShape.length; - const reductionAxes = range5(0, ndim); - const axis = this.axis >= 0 ? this.axis : this.axis + ndim; - reductionAxes.splice(axis, 1); - const broadcastShape = pyListRepeat(1, ndim); - broadcastShape[axis] = inputShape[axis]; - const sortedReductionAxes = reductionAxes.slice(); - sortedReductionAxes.sort(); - const needsBroadcasting = !util_exports.arraysEqual(sortedReductionAxes, range5(0, ndim).slice(0, ndim - 1)); - const normalizeInference = () => { - if (needsBroadcasting) { - const broadcastMovingMean = this.movingMean.read().reshape(broadcastShape); - const broadcastMovingVariance = this.movingVariance.read().reshape(broadcastShape); - const broadcastBeta = this.center ? this.beta.read().reshape(broadcastShape) : null; - const broadcastGamma = this.scale ? this.gamma.read().reshape(broadcastShape) : null; - return batchNormalization(input2, broadcastMovingMean, broadcastMovingVariance, broadcastBeta, broadcastGamma, this.epsilon); - } else { - return batchNormalization(input2, this.movingMean.read(), this.movingVariance.read(), this.beta == null ? null : this.beta.read(), this.gamma == null ? null : this.gamma.read(), this.epsilon); - } - }; - if (!training) { - return normalizeInference(); - } - const [normedTraining, mean4, variance] = normalizeBatchInTraining(input2, this.gamma.read(), this.beta.read(), reductionAxes, this.epsilon); - const doMovingAverage = (variable2, value, momentum) => { - tidy(() => { - const decay = 1 - momentum; - const origValue = variable2.read(); - const updateDelta = origValue.sub(value).mul(decay); - variable2.write(origValue.sub(updateDelta)); - }); - }; - const updateMovingMeanAndVariance = () => { - doMovingAverage(this.movingMean, mean4, this.momentum); - doMovingAverage(this.movingVariance, variance, this.momentum); - }; - updateMovingMeanAndVariance(); - return normedTraining; - }); - } - getConfig() { - const config3 = { - axis: this.axis, - momentum: this.momentum, - epsilon: this.epsilon, - center: this.center, - scale: this.scale, - betaInitializer: serializeInitializer(this.betaInitializer), - gammaInitializer: serializeInitializer(this.gammaInitializer), - movingMeanInitializer: serializeInitializer(this.movingMeanInitializer), - movingVarianceInitializer: serializeInitializer(this.movingVarianceInitializer), - betaRegularizer: serializeRegularizer(this.betaRegularizer), - gammaRegularizer: serializeRegularizer(this.gammaRegularizer), - betaConstraint: serializeConstraint(this.betaConstraint), - gammaConstraint: serializeConstraint(this.gammaConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -BatchNormalization.className = "BatchNormalization"; -serialization_exports.registerClass(BatchNormalization); -var LayerNormalization = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.axis = args.axis == null ? -1 : args.axis; - if (typeof this.axis === "number") { - if (!Number.isInteger(this.axis)) { - throw new Error(`Expected axis to be an integer, but received ${this.axis}`); - } - } else if (Array.isArray(this.axis)) { - for (const axis of this.axis) { - if (!Number.isInteger(axis)) { - throw new Error(`Expected axis to be an array of integers, but received ${JSON.stringify(this.axis)}`); - } - } - } else { - throw new Error(`Expected axis to be an integer or an array of integers, but received ${JSON.stringify(this.axis)}`); - } - this.epsilon = args.epsilon == null ? 1e-3 : args.epsilon; - this.center = args.center == null ? true : args.center; - this.scale = args.scale == null ? true : args.scale; - this.betaInitializer = getInitializer(args.betaInitializer || "zeros"); - this.gammaInitializer = getInitializer(args.gammaInitializer || "ones"); - this.betaRegularizer = getRegularizer(args.betaRegularizer); - this.gammaRegularizer = getRegularizer(args.gammaRegularizer); - this.supportsMasking = true; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const nDims = inputShape.length; - if (typeof this.axis === "number") { - this.axis = [this.axis]; - } - for (let i = 0; i < this.axis.length; ++i) { - if (this.axis[i] < 0) { - this.axis[i] += nDims; - } - } - for (const axis of this.axis) { - if (axis < 0 || axis >= nDims) { - throw new Error(`Invalid axis: ${axis}`); - } - } - if (this.axis.length !== unique4(this.axis).length) { - throw new Error(`Found duplicate axes in: ${this.axis}`); - } - const paramShape = this.axis.map((axis) => inputShape[axis]); - const trainable = true; - if (this.scale) { - this.gamma = this.addWeight("gamma", paramShape, "float32", this.gammaInitializer, this.gammaRegularizer, trainable); - } else { - this.gamma = null; - } - if (this.center) { - this.beta = this.addWeight("beta", paramShape, "float32", this.betaInitializer, this.betaRegularizer, trainable); - } else { - this.beta = null; - } - this.built = true; - } - call(inputs, kwargs) { - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const nDims = inputShape.length; - return tidy(() => { - const keepDims = true; - let {mean: mean4, variance} = moments(input2, this.axis, keepDims); - const broadcastShape = pyListRepeat(1, nDims); - for (const dim of this.axis) { - broadcastShape[dim] = inputShape[dim]; - } - const broadcast = (v) => { - if (v != null && v.shape.length !== nDims && this.axis !== [nDims - 1]) { - return v.reshape(broadcastShape); - } else { - return v; - } - }; - let scale2 = broadcast(this.gamma.read()); - let offset = broadcast(this.beta.read()); - const momentsTiling = []; - const scaleOffsetTiling = []; - for (let i = 0; i < nDims; ++i) { - if (this.axis.indexOf(i) !== -1) { - momentsTiling.push(inputShape[i]); - scaleOffsetTiling.push(1); - } else { - momentsTiling.push(1); - scaleOffsetTiling.push(inputShape[i]); - } - } - mean4 = mean4.tile(momentsTiling); - variance = variance.tile(momentsTiling); - scale2 = scale2.tile(scaleOffsetTiling); - offset = offset.tile(scaleOffsetTiling); - return batchNormalization(input2, mean4, variance, offset, scale2, this.epsilon); - }); - } - getConfig() { - const config3 = { - axis: this.axis, - epsilon: this.epsilon, - center: this.center, - scale: this.scale, - betaInitializer: serializeInitializer(this.betaInitializer), - gammaInitializer: serializeInitializer(this.gammaInitializer), - betaRegularizer: serializeRegularizer(this.betaRegularizer), - gammaRegularizer: serializeRegularizer(this.gammaRegularizer) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -LayerNormalization.className = "LayerNormalization"; -serialization_exports.registerClass(LayerNormalization); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function spatial2dPadding(x, padding, dataFormat) { - return tidy(() => { - if (x.rank !== 4) { - throw new ValueError(`temporalPadding expects input tensor to be 4-D, but received a ${x.rank}-D tensor.`); - } - if (padding == null) { - padding = [[1, 1], [1, 1]]; - } - if (padding.length !== 2 || padding[0].length !== 2 || padding[1].length !== 2) { - throw new ValueError("spatial2dPadding expects `padding` to be an Array of two Arrays, each of which is an Array of two integers."); - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (dataFormat !== "channelsLast" && dataFormat !== "channelsFirst") { - throw new ValueError(`Unknown data format: ${dataFormat}. Supported data formats are 'channelsLast' and 'channelsFirst.`); - } - let pattern; - if (dataFormat === "channelsFirst") { - pattern = [[0, 0], [0, 0], padding[0], padding[1]]; - } else { - pattern = [[0, 0], padding[0], padding[1], [0, 0]]; - } - return pad(x, pattern); - }); -} -var ZeroPadding2D = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.dataFormat = args.dataFormat == null ? imageDataFormat() : args.dataFormat; - if (args.padding == null) { - this.padding = [[1, 1], [1, 1]]; - } else if (typeof args.padding === "number") { - this.padding = [[args.padding, args.padding], [args.padding, args.padding]]; - } else { - args.padding = args.padding; - if (args.padding.length !== 2) { - throw new ValueError(`ZeroPadding2D expects padding to be a length-2 array, but received a length-${args.padding.length} array.`); - } - let heightPadding; - let widthPadding; - if (typeof args.padding[0] === "number") { - heightPadding = [args.padding[0], args.padding[0]]; - widthPadding = [args.padding[1], args.padding[1]]; - } else { - args.padding = args.padding; - if (args.padding[0].length !== 2) { - throw new ValueError(`ZeroPadding2D expects height padding to be a length-2 array, but received a length-${args.padding[0].length} array.`); - } - heightPadding = args.padding[0]; - if (args.padding[1].length !== 2) { - throw new ValueError(`ZeroPadding2D expects width padding to be a length-2 array, but received a length-${args.padding[1].length} array.`); - } - widthPadding = args.padding[1]; - } - this.padding = [heightPadding, widthPadding]; - } - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let rows; - let cols; - if (this.dataFormat === "channelsFirst") { - if (inputShape[2] != null && inputShape[2] >= 0) { - rows = inputShape[2] + this.padding[0][0] + this.padding[0][1]; - } else { - rows = null; - } - if (inputShape[3] != null && inputShape[3] >= 0) { - cols = inputShape[3] + this.padding[1][0] + this.padding[1][1]; - } else { - cols = null; - } - return [inputShape[0], inputShape[1], rows, cols]; - } else { - if (inputShape[1] != null && inputShape[1] >= 0) { - rows = inputShape[1] + this.padding[0][0] + this.padding[0][1]; - } else { - rows = null; - } - if (inputShape[2] != null && inputShape[2] >= 0) { - cols = inputShape[2] + this.padding[1][0] + this.padding[1][1]; - } else { - cols = null; - } - return [inputShape[0], rows, cols, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => spatial2dPadding(getExactlyOneTensor(inputs), this.padding, this.dataFormat)); - } - getConfig() { - const config3 = { - padding: this.padding, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -ZeroPadding2D.className = "ZeroPadding2D"; -serialization_exports.registerClass(ZeroPadding2D); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function pool2d(x, poolSize, strides, padding, dataFormat, poolMode) { - return tidy(() => { - checkDataFormat(dataFormat); - checkPoolMode(poolMode); - checkPaddingMode(padding); - if (strides == null) { - strides = [1, 1]; - } - if (padding == null) { - padding = "valid"; - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (poolMode == null) { - poolMode = "max"; - } - x = preprocessConv2DInput(x, dataFormat); - let y; - const paddingString = padding === "same" ? "same" : "valid"; - if (poolMode === "max") { - y = maxPool(x, poolSize, strides, paddingString); - } else { - y = avgPool(x, poolSize, strides, paddingString); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); -} -function pool3d2(x, poolSize, strides, padding, dataFormat, poolMode) { - return tidy(() => { - checkDataFormat(dataFormat); - checkPoolMode(poolMode); - checkPaddingMode(padding); - if (strides == null) { - strides = [1, 1, 1]; - } - if (padding == null) { - padding = "valid"; - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (poolMode == null) { - poolMode = "max"; - } - x = preprocessConv3DInput(x, dataFormat); - let y; - const paddingString = padding === "same" ? "same" : "valid"; - if (poolMode === "max") { - y = maxPool3d(x, poolSize, strides, paddingString); - } else { - y = avgPool3d(x, poolSize, strides, paddingString); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 4, 1, 2, 3]); - } - return y; - }); -} -var Pooling1D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = 2; - } - super(args); - if (typeof args.poolSize === "number") { - this.poolSize = [args.poolSize]; - } else if (Array.isArray(args.poolSize) && args.poolSize.length === 1 && typeof args.poolSize[0] === "number") { - this.poolSize = args.poolSize; - } else { - throw new ValueError(`poolSize for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(args.poolSize)}`); - } - assertPositiveInteger(this.poolSize, "poolSize"); - if (args.strides == null) { - this.strides = this.poolSize; - } else { - if (typeof args.strides === "number") { - this.strides = [args.strides]; - } else if (Array.isArray(args.strides) && args.strides.length === 1 && typeof args.strides[0] === "number") { - this.strides = args.strides; - } else { - throw new ValueError(`strides for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(args.strides)}`); - } - } - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 3})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const length = convOutputLength(inputShape[1], this.poolSize[0], this.padding, this.strides[0]); - return [inputShape[0], length, inputShape[2]]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - inputs = expandDims5(getExactlyOneTensor(inputs), 2); - const output = this.poolingFunction(getExactlyOneTensor(inputs), [this.poolSize[0], 1], [this.strides[0], 1], this.padding, "channelsLast"); - return squeeze(output, [2]); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -var MaxPooling1D = class extends Pooling1D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "max"); - } -}; -MaxPooling1D.className = "MaxPooling1D"; -serialization_exports.registerClass(MaxPooling1D); -var AveragePooling1D = class extends Pooling1D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "avg"); - } -}; -AveragePooling1D.className = "AveragePooling1D"; -serialization_exports.registerClass(AveragePooling1D); -var Pooling2D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = [2, 2]; - } - super(args); - this.poolSize = Array.isArray(args.poolSize) ? args.poolSize : [args.poolSize, args.poolSize]; - if (args.strides == null) { - this.strides = this.poolSize; - } else if (Array.isArray(args.strides)) { - if (args.strides.length !== 2) { - throw new ValueError(`If the strides property of a 2D pooling layer is an Array, it is expected to have a length of 2, but received length ${args.strides.length}.`); - } - this.strides = args.strides; - } else { - this.strides = [args.strides, args.strides]; - } - assertPositiveInteger(this.poolSize, "poolSize"); - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let rows = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - let cols = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - rows = convOutputLength(rows, this.poolSize[0], this.padding, this.strides[0]); - cols = convOutputLength(cols, this.poolSize[1], this.padding, this.strides[1]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], inputShape[1], rows, cols]; - } else { - return [inputShape[0], rows, cols, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - return this.poolingFunction(getExactlyOneTensor(inputs), this.poolSize, this.strides, this.padding, this.dataFormat); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -var MaxPooling2D = class extends Pooling2D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "max"); - } -}; -MaxPooling2D.className = "MaxPooling2D"; -serialization_exports.registerClass(MaxPooling2D); -var AveragePooling2D = class extends Pooling2D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "avg"); - } -}; -AveragePooling2D.className = "AveragePooling2D"; -serialization_exports.registerClass(AveragePooling2D); -var Pooling3D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = [2, 2, 2]; - } - super(args); - this.poolSize = Array.isArray(args.poolSize) ? args.poolSize : [args.poolSize, args.poolSize, args.poolSize]; - if (args.strides == null) { - this.strides = this.poolSize; - } else if (Array.isArray(args.strides)) { - if (args.strides.length !== 3) { - throw new ValueError(`If the strides property of a 3D pooling layer is an Array, it is expected to have a length of 3, but received length ${args.strides.length}.`); - } - this.strides = args.strides; - } else { - this.strides = [args.strides, args.strides, args.strides]; - } - assertPositiveInteger(this.poolSize, "poolSize"); - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 5})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let depths = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - let rows = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - let cols = this.dataFormat === "channelsFirst" ? inputShape[4] : inputShape[3]; - depths = convOutputLength(depths, this.poolSize[0], this.padding, this.strides[0]); - rows = convOutputLength(rows, this.poolSize[1], this.padding, this.strides[1]); - cols = convOutputLength(cols, this.poolSize[2], this.padding, this.strides[2]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], inputShape[1], depths, rows, cols]; - } else { - return [inputShape[0], depths, rows, cols, inputShape[4]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - return this.poolingFunction(getExactlyOneTensor(inputs), this.poolSize, this.strides, this.padding, this.dataFormat); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -var MaxPooling3D = class extends Pooling3D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool3d2(inputs, poolSize, strides, padding, dataFormat, "max"); - } -}; -MaxPooling3D.className = "MaxPooling3D"; -serialization_exports.registerClass(MaxPooling3D); -var AveragePooling3D = class extends Pooling3D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool3d2(inputs, poolSize, strides, padding, dataFormat, "avg"); - } -}; -AveragePooling3D.className = "AveragePooling3D"; -serialization_exports.registerClass(AveragePooling3D); -var GlobalPooling1D = class extends Layer { - constructor(args) { - super(args); - this.inputSpec = [new InputSpec({ndim: 3})]; - } - computeOutputShape(inputShape) { - return [inputShape[0], inputShape[2]]; - } - call(inputs, kwargs) { - throw new NotImplementedError(); - } -}; -var GlobalAveragePooling1D = class extends GlobalPooling1D { - constructor(args) { - super(args || {}); - } - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - return mean(input2, 1); - }); - } -}; -GlobalAveragePooling1D.className = "GlobalAveragePooling1D"; -serialization_exports.registerClass(GlobalAveragePooling1D); -var GlobalMaxPooling1D = class extends GlobalPooling1D { - constructor(args) { - super(args || {}); - } - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - return max(input2, 1); - }); - } -}; -GlobalMaxPooling1D.className = "GlobalMaxPooling1D"; -serialization_exports.registerClass(GlobalMaxPooling1D); -var GlobalPooling2D = class extends Layer { - constructor(args) { - super(args); - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = inputShape; - if (this.dataFormat === "channelsLast") { - return [inputShape[0], inputShape[3]]; - } else { - return [inputShape[0], inputShape[1]]; - } - } - call(inputs, kwargs) { - throw new NotImplementedError(); - } - getConfig() { - const config3 = {dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } -}; -var GlobalAveragePooling2D = class extends GlobalPooling2D { - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - return mean(input2, [1, 2]); - } else { - return mean(input2, [2, 3]); - } - }); - } -}; -GlobalAveragePooling2D.className = "GlobalAveragePooling2D"; -serialization_exports.registerClass(GlobalAveragePooling2D); -var GlobalMaxPooling2D = class extends GlobalPooling2D { - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - return max(input2, [1, 2]); - } else { - return max(input2, [2, 3]); - } - }); - } -}; -GlobalMaxPooling2D.className = "GlobalMaxPooling2D"; -serialization_exports.registerClass(GlobalMaxPooling2D); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Wrapper = class extends Layer { - constructor(args) { - super(args); - this.layer = args.layer; - } - build(inputShape) { - this.built = true; - } - get trainable() { - if (this.layer != null) { - return this.layer.trainable; - } else { - return false; - } - } - set trainable(value) { - if (this.layer != null) { - this.layer.trainable = value; - } - } - get trainableWeights() { - return this.layer.trainableWeights; - } - get nonTrainableWeights() { - return this.layer.nonTrainableWeights; - } - get updates() { - return this.layer._updates; - } - get losses() { - return this.layer.losses; - } - getWeights() { - return this.layer.getWeights(); - } - setWeights(weights) { - this.layer.setWeights(weights); - } - getConfig() { - const config3 = { - layer: { - className: this.layer.getClassName(), - config: this.layer.getConfig() - } - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.layer != null) { - this.layer.setFastWeightInitDuringBuild(value); - } - } - static fromConfig(cls, config3, customObjects = {}) { - const layerConfig = config3["layer"]; - const layer = deserialize(layerConfig, customObjects); - delete config3["layer"]; - const newConfig = {layer}; - Object.assign(newConfig, config3); - return new cls(newConfig); - } -}; -var TimeDistributed = class extends Wrapper { - constructor(args) { - super(args); - this.supportsMasking = true; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < 3) { - throw new ValueError(`TimeDistributed layer expects an input shape >= 3D, but received input shape ${JSON.stringify(inputShape)}`); - } - this.inputSpec = [{shape: inputShape}]; - const childInputShape = [inputShape[0]].concat(inputShape.slice(2)); - if (!this.layer.built) { - this.layer.build(childInputShape); - this.layer.built = true; - } - super.build(inputShape); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const childInputShape = [inputShape[0]].concat(inputShape.slice(2)); - const childOutputShape = this.layer.computeOutputShape(childInputShape); - const timesteps = inputShape[1]; - return [childOutputShape[0], timesteps].concat(childOutputShape.slice(1)); - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - const step5 = (inputs2, states) => { - const output = getExactlyOneTensor(this.layer.call(inputs2, kwargs)); - return [output, []]; - }; - const rnnOutputs = rnn(step5, inputs, [], false, null, null, false, true); - const y = rnnOutputs[1]; - return y; - }); - } -}; -TimeDistributed.className = "TimeDistributed"; -serialization_exports.registerClass(TimeDistributed); -function checkBidirectionalMergeMode(value) { - checkStringTypeUnionValue(VALID_BIDIRECTIONAL_MERGE_MODES, "BidirectionalMergeMode", value); -} -var DEFAULT_BIDIRECTIONAL_MERGE_MODE = "concat"; -var Bidirectional = class extends Wrapper { - constructor(args) { - super(args); - const layerConfig = args.layer.getConfig(); - const forwDict = {}; - forwDict["className"] = args.layer.getClassName(); - forwDict["config"] = layerConfig; - this.forwardLayer = deserialize(forwDict); - layerConfig["goBackwards"] = layerConfig["goBackwards"] === true ? false : true; - const backDict = {}; - backDict["className"] = args.layer.getClassName(); - backDict["config"] = layerConfig; - this.backwardLayer = deserialize(backDict); - this.forwardLayer.name = "forward_" + this.forwardLayer.name; - this.backwardLayer.name = "backward_" + this.backwardLayer.name; - this.mergeMode = args.mergeMode === void 0 ? DEFAULT_BIDIRECTIONAL_MERGE_MODE : args.mergeMode; - checkBidirectionalMergeMode(this.mergeMode); - if (args.weights) { - throw new NotImplementedError("weights support is not implemented for Bidirectional layer yet."); - } - this._stateful = args.layer.stateful; - this.returnSequences = args.layer.returnSequences; - this.returnState = args.layer.returnState; - this.supportsMasking = true; - this._trainable = true; - this.inputSpec = args.layer.inputSpec; - this.numConstants = null; - } - get trainable() { - return this._trainable; - } - set trainable(value) { - this._trainable = value; - if (this.forwardLayer != null) { - this.forwardLayer.trainable = value; - } - if (this.backwardLayer != null) { - this.backwardLayer.trainable = value; - } - } - getWeights() { - return this.forwardLayer.getWeights().concat(this.backwardLayer.getWeights()); - } - setWeights(weights) { - const numWeights = weights.length; - const numeightsOver2 = Math.floor(numWeights / 2); - this.forwardLayer.setWeights(weights.slice(0, numeightsOver2)); - this.backwardLayer.setWeights(weights.slice(numeightsOver2)); - } - computeOutputShape(inputShape) { - let layerShapes = this.forwardLayer.computeOutputShape(inputShape); - if (!(Array.isArray(layerShapes) && Array.isArray(layerShapes[0]))) { - layerShapes = [layerShapes]; - } - layerShapes = layerShapes; - let outputShape; - let outputShapes; - let stateShape; - if (this.returnState) { - stateShape = layerShapes.slice(1); - outputShape = layerShapes[0]; - } else { - outputShape = layerShapes[0]; - } - outputShape = outputShape; - if (this.mergeMode === "concat") { - outputShape[outputShape.length - 1] *= 2; - outputShapes = [outputShape]; - } else if (this.mergeMode == null) { - outputShapes = [outputShape, outputShape.slice()]; - } else { - outputShapes = [outputShape]; - } - if (this.returnState) { - if (this.mergeMode == null) { - return outputShapes.concat(stateShape).concat(stateShape.slice()); - } - return [outputShape].concat(stateShape).concat(stateShape.slice()); - } - return singletonOrArray(outputShapes); - } - apply(inputs, kwargs) { - let initialState = kwargs == null ? null : kwargs["initialState"]; - let constants = kwargs == null ? null : kwargs["constants"]; - if (kwargs == null) { - kwargs = {}; - } - const standardized = standardizeArgs(inputs, initialState, constants, this.numConstants); - inputs = standardized.inputs; - initialState = standardized.initialState; - constants = standardized.constants; - if (Array.isArray(inputs)) { - initialState = inputs.slice(1); - inputs = inputs[0]; - } - if ((initialState == null || initialState.length === 0) && constants == null) { - return super.apply(inputs, kwargs); - } - const additionalInputs = []; - const additionalSpecs = []; - if (initialState != null) { - const numStates = initialState.length; - if (numStates % 2 > 0) { - throw new ValueError("When passing `initialState` to a Bidrectional RNN, the state should be an Array containing the states of the underlying RNNs."); - } - kwargs["initialState"] = initialState; - additionalInputs.push(...initialState); - const stateSpecs = initialState.map((state) => new InputSpec({shape: state.shape})); - this.forwardLayer.stateSpec = stateSpecs.slice(0, numStates / 2); - this.backwardLayer.stateSpec = stateSpecs.slice(numStates / 2); - additionalSpecs.push(...stateSpecs); - } - if (constants != null) { - throw new NotImplementedError("Support for constants in Bidirectional layers is not implemented yet."); - } - const isSymbolicTensor = additionalInputs[0] instanceof SymbolicTensor; - for (const tensor2 of additionalInputs) { - if (tensor2 instanceof SymbolicTensor !== isSymbolicTensor) { - throw new ValueError("The initial state of a Bidirectional layer cannot be specified as a mix of symbolic and non-symbolic tensors"); - } - } - if (isSymbolicTensor) { - const fullInput = [inputs].concat(additionalInputs); - const fullInputSpec = this.inputSpec.concat(additionalSpecs); - const originalInputSpec = this.inputSpec; - this.inputSpec = fullInputSpec; - const output = super.apply(fullInput, kwargs); - this.inputSpec = originalInputSpec; - return output; - } else { - return super.apply(inputs, kwargs); - } - } - call(inputs, kwargs) { - return tidy(() => { - const initialState = kwargs["initialState"]; - let y; - let yRev; - if (initialState == null) { - y = this.forwardLayer.call(inputs, kwargs); - yRev = this.backwardLayer.call(inputs, kwargs); - } else { - const forwardState = initialState.slice(0, initialState.length / 2); - const backwardState = initialState.slice(initialState.length / 2); - y = this.forwardLayer.call(inputs, Object.assign(kwargs, {initialState: forwardState})); - yRev = this.backwardLayer.call(inputs, Object.assign(kwargs, {initialState: backwardState})); - } - let states; - if (this.returnState) { - if (Array.isArray(y)) { - states = y.slice(1).concat(yRev.slice(1)); - } else { - } - y = y[0]; - yRev = yRev[0]; - } - if (this.returnSequences) { - yRev = reverse(yRev, 1); - } - let output; - if (this.mergeMode === "concat") { - output = concatenate([y, yRev]); - } else if (this.mergeMode === "sum") { - output = add2(y, yRev); - } else if (this.mergeMode === "ave") { - output = mul(0.5, add2(y, yRev)); - } else if (this.mergeMode === "mul") { - output = mul(y, yRev); - } else if (this.mergeMode == null) { - output = [y, yRev]; - } - if (this.returnState) { - if (this.mergeMode == null) { - return output.concat(states); - } - return [output].concat(states); - } - return output; - }); - } - resetStates(states) { - this.forwardLayer.resetStates(); - this.backwardLayer.resetStates(); - } - build(inputShape) { - nameScope(this.forwardLayer.name, () => { - this.forwardLayer.build(inputShape); - }); - nameScope(this.backwardLayer.name, () => { - this.backwardLayer.build(inputShape); - }); - this.built = true; - } - computeMask(inputs, mask) { - if (Array.isArray(mask)) { - mask = mask[0]; - } - let outputMask; - if (this.returnSequences) { - if (this.mergeMode == null) { - outputMask = [mask, mask]; - } else { - outputMask = mask; - } - } else { - if (this.mergeMode == null) { - outputMask = [null, null]; - } else { - outputMask = null; - } - } - if (this.returnState) { - const states = this.forwardLayer.states; - const stateMask = states.map((state) => null); - if (Array.isArray(outputMask)) { - return outputMask.concat(stateMask).concat(stateMask); - } else { - return [outputMask].concat(stateMask).concat(stateMask); - } - } else { - return outputMask; - } - } - get trainableWeights() { - return this.forwardLayer.trainableWeights.concat(this.backwardLayer.trainableWeights); - } - get nonTrainableWeights() { - return this.forwardLayer.nonTrainableWeights.concat(this.backwardLayer.nonTrainableWeights); - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.forwardLayer != null) { - this.forwardLayer.setFastWeightInitDuringBuild(value); - } - if (this.backwardLayer != null) { - this.backwardLayer.setFastWeightInitDuringBuild(value); - } - } - getConfig() { - const config3 = { - mergeMode: this.mergeMode - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - static fromConfig(cls, config3) { - const rnnLayer = deserialize(config3["layer"]); - delete config3["layer"]; - if (config3["numConstants"] != null) { - throw new NotImplementedError(`Deserialization of a Bidirectional layer with numConstants present is not supported yet.`); - } - const newConfig = config3; - newConfig["layer"] = rnnLayer; - return new cls(newConfig); - } -}; -Bidirectional.className = "Bidirectional"; -serialization_exports.registerClass(Bidirectional); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function inputLayer(args) { - return new InputLayer(args); -} -function elu5(args) { - return new ELU4(args); -} -function reLU(args) { - return new ReLU(args); -} -function leakyReLU(args) { - return new LeakyReLU(args); -} -function prelu5(args) { - return new PReLU(args); -} -function softmax5(args) { - return new Softmax3(args); -} -function thresholdedReLU(args) { - return new ThresholdedReLU(args); -} -function conv1d2(args) { - return new Conv1D(args); -} -function conv2d5(args) { - return new Conv2D2(args); -} -function conv2dTranspose2(args) { - return new Conv2DTranspose(args); -} -function conv3d2(args) { - return new Conv3D2(args); -} -function separableConv2d2(args) { - return new SeparableConv2D(args); -} -function cropping2D(args) { - return new Cropping2D(args); -} -function upSampling2d(args) { - return new UpSampling2D(args); -} -function depthwiseConv2d5(args) { - return new DepthwiseConv2D(args); -} -function activation(args) { - return new Activation2(args); -} -function dense(args) { - return new Dense(args); -} -function dropout3(args) { - return new Dropout(args); -} -function spatialDropout1d(args) { - return new SpatialDropout1D(args); -} -function flatten3(args) { - return new Flatten(args); -} -function repeatVector(args) { - return new RepeatVector(args); -} -function reshape5(args) { - return new Reshape2(args); -} -function permute(args) { - return new Permute(args); -} -function embedding(args) { - return new Embedding(args); -} -function add4(args) { - return new Add2(args); -} -function average(args) { - return new Average(args); -} -function concatenate2(args) { - return new Concatenate(args); -} -function maximum4(args) { - return new Maximum2(args); -} -function minimum4(args) { - return new Minimum2(args); -} -function multiply3(args) { - return new Multiply2(args); -} -function dot3(args) { - return new Dot(args); -} -function batchNormalization2(args) { - return new BatchNormalization(args); -} -function layerNormalization(args) { - return new LayerNormalization(args); -} -function zeroPadding2d(args) { - return new ZeroPadding2D(args); -} -function averagePooling1d(args) { - return new AveragePooling1D(args); -} -function avgPool1d(args) { - return averagePooling1d(args); -} -function avgPooling1d(args) { - return averagePooling1d(args); -} -function averagePooling2d(args) { - return new AveragePooling2D(args); -} -function avgPool2d(args) { - return averagePooling2d(args); -} -function avgPooling2d(args) { - return averagePooling2d(args); -} -function averagePooling3d(args) { - return new AveragePooling3D(args); -} -function avgPool3d2(args) { - return averagePooling3d(args); -} -function avgPooling3d(args) { - return averagePooling3d(args); -} -function globalAveragePooling1d(args) { - return new GlobalAveragePooling1D(args); -} -function globalAveragePooling2d(args) { - return new GlobalAveragePooling2D(args); -} -function globalMaxPooling1d(args) { - return new GlobalMaxPooling1D(args); -} -function globalMaxPooling2d(args) { - return new GlobalMaxPooling2D(args); -} -function maxPooling1d(args) { - return new MaxPooling1D(args); -} -function maxPooling2d(args) { - return new MaxPooling2D(args); -} -function maxPooling3d(args) { - return new MaxPooling3D(args); -} -function gru(args) { - return new GRU(args); -} -function gruCell(args) { - return new GRUCell(args); -} -function lstm(args) { - return new LSTM(args); -} -function lstmCell(args) { - return new LSTMCell(args); -} -function simpleRNN(args) { - return new SimpleRNN(args); -} -function simpleRNNCell(args) { - return new SimpleRNNCell(args); -} -function convLstm2d(args) { - return new ConvLSTM2D(args); -} -function convLstm2dCell(args) { - return new ConvLSTM2DCell(args); -} -function rnn2(args) { - return new RNN(args); -} -function stackedRNNCells(args) { - return new StackedRNNCells(args); -} -function bidirectional(args) { - return new Bidirectional(args); -} -function timeDistributed(args) { - return new TimeDistributed(args); -} -var globalMaxPool1d = globalMaxPooling1d; -var globalMaxPool2d = globalMaxPooling2d; -var maxPool1d = maxPooling1d; -var maxPool2d = maxPooling2d; -function gaussianNoise(args) { - return new GaussianNoise(args); -} -function gaussianDropout(args) { - return new GaussianDropout(args); -} -function alphaDropout(args) { - return new AlphaDropout(args); -} -function masking(args) { - return new Masking(args); -} -var exports_metrics_exports = {}; -__export2(exports_metrics_exports, { - MAPE: () => MAPE2, - MSE: () => MSE2, - binaryAccuracy: () => binaryAccuracy2, - binaryCrossentropy: () => binaryCrossentropy3, - categoricalAccuracy: () => categoricalAccuracy2, - categoricalCrossentropy: () => categoricalCrossentropy3, - cosineProximity: () => cosineProximity2, - mape: () => mape2, - meanAbsoluteError: () => meanAbsoluteError2, - meanAbsolutePercentageError: () => meanAbsolutePercentageError2, - meanSquaredError: () => meanSquaredError3, - mse: () => mse2, - precision: () => precision2, - recall: () => recall2, - sparseCategoricalAccuracy: () => sparseCategoricalAccuracy2 -}); -function binaryAccuracy2(yTrue, yPred) { - return binaryAccuracy(yTrue, yPred); -} -function binaryCrossentropy3(yTrue, yPred) { - return binaryCrossentropy2(yTrue, yPred); -} -function sparseCategoricalAccuracy2(yTrue, yPred) { - return sparseCategoricalAccuracy(yTrue, yPred); -} -function categoricalAccuracy2(yTrue, yPred) { - return categoricalAccuracy(yTrue, yPred); -} -function categoricalCrossentropy3(yTrue, yPred) { - return categoricalCrossentropy2(yTrue, yPred); -} -function precision2(yTrue, yPred) { - return precision(yTrue, yPred); -} -function recall2(yTrue, yPred) { - return recall(yTrue, yPred); -} -function cosineProximity2(yTrue, yPred) { - return cosineProximity(yTrue, yPred); -} -function meanAbsoluteError2(yTrue, yPred) { - return meanAbsoluteError(yTrue, yPred); -} -function meanAbsolutePercentageError2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); -} -function MAPE2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); -} -function mape2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); -} -function meanSquaredError3(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); -} -function MSE2(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); -} -function mse2(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); -} -var exports_models_exports = {}; -__export2(exports_models_exports, { - modelFromJSON: () => modelFromJSON -}); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var exports_regularizers_exports = {}; -__export2(exports_regularizers_exports, { - l1: () => l12, - l1l2: () => l1l2, - l2: () => l22 -}); -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -function l1l2(config3) { - return new L1L2(config3); -} -function l12(config3) { - return l1(config3); -} -function l22(config3) { - return l2(config3); -} -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -var Callback = class extends BaseCallback { - constructor() { - super(...arguments); - this.model = null; - } - setModel(model22) { - if (!(model22 instanceof LayersModel)) { - throw new Error("model must be a LayersModel, not some other Container"); - } - this.model = model22; - } -}; -function less4(currVal, prevVal) { - return currVal < prevVal; -} -function greater4(currVal, prevVal) { - return currVal > prevVal; -} -var EarlyStopping = class extends Callback { - constructor(args) { - super(); - if (args == null) { - args = {}; - } - if (args.restoreBestWeights) { - throw new NotImplementedError("restoreBestWeights = True is not implemented in EarlyStopping yet."); - } - this.monitor = args.monitor || "val_loss"; - this.minDelta = Math.abs(args.minDelta || 0); - this.patience = args.patience || 0; - this.verbose = args.verbose || 0; - this.mode = args.mode || "auto"; - this.baseline = args.baseline; - if (["auto", "min", "max"].indexOf(this.mode) === -1) { - console.warn(`EarlyStopping mode '${this.mode}' is invalid. Falling back to mode 'auto'.`); - this.mode = "auto"; - } - if (this.mode === "min") { - this.monitorFunc = less4; - } else if (this.mode === "max") { - this.monitorFunc = greater4; - } else { - if (this.monitor.indexOf("acc") !== -1) { - this.monitorFunc = greater4; - } else { - this.monitorFunc = less4; - } - } - if (this.monitorFunc === less4) { - this.minDelta *= -1; - } - } - async onTrainBegin(logs) { - this.wait = 0; - this.stoppedEpoch = 0; - if (this.baseline != null) { - this.best = this.baseline; - } else { - this.best = this.monitorFunc === less4 ? Infinity : -Infinity; - } - } - async onEpochEnd(epoch, logs) { - await resolveScalarsInLogs(logs); - const current = this.getMonitorValue(logs); - if (current == null) { - return; - } - if (this.monitorFunc(current - this.minDelta, this.best)) { - this.best = current; - this.wait = 0; - } else { - this.wait++; - if (this.wait >= this.patience) { - this.stoppedEpoch = epoch; - this.model.stopTraining = true; - } - } - } - async onTrainEnd(logs) { - if (this.stoppedEpoch > 0 && this.verbose) { - console.log(`Epoch ${this.stoppedEpoch}: early stopping.`); - } - } - getMonitorValue(logs) { - if (logs == null) { - logs = {}; - } - const monitorValue = logs[this.monitor]; - if (monitorValue == null) { - console.warn(`Metric for EarlyStopping ${this.monitor} is not available. Available metrics are: ${Object.keys(logs)}`); - } - return monitorValue; - } -}; -function earlyStopping(args) { - return new EarlyStopping(args); -} -var callbacks = {earlyStopping}; -/** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var DataType; -(function(DataType2) { - DataType2[DataType2["DT_INVALID"] = 0] = "DT_INVALID"; - DataType2[DataType2["DT_FLOAT"] = 1] = "DT_FLOAT"; - DataType2[DataType2["DT_DOUBLE"] = 2] = "DT_DOUBLE"; - DataType2[DataType2["DT_INT32"] = 3] = "DT_INT32"; - DataType2[DataType2["DT_UINT8"] = 4] = "DT_UINT8"; - DataType2[DataType2["DT_INT16"] = 5] = "DT_INT16"; - DataType2[DataType2["DT_INT8"] = 6] = "DT_INT8"; - DataType2[DataType2["DT_STRING"] = 7] = "DT_STRING"; - DataType2[DataType2["DT_COMPLEX64"] = 8] = "DT_COMPLEX64"; - DataType2[DataType2["DT_INT64"] = 9] = "DT_INT64"; - DataType2[DataType2["DT_BOOL"] = 10] = "DT_BOOL"; - DataType2[DataType2["DT_QINT8"] = 11] = "DT_QINT8"; - DataType2[DataType2["DT_QUINT8"] = 12] = "DT_QUINT8"; - DataType2[DataType2["DT_QINT32"] = 13] = "DT_QINT32"; - DataType2[DataType2["DT_BFLOAT16"] = 14] = "DT_BFLOAT16"; - DataType2[DataType2["DT_FLOAT_REF"] = 101] = "DT_FLOAT_REF"; - DataType2[DataType2["DT_DOUBLE_REF"] = 102] = "DT_DOUBLE_REF"; - DataType2[DataType2["DT_INT32_REF"] = 103] = "DT_INT32_REF"; - DataType2[DataType2["DT_UINT8_REF"] = 104] = "DT_UINT8_REF"; - DataType2[DataType2["DT_INT16_REF"] = 105] = "DT_INT16_REF"; - DataType2[DataType2["DT_INT8_REF"] = 106] = "DT_INT8_REF"; - DataType2[DataType2["DT_STRING_REF"] = 107] = "DT_STRING_REF"; - DataType2[DataType2["DT_COMPLEX64_REF"] = 108] = "DT_COMPLEX64_REF"; - DataType2[DataType2["DT_INT64_REF"] = 109] = "DT_INT64_REF"; - DataType2[DataType2["DT_BOOL_REF"] = 110] = "DT_BOOL_REF"; - DataType2[DataType2["DT_QINT8_REF"] = 111] = "DT_QINT8_REF"; - DataType2[DataType2["DT_QUINT8_REF"] = 112] = "DT_QUINT8_REF"; - DataType2[DataType2["DT_QINT32_REF"] = 113] = "DT_QINT32_REF"; - DataType2[DataType2["DT_BFLOAT16_REF"] = 114] = "DT_BFLOAT16_REF"; -})(DataType || (DataType = {})); -var SaverDef; -(function(SaverDef2) { - let CheckpointFormatVersion; - (function(CheckpointFormatVersion2) { - CheckpointFormatVersion2[CheckpointFormatVersion2["LEGACY"] = 0] = "LEGACY"; - CheckpointFormatVersion2[CheckpointFormatVersion2["V1"] = 1] = "V1"; - CheckpointFormatVersion2[CheckpointFormatVersion2["V2"] = 2] = "V2"; - })(CheckpointFormatVersion = SaverDef2.CheckpointFormatVersion || (SaverDef2.CheckpointFormatVersion = {})); -})(SaverDef || (SaverDef = {})); -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var CUSTOM_OPS = {}; -function registerOp(name, opFunc) { - const opMapper = { - tfOpName: name, - category: "custom", - inputs: [], - attrs: [], - customExecutor: opFunc - }; - CUSTOM_OPS[name] = opMapper; -} -function getRegisteredOp(name) { - return CUSTOM_OPS[name]; -} -function deregisterOp(name) { - delete CUSTOM_OPS[name]; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getParamValue(paramName, node, tensorMap, context, resourceManager) { - const inputParam = node.inputParams[paramName]; - if (inputParam && inputParam.inputIndexStart !== void 0) { - const start = inputParam.inputIndexStart; - const end = inputParam.inputIndexEnd === 0 ? void 0 : inputParam.inputIndexEnd === void 0 ? start + 1 : inputParam.inputIndexEnd; - if (inputParam.type === "tensor") { - return getTensor(node.inputNames[inputParam.inputIndexStart], tensorMap, context, resourceManager); - } - if (inputParam.type === "tensors") { - const inputs = node.inputNames.slice(start, end); - return inputs.map((name) => getTensor(name, tensorMap, context, resourceManager)); - } - const tensor2 = getTensor(node.inputNames.slice(start)[0], tensorMap, context, resourceManager); - const data2 = tensor2.dataSync(); - return inputParam.type === "number" ? data2[0] : util_exports.toNestedArray(tensor2.shape, data2); - } - const attrParam = node.attrParams[paramName]; - return attrParam && attrParam.value; -} -function getTensor(name, tensorsMap, context, resourceManager) { - const [nodeName, index] = parseNodeName(name); - if (resourceManager != null) { - const tensor2 = resourceManager.getHashTableHandleByName(nodeName); - if (tensor2 != null) { - return tensor2; - } - } - const contextId = context.currentContextIds.find((contextId2) => { - return !!tensorsMap[getNodeNameWithContextId(nodeName, contextId2)]; - }); - return contextId !== void 0 ? tensorsMap[getNodeNameWithContextId(nodeName, contextId)][index] : void 0; -} -function getTensorsForCurrentContenxt(name, tensorsMap, context) { - return tensorsMap[getNodeNameWithContextId(name, context.currentContextId)]; -} -function getNodeNameAndIndex(inputName, context) { - const [nodeName, index] = parseNodeName(inputName); - return [ - getNodeNameWithContextId(nodeName, context && context.currentContextId), - index - ]; -} -function getNodeNameWithContextId(name, contextId) { - return !!contextId ? `${name}-${contextId}` : name; -} -function parseNodeName(name) { - const parts = name.split(":"); - if (parts.length === 1) { - return [name, 0]; - } - const nodeName = parts[0]; - return [nodeName, Number(parts[parts.length - 1])]; -} -function getPadding(node, tensorMap, context) { - let pad3 = getParamValue("pad", node, tensorMap, context); - if (pad3 === "explicit") { - pad3 = getParamValue("explicitPaddings", node, tensorMap, context); - const explicitPadding = [[0, 0], [0, 0], [0, 0], [0, 0]]; - for (let i = 0; i < 4; i++) { - explicitPadding[i][0] = pad3[i * 2]; - explicitPadding[i][1] = pad3[i * 2 + 1]; - } - return explicitPadding; - } - return pad3; -} -function cloneTensor(tensor2) { - return tensor2.kept ? tensor2 : clone(tensor2); -} -var arithmetic_exports = {}; -__export2(arithmetic_exports, { - json: () => json -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json = [ - { - tfOpName: "Add", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AddV2", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AddN", - category: "arithmetic", - inputs: [{start: 0, end: 0, name: "tensors", type: "tensors"}] - }, - { - tfOpName: "BiasAdd", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "Sub", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "RealDiv", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Div", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "DivNoNan", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "FloorDiv", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Mul", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Maximum", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Minimum", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Pow", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "SquaredDifference", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Mod", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "FloorMod", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } -]; -var basic_math_exports = {}; -__export2(basic_math_exports, { - json: () => json2 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json2 = [ - { - tfOpName: "Abs", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Acos", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Asin", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atan", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atan2", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "y", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Ceil", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ClipByValue", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "clipValueMin", type: "number"}, - {start: 2, name: "clipValueMax", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Complex", - category: "basic_math", - inputs: [ - {start: 0, name: "real", type: "tensor"}, - {start: 1, name: "imag", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ComplexAbs", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Cos", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Cosh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Elu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Exp", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Floor", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Log", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Imag", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "outputType", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "Neg", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Real", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "outputType", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "Prelu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "alpha", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Relu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Relu6", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Selu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sigmoid", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sin", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sinh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sqrt", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Rsqrt", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Square", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Tan", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Tanh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sign", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Round", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Expm1", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Log1p", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Reciprocal", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Softplus", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Asinh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Acosh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atanh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Erf", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Prod", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axes", type: "number[]"} - ], - attrs: [ - { - tfName: "keep_dims", - name: "keepDims", - type: "bool", - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LeakyRelu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "alpha", - name: "alpha", - type: "number", - defaultValue: 0.2 - }, - { - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - } - ] - } -]; -var control_exports = {}; -__export2(control_exports, { - json: () => json3 -}); -var json3 = [ - { - tfOpName: "EmptyTensorList", - category: "control", - inputs: [ - {start: 0, name: "elementShape", type: "shape"}, - {start: 1, name: "maxNumElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "LoopCond", - category: "control", - inputs: [{start: 0, name: "pred", type: "tensor"}] - }, - { - tfOpName: "Switch", - category: "control", - inputs: [ - {start: 0, name: "data", type: "tensor"}, - {start: 1, name: "pred", type: "tensor"} - ] - }, - { - tfOpName: "Merge", - category: "control", - inputs: [{start: 0, end: 0, name: "tensors", type: "tensors"}] - }, - { - tfOpName: "Enter", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "frame_name", name: "frameName", type: "string"}, - {tfName: "is_constant", name: "isConstant", type: "bool"} - ] - }, - { - tfOpName: "Exit", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "NextIteration", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "TensorArrayV3", - category: "control", - inputs: [ - {start: 0, name: "size", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "element_shape", name: "elementShape", type: "shape"}, - {tfName: "dynamic_size", name: "dynamicSize", type: "bool"}, - {tfName: "clear_after_read", name: "clearAfterRead", type: "bool"}, - { - tfName: "identical_element_shapes", - name: "identicalElementShapes", - type: "bool" - }, - {tfName: "tensor_array_name", name: "name", type: "string"} - ] - }, - { - tfOpName: "TensorArrayWriteV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "tensor", type: "tensor"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "TensorArrayReadV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "flowIn", type: "number"} - ], - attrs: [{ - tfName: "dtype", - name: "dtype", - type: "dtype", - notSupported: true - }] - }, - { - tfOpName: "TensorArrayGatherV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "element_shape", name: "elementShape", type: "shape"} - ] - }, - { - tfOpName: "TensorArrayScatterV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "tensor", type: "tensor"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TensorArrayConcatV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - { - tfName: "element_shape_except0", - name: "elementShapeExcept0", - type: "shape", - notSupported: true - } - ] - }, - { - tfOpName: "TensorArraySplitV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "tensor", type: "tensor"}, - {start: 2, name: "lengths", type: "number[]"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TensorArraySizeV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "flowIn", type: "number"} - ] - }, - { - tfOpName: "TensorArrayCloseV3", - category: "control", - inputs: [{start: 0, name: "tensorArrayId", type: "tensor"}] - }, - { - tfOpName: "StatelessIf", - category: "control", - inputs: [ - {start: 0, name: "cond", type: "tensor"}, - {start: 1, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "then_branch", name: "thenBranch", type: "func"}, - {tfName: "else_branch", name: "elseBranch", type: "func"} - ] - }, - { - tfOpName: "If", - category: "control", - inputs: [ - {start: 0, name: "cond", type: "tensor"}, - {start: 1, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "then_branch", name: "thenBranch", type: "func"}, - {tfName: "else_branch", name: "elseBranch", type: "func"} - ] - }, - { - tfOpName: "StatelessWhile", - category: "control", - inputs: [ - {start: 0, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "cond", name: "cond", type: "func"}, - {tfName: "body", name: "body", type: "func"} - ] - }, - { - tfOpName: "While", - category: "control", - inputs: [ - {start: 0, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "cond", name: "cond", type: "func"}, - {tfName: "body", name: "body", type: "func"} - ] - }, - { - tfOpName: "TensorListScatter", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListScatterV2", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"}, - {start: 3, name: "numElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListGather", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListGetItem", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListSetItem", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "tensor", type: "tensor"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListReserve", - category: "control", - inputs: [ - {start: 0, name: "elementShape", type: "shape"}, - {start: 1, name: "numElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListFromTensor", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListStack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [ - {tfName: "element_dtype", name: "elementDType", type: "dtype"}, - {tfName: "num_elements", name: "numElements", type: "dtype"} - ] - }, - { - tfOpName: "TensorListSplit", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"}, - {start: 2, name: "lengths", type: "number[]"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListConcat", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"} - ], - attrs: [ - {tfName: "element_shape", name: "elementShape", type: "shape"}, - {tfName: "element_dtype", name: "elementDType", type: "dtype"} - ] - }, - { - tfOpName: "TensorListPopBack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListPushBack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "element_dtype", name: "elementDType", type: "dtype"} - ] - } -]; -var convolution_exports = {}; -__export2(convolution_exports, { - json: () => json4 -}); -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json4 = [ - { - tfOpName: "AvgPool", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPool", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [], - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPoolWithArgmax", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - { - tfName: "include_batch_in_index", - name: "includeBatchInIndex", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AvgPool3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPool3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Conv1D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "stride", name: "stride", type: "number"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NWC" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "dilation", - name: "dilation", - type: "number", - defaultValue: 1 - } - ] - }, - { - tfOpName: "Conv2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - {tfName: "useCudnnOnGpu", name: "useCudnnOnGpu", type: "bool"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "_FusedConv2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - { - tfName: "use_cudnn_on_gpu", - name: "useCudnnOnGpu", - type: "bool", - defaultValue: true - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - defaultValue: [1, 1, 1, 1] - }, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-4 - }, - { - tfName: "leakyrelu_alpha", - name: "leakyreluAlpha", - type: "number" - } - ] - }, - { - tfOpName: "Conv2DBackpropInput", - category: "convolution", - inputs: [ - {start: 2, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 0, name: "outputShape", type: "number[]"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - notSupported: true - } - ] - }, - { - tfOpName: "DepthwiseConv2d", - category: "convolution", - inputs: [ - {start: 0, name: "input", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "DepthwiseConv2dNative", - category: "convolution", - inputs: [ - {start: 0, name: "input", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "FusedDepthwiseConv2dNative", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - defaultValue: [1, 1, 1, 1] - }, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - } - ] - }, - { - tfOpName: "Conv3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "Dilation2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "rates", name: "dilations", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"} - ] - } -]; -var creation_exports = {}; -__export2(creation_exports, { - json: () => json5 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json5 = [ - { - tfOpName: "Fill", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"}, - {start: 1, name: "value", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "LinSpace", - category: "creation", - inputs: [ - {start: 0, name: "start", type: "number"}, - {start: 1, name: "stop", type: "number"}, - {start: 2, name: "num", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "OneHot", - category: "creation", - inputs: [ - {start: 0, name: "indices", type: "tensor"}, - {start: 1, name: "depth", type: "number"}, - {start: 2, name: "onValue", type: "number", defaultValue: 1}, - {start: 3, name: "offValue", type: "number", defaultValue: 0} - ], - attrs: [ - { - tfName: "axis", - name: "axis", - type: "number", - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Ones", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "OnesLike", - category: "creation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{tfName: "dtype", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "RandomUniform", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [ - { - tfName: "minval", - name: "minval", - type: "number", - defaultValue: 0 - }, - { - tfName: "maxval", - name: "maxval", - type: "number", - defaultValue: 1 - }, - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "seed", name: "seed", type: "number", defaultValue: 0}, - { - tfName: "seed2", - name: "seed2", - type: "number", - defaultValue: 0, - notSupported: true - }, - {tfName: "T", name: "T", type: "number", notSupported: true} - ] - }, - { - tfOpName: "Range", - category: "creation", - inputs: [ - {start: 0, name: "start", type: "number"}, - {start: 1, name: "stop", type: "number"}, - {start: 2, name: "step", type: "number", defaultValue: 0} - ], - attrs: [{tfName: "Tidx", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TruncatedNormal", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [ - { - tfName: "means", - name: "mean", - type: "number", - defaultValue: 0 - }, - { - tfName: "stddev", - name: "stdDev", - type: "number", - defaultValue: 1 - }, - {tfName: "seed", name: "seed", type: "number"}, - { - tfName: "seed2", - name: "seed2", - type: "number", - defaultValue: 0, - notSupported: true - }, - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "T", name: "T", type: "number", notSupported: true} - ] - }, - { - tfOpName: "Zeros", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "ZerosLike", - category: "creation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "Multinomial", - category: "creation", - inputs: [ - {start: 0, name: "logits", type: "tensor"}, - {start: 1, name: "numSamples", type: "number"} - ], - attrs: [ - {tfName: "seed", name: "seed", type: "number"}, - {tfName: "seed2", name: "seed2", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype"}, - {tfName: "output_dtype", name: "output_dtype", type: "dtype"} - ] - } -]; -var dynamic_exports = {}; -__export2(dynamic_exports, { - json: () => json6 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json6 = [ - { - tfOpName: "NonMaxSuppressionV2", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"} - ] - }, - { - tfOpName: "NonMaxSuppressionV3", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"} - ] - }, - { - tfOpName: "NonMaxSuppressionV4", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "T_threshold", - name: "threshold", - type: "dtype", - notSupported: true - }, - { - tfName: "pad_to_max_output_size", - name: "padToMaxOutputSize", - type: "bool" - } - ] - }, - { - tfOpName: "NonMaxSuppressionV5", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"}, - {start: 5, name: "softNmsSigma", type: "number"} - ] - }, - { - tfOpName: "Where", - category: "dynamic", - inputs: [ - {start: 0, name: "condition", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ListDiff", - category: "dynamic", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "y", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } -]; -var evaluation_exports = {}; -__export2(evaluation_exports, { - json: () => json7 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json7 = [ - { - tfOpName: "TopKV2", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "k", type: "number"} - ], - attrs: [{tfName: "sorted", name: "sorted", type: "bool"}] - }, - { - tfOpName: "Unique", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ] - }, - { - tfOpName: "UniqueV2", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - } -]; -var graph_exports = {}; -__export2(graph_exports, { - json: () => json8 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json8 = [ - { - tfOpName: "PlaceholderWithDefault", - category: "graph", - inputs: [ - {start: 0, name: "default", type: "tensor"} - ], - attrs: [ - {tfName: "shape", name: "shape", type: "shape"}, - {tfName: "dtype", name: "dtype", type: "dtype"} - ] - }, - { - tfOpName: "Placeholder", - category: "graph", - attrs: [ - {tfName: "shape", name: "shape", type: "shape"}, - {tfName: "dtype", name: "dtype", type: "dtype"} - ] - }, - {tfOpName: "Const", category: "graph"}, - { - tfOpName: "Identity", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "IdentityN", - category: "graph", - inputs: [{start: 0, end: 0, name: "x", type: "tensors"}] - }, - { - tfOpName: "Snapshot", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Rank", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Size", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Shape", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "ShapeN", - category: "graph", - inputs: [{start: 0, end: 0, name: "x", type: "tensors"}] - }, - { - tfOpName: "Print", - category: "graph", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "data", type: "tensors"} - ], - attrs: [ - {tfName: "message", name: "message", type: "string"}, - { - tfName: "first_n", - name: "firstN", - type: "number", - notSupported: true - }, - { - tfName: "summarize", - name: "summarize", - type: "number", - defaultValue: 3 - } - ] - }, - {tfOpName: "NoOp", category: "graph", inputs: []}, - { - tfOpName: "StopGradient", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "FakeQuantWithMinMaxVars", - category: "graph", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "min", name: "min", type: "number"}, - {tfName: "max", name: "max", type: "number"} - ] - } -]; -var hash_table_exports = {}; -__export2(hash_table_exports, { - json: () => json9 -}); -var json9 = [ - { - tfOpName: "HashTable", - category: "hash_table", - inputs: [], - attrs: [ - {tfName: "shared_name", name: "sharedName", type: "string"}, - { - tfName: "use_node_name_sharing", - name: "useNodeNameSharing", - type: "bool" - }, - {tfName: "key_dtype", name: "keyDType", type: "dtype"}, - {tfName: "value_dtype", name: "valueDType", type: "dtype"} - ] - }, - { - tfOpName: "HashTableV2", - category: "hash_table", - inputs: [], - attrs: [ - {tfName: "shared_name", name: "sharedName", type: "string"}, - { - tfName: "use_node_name_sharing", - name: "useNodeNameSharing", - type: "bool" - }, - {tfName: "key_dtype", name: "keyDType", type: "dtype"}, - {tfName: "value_dtype", name: "valueDType", type: "dtype"} - ] - }, - { - tfOpName: "LookupTableImport", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "values", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableImportV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "values", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableFind", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "defaultValue", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableFindV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "defaultValue", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableSize", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"} - ] - }, - { - tfOpName: "LookupTableSizeV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"} - ] - } -]; -var image_exports = {}; -__export2(image_exports, { - json: () => json10 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json10 = [ - { - tfOpName: "ResizeBilinear", - category: "image", - inputs: [ - {start: 0, name: "images", type: "tensor"}, - {start: 1, name: "size", type: "number[]"} - ], - attrs: [ - {tfName: "align_corners", name: "alignCorners", type: "bool"}, - { - tfName: "half_pixel_centers", - name: "halfPixelCenters", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ResizeNearestNeighbor", - category: "image", - inputs: [ - {start: 0, name: "images", type: "tensor"}, - {start: 1, name: "size", type: "number[]"} - ], - attrs: [ - {tfName: "align_corners", name: "alignCorners", type: "bool"}, - { - tfName: "half_pixel_centers", - name: "halfPixelCenters", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "CropAndResize", - category: "image", - inputs: [ - {start: 0, name: "image", type: "tensor"}, - {start: 1, name: "boxes", type: "tensor"}, - {start: 2, name: "boxInd", type: "tensor"}, - {start: 3, name: "cropSize", type: "number[]"} - ], - attrs: [ - {tfName: "method", name: "method", type: "string"}, - { - tfName: "extrapolation_value", - name: "extrapolationValue", - type: "number" - } - ] - } -]; -var logical_exports = {}; -__export2(logical_exports, { - json: () => json11 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json11 = [ - { - tfOpName: "Equal", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "NotEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Greater", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "GreaterEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Less", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LessEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalAnd", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalNot", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalOr", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Select", - category: "logical", - inputs: [ - {start: 0, name: "condition", type: "tensor"}, - {start: 1, name: "a", type: "tensor"}, - {start: 2, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "SelectV2", - category: "logical", - inputs: [ - {start: 0, name: "condition", type: "tensor"}, - {start: 1, name: "a", type: "tensor"}, - {start: 2, name: "b", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } -]; -var matrices_exports = {}; -__export2(matrices_exports, { - json: () => json12 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json12 = [ - { - tfOpName: "_FusedMatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-4 - }, - { - tfName: "transpose_a", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "transpose_b", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "transpose_a", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "transpose_b", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "BatchMatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "adj_x", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "adj_y", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "BatchMatMulV2", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "adj_x", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "adj_y", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Transpose", - category: "matrices", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "perm", type: "number[]"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } -]; -var normalization_exports = {}; -__export2(normalization_exports, { - json: () => json13 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json13 = [ - { - tfOpName: "FusedBatchNorm", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "FusedBatchNormV2", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "FusedBatchNormV3", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "LRN", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "depth_radius", - name: "radius", - type: "number", - defaultValue: 5 - }, - {tfName: "bias", name: "bias", type: "number", defaultValue: 1}, - { - tfName: "alpha", - name: "alpha", - type: "number", - defaultValue: 1 - }, - { - tfName: "beta", - name: "beta", - type: "number", - defaultValue: 0.5 - } - ] - }, - { - tfOpName: "Softmax", - category: "normalization", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "LogSoftmax", - category: "normalization", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "SparseToDense", - category: "normalization", - inputs: [ - {start: 0, name: "sparseIndices", type: "tensor"}, - {start: 1, name: "outputShape", type: "number[]"}, - {start: 2, name: "sparseValues", type: "tensor"}, - {start: 3, name: "defaultValue", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - defaultValue: true, - notSupported: true - }] - } -]; -var reduction_exports = {}; -__export2(reduction_exports, { - json: () => json14 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json14 = [ - { - tfOpName: "Bincount", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "size", type: "number"}, - {start: 2, name: "weights", type: "tensor"} - ] - }, - { - tfOpName: "DenseBincount", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "size", type: "number"}, - {start: 2, name: "weights", type: "tensor"} - ], - attrs: [{tfName: "binary_output", name: "binaryOutput", type: "bool"}] - }, - { - tfOpName: "Max", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Mean", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Min", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Sum", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "All", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Any", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "ArgMax", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "ArgMin", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "Prod", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Cumsum", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ], - attrs: [ - {tfName: "exclusive", name: "exclusive", type: "bool"}, - {tfName: "reverse", name: "reverse", type: "bool"} - ] - } -]; -var slice_join_exports = {}; -__export2(slice_join_exports, { - json: () => json15 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json15 = [ - { - tfOpName: "ConcatV2", - category: "slice_join", - inputs: [ - {start: 0, end: -1, name: "tensors", type: "tensors"}, - {start: -1, name: "axis", type: "number"} - ], - attrs: [{tfName: "N", name: "n", type: "number", defaultValue: 2}] - }, - { - tfOpName: "Concat", - category: "slice_join", - inputs: [ - {start: 1, end: 0, name: "tensors", type: "tensors"}, - {start: 0, name: "axis", type: "number"} - ], - attrs: [{tfName: "N", name: "n", type: "number", defaultValue: 2}] - }, - { - tfOpName: "GatherV2", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"}, - {start: 2, name: "axis", type: "number", defaultValue: 0} - ], - attrs: [{ - tfName: "batch_dims", - name: "batchDims", - type: "number", - defaultValue: 0 - }] - }, - { - tfOpName: "Gather", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - notSupported: true - }] - }, - { - tfOpName: "Reverse", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "dims", type: "bool[]"} - ] - }, - { - tfOpName: "ReverseV2", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ] - }, - { - tfOpName: "Slice", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "begin", type: "number[]"}, - {start: 2, name: "size", type: "number[]"} - ] - }, - { - tfOpName: "StridedSlice", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "begin", type: "number[]"}, - {start: 2, name: "end", type: "number[]"}, - {start: 3, name: "strides", type: "number[]"} - ], - attrs: [ - { - tfName: "begin_mask", - name: "beginMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "end_mask", - name: "endMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "new_axis_mask", - name: "newAxisMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "ellipsis_mask", - name: "ellipsisMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "shrink_axis_mask", - name: "shrinkAxisMask", - type: "number", - defaultValue: 0 - } - ] - }, - { - tfOpName: "Pack", - category: "slice_join", - inputs: [ - {start: 0, end: 0, name: "tensors", type: "tensors"} - ], - attrs: [ - {tfName: "axis", name: "axis", type: "number", defaultValue: 0} - ] - }, - { - tfOpName: "Unpack", - category: "slice_join", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "axis", name: "axis", type: "number", defaultValue: 0}, - { - tfName: "num", - name: "num", - type: "number", - defaultValue: 0, - notSupported: true - } - ] - }, - { - tfOpName: "Tile", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "reps", type: "number[]"} - ] - }, - { - tfOpName: "Split", - category: "slice_join", - inputs: [ - {start: 0, name: "axis", type: "number", defaultValue: 0}, - {start: 1, name: "x", type: "tensor"} - ], - attrs: [{ - tfName: "num_split", - name: "numOrSizeSplits", - type: "number", - defaultValue: 1 - }] - }, - { - tfOpName: "SplitV", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "numOrSizeSplits", type: "number[]"}, - {start: 2, name: "axis", type: "number", defaultValue: 0} - ] - }, - { - tfOpName: "ScatterNd", - category: "slice_join", - inputs: [ - {start: 0, name: "indices", type: "tensor"}, - {start: 1, name: "values", type: "tensor"}, - {start: 2, name: "shape", type: "number[]"} - ] - }, - { - tfOpName: "GatherNd", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"} - ] - }, - { - tfOpName: "SparseToDense", - category: "slice_join", - inputs: [ - {start: 0, name: "sparseIndices", type: "tensor"}, - {start: 1, name: "outputShape", type: "number[]"}, - {start: 2, name: "sparseValues", type: "tensor"}, - {start: 3, name: "defaultValue", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - defaultValue: false, - notSupported: true - }] - } -]; -var spectral_exports = {}; -__export2(spectral_exports, { - json: () => json16 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json16 = [ - { - tfOpName: "FFT", - category: "spectral", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "IFFT", - category: "spectral", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "RFFT", - category: "spectral", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - { - start: 1, - name: "fft_length", - type: "number", - notSupported: true - } - ] - }, - { - tfOpName: "IRFFT", - category: "spectral", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - { - start: 1, - name: "fft_length", - type: "number", - notSupported: true - } - ] - } -]; -var transformation_exports = {}; -__export2(transformation_exports, { - json: () => json17 -}); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var json17 = [ - { - tfOpName: "Cast", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "SrcT", - name: "sdtype", - type: "dtype", - notSupported: true - }, - {tfName: "DstT", name: "dtype", type: "dtype"} - ] - }, - { - tfOpName: "ExpandDims", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "MirrorPad", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"} - ], - attrs: [{tfName: "mode", name: "mode", type: "string"}] - }, - { - tfOpName: "Pad", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"} - ], - attrs: [{ - tfName: "constant_value", - name: "constantValue", - type: "number", - defaultValue: 0 - }] - }, - { - tfOpName: "PadV2", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"}, - { - start: 2, - name: "constantValue", - type: "number", - defaultValue: 0 - } - ] - }, - { - tfOpName: "Reshape", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "shape", type: "number[]"} - ] - }, - { - tfOpName: "Squeeze", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{ - tfName: "axis", - tfDeprecatedName: "squeeze_dims", - name: "axis", - type: "number[]" - }] - }, - { - tfOpName: "SpaceToBatchND", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "blockShape", type: "number[]"}, - {start: 2, name: "paddings", type: "number[]"} - ] - }, - { - tfOpName: "BatchToSpaceND", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "blockShape", type: "number[]"}, - {start: 2, name: "crops", type: "number[]"} - ] - }, - { - tfOpName: "DepthToSpace", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "block_size", name: "blockSize", type: "number"}, - {tfName: "data_format", name: "dataFormat", type: "string"} - ] - }, - { - tfOpName: "BroadcastTo", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "shape", type: "number[]"} - ], - attrs: [] - } -]; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OperationMapper = class { - static get Instance() { - return this._instance || (this._instance = new this()); - } - constructor() { - const ops = [ - arithmetic_exports, - basic_math_exports, - control_exports, - convolution_exports, - creation_exports, - dynamic_exports, - evaluation_exports, - logical_exports, - image_exports, - graph_exports, - matrices_exports, - normalization_exports, - reduction_exports, - slice_join_exports, - spectral_exports, - transformation_exports, - hash_table_exports - ]; - const mappersJson = [].concat(...ops.map((op2) => op2.json)); - this.opMappers = mappersJson.reduce((map, mapper) => { - map[mapper.tfOpName] = mapper; - return map; - }, {}); - } - transformGraph(graph2, signature = {}) { - const tfNodes = graph2.node; - const placeholders = []; - const weights = []; - const initNodes = []; - const nodes = tfNodes.reduce((map, node) => { - map[node.name] = this.mapNode(node); - if (node.op.startsWith("Placeholder")) { - placeholders.push(map[node.name]); - } else if (node.op === "Const") { - weights.push(map[node.name]); - } else if (node.input == null || node.input.length === 0) { - initNodes.push(map[node.name]); - } - return map; - }, {}); - let inputs = []; - const outputs = []; - let inputNodeNameToKey = {}; - let outputNodeNameToKey = {}; - if (signature != null) { - inputNodeNameToKey = this.mapSignatureEntries(signature.inputs); - outputNodeNameToKey = this.mapSignatureEntries(signature.outputs); - } - const allNodes = Object.keys(nodes); - allNodes.forEach((key) => { - const node = nodes[key]; - node.inputNames.forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - node.inputs.push(nodes[nodeName]); - nodes[nodeName].children.push(node); - }); - }); - if (Object.keys(outputNodeNameToKey).length === 0) { - allNodes.forEach((key) => { - const node = nodes[key]; - if (node.children.length === 0) { - outputs.push(node); - } - }); - } else { - Object.keys(outputNodeNameToKey).forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - const node = nodes[nodeName]; - if (node != null) { - node.signatureKey = outputNodeNameToKey[name]; - outputs.push(node); - } - }); - } - if (Object.keys(inputNodeNameToKey).length > 0) { - Object.keys(inputNodeNameToKey).forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - const node = nodes[nodeName]; - if (node) { - node.signatureKey = inputNodeNameToKey[name]; - inputs.push(node); - } - }); - } else { - inputs = placeholders; - } - let functions = {}; - if (graph2.library != null && graph2.library.function != null) { - functions = graph2.library.function.reduce((functions2, func2) => { - functions2[func2.signature.name] = this.mapFunction(func2); - return functions2; - }, {}); - } - const result = {nodes, inputs, outputs, weights, placeholders, signature, functions}; - if (initNodes.length > 0) { - result.initNodes = initNodes; - } - return result; - } - mapSignatureEntries(entries) { - return Object.keys(entries || {}).reduce((prev, curr) => { - prev[entries[curr].name] = curr; - return prev; - }, {}); - } - mapNode(node) { - const mapper = getRegisteredOp(node.op) || this.opMappers[node.op] || {}; - if (node.attr == null) { - node.attr = {}; - } - const newNode = { - name: node.name, - op: node.op, - category: mapper.category, - inputNames: (node.input || []).map((input2) => input2.startsWith("^") ? input2.substr(1) : input2), - inputs: [], - children: [], - inputParams: {}, - attrParams: {}, - rawAttrs: node.attr - }; - if (mapper.inputs != null) { - newNode.inputParams = mapper.inputs.reduce((map, param) => { - map[param.name] = { - type: param.type, - inputIndexStart: param.start, - inputIndexEnd: param.end - }; - return map; - }, {}); - } - if (mapper.attrs != null) { - newNode.attrParams = mapper.attrs.reduce((map, param) => { - const type = param.type; - let value = void 0; - switch (param.type) { - case "string": - value = getStringParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getStringParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "string[]": - value = getStringArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getStringArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "number": - value = getNumberParam(node.attr, param.tfName, param.defaultValue || 0); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getNumberParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "number[]": - value = getNumericArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getNumericArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "bool": - value = getBoolParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getBoolParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "bool[]": - value = getBoolArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getBoolArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "shape": - value = getTensorShapeParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getTensorShapeParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "shape[]": - value = getTensorShapeArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getTensorShapeArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "dtype": - value = getDtypeParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getDtypeParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "dtype[]": - value = getDtypeArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getDtypeArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "func": - value = getFuncParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getFuncParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "tensor": - case "tensors": - break; - default: - throw new Error(`Unsupported param type: ${param.type} for op: ${node.op}`); - } - map[param.name] = {value, type}; - return map; - }, {}); - } - return newNode; - } - mapFunction(functionDef) { - const tfNodes = functionDef.nodeDef; - const placeholders = []; - const weights = []; - let nodes = {}; - if (tfNodes != null) { - nodes = tfNodes.reduce((map, node) => { - map[node.name] = this.mapNode(node); - if (node.op === "Const") { - weights.push(map[node.name]); - } - return map; - }, {}); - } - const inputs = []; - const outputs = []; - functionDef.signature.inputArg.forEach((arg) => { - const [nodeName] = getNodeNameAndIndex(arg.name); - const node = { - name: nodeName, - op: "Placeholder", - inputs: [], - inputNames: [], - category: "graph", - inputParams: {}, - attrParams: {dtype: {value: parseDtypeParam(arg.type), type: "dtype"}}, - children: [] - }; - node.signatureKey = arg.name; - inputs.push(node); - nodes[nodeName] = node; - }); - const allNodes = Object.keys(nodes); - allNodes.forEach((key) => { - const node = nodes[key]; - node.inputNames.forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - node.inputs.push(nodes[nodeName]); - nodes[nodeName].children.push(node); - }); - }); - const returnNodeMap = functionDef.ret; - functionDef.signature.outputArg.forEach((output) => { - const [nodeName, index] = getNodeNameAndIndex(returnNodeMap[output.name]); - const node = nodes[nodeName]; - if (node != null) { - node.defaultOutput = index; - outputs.push(node); - } - }); - const signature = this.mapArgsToSignature(functionDef); - return {nodes, inputs, outputs, weights, placeholders, signature}; - } - mapArgsToSignature(functionDef) { - return { - methodName: functionDef.signature.name, - inputs: functionDef.signature.inputArg.reduce((map, arg) => { - map[arg.name] = this.mapArgToTensorInfo(arg); - return map; - }, {}), - outputs: functionDef.signature.outputArg.reduce((map, arg) => { - map[arg.name] = this.mapArgToTensorInfo(arg, functionDef.ret); - return map; - }, {}) - }; - } - mapArgToTensorInfo(arg, nameMap2) { - let name = arg.name; - if (nameMap2 != null) { - name = nameMap2[name]; - } - return {name, dtype: arg.type}; - } -}; -function decodeBase64(text) { - const global2 = env().global; - if (typeof global2.atob !== "undefined") { - return global2.atob(text); - } else if (typeof Buffer !== "undefined") { - return new Buffer(text, "base64").toString(); - } else { - throw new Error("Unable to decode base64 in this environment. Missing built-in atob() or Buffer()"); - } -} -function parseStringParam(s, keepCase) { - const value = Array.isArray(s) ? String.fromCharCode.apply(null, s) : decodeBase64(s); - return keepCase ? value : value.toLowerCase(); -} -function getStringParam(attrs, name, def, keepCase = false) { - const param = attrs[name]; - if (param != null) { - return parseStringParam(param.s, keepCase); - } - return def; -} -function getBoolParam(attrs, name, def) { - const param = attrs[name]; - return param ? param.b : def; -} -function getNumberParam(attrs, name, def) { - const param = attrs[name] || {}; - const value = param["i"] != null ? param["i"] : param["f"] != null ? param["f"] : def; - return typeof value === "number" ? value : parseInt(value, 10); -} -function parseDtypeParam(value) { - if (typeof value === "string") { - value = DataType[value]; - } - switch (value) { - case DataType.DT_FLOAT: - return "float32"; - case DataType.DT_INT32: - case DataType.DT_INT64: - case DataType.DT_INT8: - case DataType.DT_UINT8: - return "int32"; - case DataType.DT_BOOL: - return "bool"; - case DataType.DT_DOUBLE: - return "float32"; - case DataType.DT_STRING: - return "string"; - default: - return null; - } -} -function getFuncParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.func) { - return param.func.name; - } - return def; -} -function getDtypeParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.type) { - return parseDtypeParam(param.type); - } - return def; -} -function getDtypeArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.type) { - return param.list.type.map((v) => parseDtypeParam(v)); - } - return def; -} -function parseTensorShapeParam(shape) { - if (shape.unknownRank) { - return void 0; - } - if (shape.dim != null) { - return shape.dim.map((dim) => typeof dim.size === "number" ? dim.size : parseInt(dim.size, 10)); - } - return []; -} -function getTensorShapeParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.shape) { - return parseTensorShapeParam(param.shape); - } - return def; -} -function getNumericArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param) { - return ((param.list.f && param.list.f.length ? param.list.f : param.list.i) || []).map((v) => typeof v === "number" ? v : parseInt(v, 10)); - } - return def; -} -function getStringArrayParam(attrs, name, def, keepCase = false) { - const param = attrs[name]; - if (param && param.list && param.list.s) { - return param.list.s.map((v) => { - return parseStringParam(v, keepCase); - }); - } - return def; -} -function getTensorShapeArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.shape) { - return param.list.shape.map((v) => { - return parseTensorShapeParam(v); - }); - } - return def; -} -function getBoolArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.b) { - return param.list.b; - } - return def; -} -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var NodeValueImpl = class { - constructor(node, tensorMap, context) { - this.node = node; - this.tensorMap = tensorMap; - this.context = context; - this.inputs = []; - this.attrs = {}; - this.inputs = node.inputNames.map((name) => this.getInput(name)); - if (node.rawAttrs != null) { - this.attrs = Object.keys(node.rawAttrs).reduce((attrs, key) => { - attrs[key] = this.getAttr(key); - return attrs; - }, {}); - } - } - getInput(name) { - return getTensor(name, this.tensorMap, this.context); - } - getAttr(name, defaultValue) { - const value = this.node.rawAttrs[name]; - if (value.tensor != null) { - return getTensor(name, this.tensorMap, this.context); - } - if (value.i != null || value.f != null) { - return getNumberParam(this.node.rawAttrs, name, defaultValue); - } - if (value.s != null) { - return getStringParam(this.node.rawAttrs, name, defaultValue); - } - if (value.b != null) { - return getBoolParam(this.node.rawAttrs, name, defaultValue); - } - if (value.shape != null) { - return getTensorShapeParam(this.node.rawAttrs, name, defaultValue); - } - if (value.type != null) { - return getDtypeParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list != null) { - if (value.list.i != null || value.list.f != null) { - return getNumericArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.s != null) { - return getStringArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.shape != null) { - return getTensorShapeArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.b != null) { - return getBoolArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.type != null) { - return getDtypeArrayParam(this.node.rawAttrs, name, defaultValue); - } - } - return defaultValue; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp = (node, tensorMap, context) => { - switch (node.op) { - case "BiasAdd": - case "AddV2": - case "Add": { - return [add2(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "AddN": { - return [addN(getParamValue("tensors", node, tensorMap, context))]; - } - case "FloorMod": - case "Mod": - return [mod(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - case "Mul": - return [mul(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - case "RealDiv": - case "Div": { - return [div(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "DivNoNan": { - return [divNoNan(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "FloorDiv": { - return [floorDiv(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Sub": { - return [sub(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Minimum": { - return [minimum(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Maximum": { - return [maximum(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Pow": { - return [pow(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "SquaredDifference": { - return [squaredDifference(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp2 = (node, tensorMap, context) => { - switch (node.op) { - case "Abs": - case "ComplexAbs": - return [abs(getParamValue("x", node, tensorMap, context))]; - case "Acos": - return [acos(getParamValue("x", node, tensorMap, context))]; - case "Acosh": - return [acosh(getParamValue("x", node, tensorMap, context))]; - case "Asin": - return [asin(getParamValue("x", node, tensorMap, context))]; - case "Asinh": - return [asinh(getParamValue("x", node, tensorMap, context))]; - case "Atan": - return [atan(getParamValue("x", node, tensorMap, context))]; - case "Atan2": - return [atan2(getParamValue("x", node, tensorMap, context), getParamValue("y", node, tensorMap, context))]; - case "Atanh": - return [atanh(getParamValue("x", node, tensorMap, context))]; - case "Ceil": - return [ceil(getParamValue("x", node, tensorMap, context))]; - case "Complex": - return [complex(getParamValue("real", node, tensorMap, context), getParamValue("imag", node, tensorMap, context))]; - case "Cos": - return [cos(getParamValue("x", node, tensorMap, context))]; - case "Cosh": - return [cosh(getParamValue("x", node, tensorMap, context))]; - case "Elu": - return [elu(getParamValue("x", node, tensorMap, context))]; - case "Erf": - return [erf(getParamValue("x", node, tensorMap, context))]; - case "Exp": - return [exp(getParamValue("x", node, tensorMap, context))]; - case "Expm1": { - return [expm1(getParamValue("x", node, tensorMap, context))]; - } - case "Floor": - return [floor(getParamValue("x", node, tensorMap, context))]; - case "Log": - return [log2(getParamValue("x", node, tensorMap, context))]; - case "Log1p": { - return [log1p(getParamValue("x", node, tensorMap, context))]; - } - case "Imag": - return [imag(getParamValue("x", node, tensorMap, context))]; - case "Neg": - return [neg(getParamValue("x", node, tensorMap, context))]; - case "Reciprocal": { - return [reciprocal(getParamValue("x", node, tensorMap, context))]; - } - case "Real": - return [real(getParamValue("x", node, tensorMap, context))]; - case "Relu": - return [relu(getParamValue("x", node, tensorMap, context))]; - case "Round": { - return [round2(getParamValue("x", node, tensorMap, context))]; - } - case "Selu": - return [selu(getParamValue("x", node, tensorMap, context))]; - case "Sigmoid": - return [sigmoid(getParamValue("x", node, tensorMap, context))]; - case "Sin": - return [sin(getParamValue("x", node, tensorMap, context))]; - case "Sign": { - return [sign(getParamValue("x", node, tensorMap, context))]; - } - case "Sinh": { - return [sinh(getParamValue("x", node, tensorMap, context))]; - } - case "Softplus": { - return [softplus(getParamValue("x", node, tensorMap, context))]; - } - case "Sqrt": { - return [sqrt(getParamValue("x", node, tensorMap, context))]; - } - case "Square": { - return [square(getParamValue("x", node, tensorMap, context))]; - } - case "Tanh": { - return [tanh2(getParamValue("x", node, tensorMap, context))]; - } - case "Tan": - return [tan(getParamValue("x", node, tensorMap, context))]; - case "ClipByValue": - return [clipByValue(getParamValue("x", node, tensorMap, context), getParamValue("clipValueMin", node, tensorMap, context), getParamValue("clipValueMax", node, tensorMap, context))]; - case "Relu6": - return [relu6(getParamValue("x", node, tensorMap, context))]; - case "Rsqrt": - return [rsqrt(getTensor(node.inputNames[0], tensorMap, context))]; - case "Prod": - return [prod(getParamValue("x", node, tensorMap, context), getParamValue("axes", node, tensorMap, context))]; - case "LeakyRelu": - return [leakyRelu(getParamValue("x", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context))]; - case "Prelu": - return [prelu(getParamValue("x", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context))]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function assertShapesMatchAllowUndefinedSize(shapeA, shapeB, errorMessagePrefix = "") { - if (typeof shapeA === "number" || typeof shapeB === "number") { - return; - } - util_exports.assert(shapeA.length === shapeB.length, () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); - for (let i = 0; i < shapeA.length; i++) { - const dim0 = shapeA[i]; - const dim1 = shapeB[i]; - util_exports.assert(dim0 < 0 || dim1 < 0 || dim0 === dim1, () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); - } -} -function fullDefinedShape(elementShape) { - if (typeof elementShape === "number" || elementShape.some((dim) => dim < 0)) { - return false; - } - return true; -} -function inferElementShape(listElementShape, tensors, elementShape) { - let partialShape = mergeElementShape(listElementShape, elementShape); - const notfullDefinedShape = !fullDefinedShape(partialShape); - if (notfullDefinedShape && tensors.length === 0) { - throw new Error(`Tried to calculate elements of an empty list with non-fully-defined elementShape: ${partialShape}`); - } - if (notfullDefinedShape) { - tensors.forEach((tensor2) => { - partialShape = mergeElementShape(tensor2.shape, partialShape); - }); - } - if (!fullDefinedShape(partialShape)) { - throw new Error(`Non-fully-defined elementShape: ${partialShape}`); - } - return partialShape; -} -function mergeElementShape(elementShapeA, elementShapeB) { - if (typeof elementShapeA === "number") { - return elementShapeB; - } - if (typeof elementShapeB === "number") { - return elementShapeA; - } - if (elementShapeA.length !== elementShapeB.length) { - throw new Error(`Incompatible ranks during merge: ${elementShapeA} vs. ${elementShapeB}`); - } - const result = []; - for (let i = 0; i < elementShapeA.length; ++i) { - const dim0 = elementShapeA[i]; - const dim1 = elementShapeB[i]; - if (dim0 >= 0 && dim1 >= 0 && dim0 !== dim1) { - throw new Error(`Incompatible shape during merge: ${elementShapeA} vs. ${elementShapeB}`); - } - result[i] = dim0 >= 0 ? dim0 : dim1; - } - return result; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TensorArray = class { - constructor(name, dtype, maxSize2, elementShape, identicalElementShapes, dynamicSize, clearAfterRead) { - this.name = name; - this.dtype = dtype; - this.maxSize = maxSize2; - this.elementShape = elementShape; - this.identicalElementShapes = identicalElementShapes; - this.dynamicSize = dynamicSize; - this.clearAfterRead = clearAfterRead; - this.tensors = []; - this.closed_ = false; - this.idTensor = scalar(0); - keep(this.idTensor); - } - get id() { - return this.idTensor.id; - } - get closed() { - return this.closed_; - } - clearAndClose(keepIds) { - this.tensors.forEach((tensor2) => { - if (keepIds == null || !keepIds.has(tensor2.tensor.id)) { - tensor2.tensor.dispose(); - } - }); - this.tensors = []; - this.closed_ = true; - this.idTensor.dispose(); - } - size() { - return this.tensors.length; - } - read(index) { - if (this.closed_) { - throw new Error(`TensorArray ${this.name} has already been closed.`); - } - if (index < 0 || index >= this.size()) { - throw new Error(`Tried to read from index ${index}, but array size is: ${this.size()}`); - } - const tensorWithState = this.tensors[index]; - if (tensorWithState.cleared) { - throw new Error(`TensorArray ${this.name}: Could not read index ${index} twice because it was cleared after a previous read (perhaps try setting clear_after_read = false?).`); - } - if (this.clearAfterRead) { - tensorWithState.cleared = true; - } - tensorWithState.read = true; - return tensorWithState.tensor; - } - readMany(indices) { - return indices.map((index) => this.read(index)); - } - write(index, tensor2) { - if (this.closed_) { - throw new Error(`TensorArray ${this.name} has already been closed.`); - } - if (index < 0 || !this.dynamicSize && index >= this.maxSize) { - throw new Error(`Tried to write to index ${index}, but array is not resizeable and size is: ${this.maxSize}`); - } - const t = this.tensors[index] || {}; - if (tensor2.dtype !== this.dtype) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, - because the value dtype is ${tensor2.dtype}, but TensorArray dtype is ${this.dtype}.`); - } - if (this.size() === 0 && (this.elementShape == null || this.elementShape.length === 0)) { - this.elementShape = tensor2.shape; - } - assertShapesMatchAllowUndefinedSize(this.elementShape, tensor2.shape, `TensorArray ${this.name}: Could not write to TensorArray index ${index}.`); - if (t.read) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, because it has already been read.`); - } - if (t.written) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, because it has already been written.`); - } - t.tensor = tensor2; - keep(tensor2); - t.written = true; - this.tensors[index] = t; - } - writeMany(indices, tensors) { - if (indices.length !== tensors.length) { - throw new Error(`TensorArray ${this.name}: could not write multiple tensors,because the index size: ${indices.length} is not the same as tensors size: ${tensors.length}.`); - } - indices.forEach((i, index) => this.write(i, tensors[index])); - } - gather(indices, dtype) { - if (!!dtype && dtype !== this.dtype) { - throw new Error(`TensorArray dtype is ${this.dtype} but gather requested dtype ${dtype}`); - } - if (!indices) { - indices = []; - for (let i = 0; i < this.size(); i++) { - indices.push(i); - } - } else { - indices = indices.slice(0, this.size()); - } - if (indices.length === 0) { - return tensor([], [0].concat(this.elementShape)); - } - const tensors = this.readMany(indices); - assertShapesMatchAllowUndefinedSize(this.elementShape, tensors[0].shape, "TensorArray shape mismatch: "); - return stack(tensors, 0); - } - concat(dtype) { - if (!!dtype && dtype !== this.dtype) { - throw new Error(`TensorArray dtype is ${this.dtype} but concat requested dtype ${dtype}`); - } - if (this.size() === 0) { - return tensor([], [0].concat(this.elementShape)); - } - const indices = []; - for (let i = 0; i < this.size(); i++) { - indices.push(i); - } - const tensors = this.readMany(indices); - assertShapesMatchAllowUndefinedSize(this.elementShape, tensors[0].shape, `TensorArray shape mismatch: tensor array shape (${this.elementShape}) vs first tensor shape 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compiled before being used.");return this.model.evaluate(e,t,n)}async evaluateDataset(e,t){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.evaluateDataset(e,t)}predict(e,t={}){return this.model==null&&this.build(),this.model.predict(e,t)}predictOnBatch(e){return this.model==null&&this.build(),this.model.predictOnBatch(e)}compile(e){this.build(),this.model.compile(e),this.optimizer_=this.model.optimizer,this.isOptimizerOwned=this.model.isOptimizerOwned,this.loss=this.model.loss,this.metrics=this.model.metrics,this.metricsTensors=this.model.metricsTensors,this.metricsNames=this.model.metricsNames}get optimizer(){return this.model==null?void 0:this.model.optimizer}set optimizer(e){this.model.optimizer=e}async fit(e,t,n={}){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.fit(e,t,n)}async fitDataset(e,t){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.fitDataset(e,t)}async trainOnBatch(e,t){return this.model.trainOnBatch(e,t)}static fromConfig(e,t,n={},r=!1){let a,s={};if(t instanceof Array){if(t[0].className==null||t[0].className==="Merge")throw new B("Legacy serialization format not supported yet.");a=t}else v.assert(t.layers!=null,()=>"When the config data for a Sequential model is not an Array, it must be an Object that contains the 'layers' field."),a=t.layers,delete t.layers,s=t;let i=new e(s);if(!(i instanceof Bl))throw new $e(`Sequential.fromConfig called on non-Sequential input: ${i}`);for(let o of a){let l=kr(o,void 0,r);r&&l.setFastWeightInitDuringBuild(!0),i.add(l)}return i}set stopTraining(e){if(this.model==null)throw new B("Cannot set the stopTraining property of a sequential model before it is compiled.");this.model.stopTraining=e}get stopTraining(){if(this.model==null)throw new B("Cannot get the stopTraining property of a sequential model before it is compiled.");return this.model.stopTraining}getConfig(){let e=[];for(let t of this.layers){let n={};n.className=t.getClassName(),n.config=t.getConfig(),e.push(n)}return{name:this.name,layers:e}}};Bl.className="Sequential";re.registerClass(Bl);function Rte(e){return new ca(e)}function Mte(e){return new Bl(e)}function Fte(e,t){return t==null&&(t={}),Cte(e,t)}function s7(e){return f7(e)}function $te(e,t){lr.registerCallbackConstructor(e,t)}var Pn=class extends re.Serializable{getConfig(){return{}}},V7=class extends Pn{apply(e,t=1){return dQ(e,t)}};V7.className="elu";re.registerClass(V7);var U7=class extends Pn{apply(e){return Rd(e)}};U7.className="selu";re.registerClass(U7);var j7=class extends Pn{apply(e){return zr(e)}};j7.className="relu";re.registerClass(j7);var H7=class extends Pn{apply(e){return z(()=>ml(6,zr(e)))}};H7.className="relu6";re.registerClass(H7);var G7=class extends Pn{apply(e){return e}};G7.className="linear";re.registerClass(G7);var q7=class extends Pn{apply(e){return Rn(e)}};q7.className="sigmoid";re.registerClass(q7);var X7=class extends Pn{apply(e){return fQ(e)}};X7.className="hardSigmoid";re.registerClass(X7);var K7=class extends Pn{apply(e){return pl(e)}};K7.className="softplus";re.registerClass(K7);var Z7=class extends Pn{apply(e){return pQ(e)}};Z7.className="softsign";re.registerClass(Z7);var Y7=class extends Pn{apply(e){return ll(e)}};Y7.className="tanh";re.registerClass(Y7);var ry=class extends Pn{apply(e,t=-1){return ec(e,t)}};ry.className="softmax";re.registerClass(ry);var J7=class extends Pn{apply(e,t=-1){return kd(e,t)}};J7.className="logSoftmax";re.registerClass(J7);var Q7=class extends Pn{apply(e,t=1){return z(()=>Rn(e.mul(t)).mul(e))}};Q7.className="swish";re.registerClass(Q7);function Ha(e){return e.getClassName()}function ay(e,t={}){return bc(e,re.SerializationMap.getMap().classNameMap,t,"activation")}function Ga(e){if(e==null){let t={};return t.className="linear",t.config={},ay(t)}if(typeof e=="string"){let t={};return t.className=e,t.config={},ay(t)}else return e instanceof Pn?e:ay(e)}function sy(e){if(e!=null&&typeof e!="object")throw new Error(`Argument to L1L2 regularizer's constructor is expected to be an object, but received: ${e}`)}var ev=class extends re.Serializable{},Fc=class extends ev{constructor(e){super();sy(e),this.l1=e==null||e.l1==null?.01:e.l1,this.l2=e==null||e.l2==null?.01:e.l2,this.hasL1=this.l1!==0,this.hasL2=this.l2!==0}apply(e){return z(()=>{let t=Ct([1]);return this.hasL1&&(t=se(t,Ce(P(this.l1,Dt(e))))),this.hasL2&&(t=se(t,Ce(P(this.l2,Nc(e))))),t.asScalar()})}getConfig(){return{l1:this.l1,l2:this.l2}}static fromConfig(e,t){return new e({l1:t.l1,l2:t.l2})}};Fc.className="L1L2";re.registerClass(Fc);function Dte(e){return sy(e),new Fc({l1:e!=null?e.l1:null,l2:0})}function Ote(e){return sy(e),new Fc({l2:e!=null?e.l2:null,l1:0})}var tv={l1l2:"L1L2"};function ut(e){return xA(e)}function nv(e,t={}){return bc(e,re.SerializationMap.getMap().classNameMap,t,"regularizer")}function gt(e){if(e==null)return null;if(typeof e=="string"){let t={className:e in tv?tv[e]:e,config:{}};return nv(t)}else return e instanceof ev?e:nv(e)}var iy=class extends qe{constructor(e){super(e==null?{}:e);this.supportsMasking=!0,e!=null&&(this.maxValue=e.maxValue)}call(e,t){e=Pe(e);let n=zr(e);return this.maxValue!=null&&(n=bn(n,0,this.maxValue)),n}computeOutputShape(e){return e}getConfig(){let e={maxValue:this.maxValue},t=super.getConfig();return Object.assign(e,t),e}};iy.className="ReLU";re.registerClass(iy);var oy=class extends qe{constructor(e){super(e==null?{}:e);this.DEFAULT_ALPHA=.3,e==null&&(e={}),this.alpha=e.alpha==null?this.DEFAULT_ALPHA:e.alpha}call(e,t){let n=Pe(e);return qu(n,this.alpha)}computeOutputShape(e){return e}getConfig(){let e={alpha:this.alpha},t=super.getConfig();return Object.assign(e,t),e}};oy.className="LeakyReLU";re.registerClass(oy);var ly=class extends qe{constructor(e){super(e==null?{}:e);if(this.DEFAULT_ALPHA_INITIALIZER="zeros",e==null&&(e={}),this.supportsMasking=!0,this.alphaInitializer=yt(e.alphaInitializer||this.DEFAULT_ALPHA_INITIALIZER),this.alphaRegularizer=gt(e.alphaRegularizer),this.alphaConstraint=Wt(e.alphaConstraint),e.sharedAxes==null)this.sharedAxes=null;else if(Array.isArray(e.sharedAxes))this.sharedAxes=e.sharedAxes;else if(typeof e.sharedAxes=="number")this.sharedAxes=[e.sharedAxes];else throw new B(`Expected sharedAxes to be a number or an array of numbers, but got ${e.sharedAxes}`)}build(e){e=lt(e);let t=e.slice(1);if(this.sharedAxes!=null)for(let r of this.sharedAxes)t[r-1]=1;this.alpha=this.addWeight("alpha",t,"float32",this.alphaInitializer,this.alphaRegularizer,!0,this.alphaConstraint);let n={};if(this.sharedAxes!=null)for(let r=1;r(St(t),t==="channelsFirst"?nt(e,[0,2,3,1]):e))}function rv(e,t){return z(()=>(St(t),t==="channelsFirst"?nt(e,[0,2,3,4,1]):e))}function zte(e,t,n,r=1,a="valid",s,i=1){return z(()=>{if(s==null&&(s=wr()),St(s),e.shape.length!==3)throw new B(`The input of a conv1dWithBias operation should be 3, but is ${e.shape.length} instead.`);if(t.shape.length!==3)throw new B(`The kernel for a conv1dWithBias operation should be 3, but is ${t.shape.length} instead`);if(n!=null&&n.shape.length!==1)throw new B(`The bias for a conv1dWithBias operation should be 1, but is ${t.shape.length} instead`);if(s==="channelsFirst"&&(e=nt(e,[0,2,1])),a==="causal")throw new $e("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet.");let o=Ad(e,t,r,a==="same"?"same":"valid","NWC",i);return n!=null&&(o=Ur(o,n)),o})}function av(e,t,n,r=[1,1],a="valid",s,i,o=null){return z(()=>{if(s==null&&(s=wr()),St(s),e.rank!==3&&e.rank!==4)throw new B(`conv2dWithBiasActivation expects input to be of rank 3 or 4, but received ${e.rank}.`);if(t.rank!==3&&t.rank!==4)throw new B(`conv2dWithBiasActivation expects kernel to be of rank 3 or 4, but received ${e.rank}.`);let l=dy(e,s);if(a==="causal")throw new $e("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet.");return l=za.conv2d({x:l,filter:t,strides:r,pad:a==="same"?"same":"valid",dilations:i,dataFormat:"NHWC",bias:n,activation:o}),s==="channelsFirst"&&(l=nt(l,[0,3,1,2])),l})}function Pte(e,t,n,r=[1,1,1],a="valid",s,i){return z(()=>{if(s==null&&(s=wr()),St(s),e.rank!==4&&e.rank!==5)throw new B(`conv3dWithBias expects input to be of rank 4 or 5, but received ${e.rank}.`);if(t.rank!==4&&t.rank!==5)throw new B(`conv3dWithBias expects kernel to be of rank 4 or 5, but received ${e.rank}.`);let o=rv(e,s);if(a==="causal")throw new $e("The support for CAUSAL padding mode in conv3dWithBias is not implemented yet.");return o=tm(o,t,r,a==="same"?"same":"valid","NDHWC",i),n!=null&&(o=Ur(o,n)),s==="channelsFirst"&&(o=nt(o,[0,4,1,2,3])),o})}var py=class extends qe{constructor(e,t){super(t);if(this.bias=null,this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_BIAS_INITIALIZER="zeros",py.verifyArgs(t),this.rank=e,Ht(this.rank,"rank"),this.rank!==1&&this.rank!==2&&this.rank!==3)throw new $e(`Convolution layer for rank other than 1, 2, or 3 (${this.rank}) is not implemented yet.`);if(this.kernelSize=Vl(t.kernelSize,e,"kernelSize"),this.strides=Vl(t.strides==null?1:t.strides,e,"strides"),this.padding=t.padding==null?"valid":t.padding,Kn(this.padding),this.dataFormat=t.dataFormat==null?"channelsLast":t.dataFormat,St(this.dataFormat),this.activation=Ga(t.activation),this.useBias=t.useBias==null?!0:t.useBias,this.biasInitializer=yt(t.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.biasConstraint=Wt(t.biasConstraint),this.biasRegularizer=gt(t.biasRegularizer),this.activityRegularizer=gt(t.activityRegularizer),this.dilationRate=Vl(t.dilationRate==null?1:t.dilationRate,e,"dilationRate"),this.rank===1&&Array.isArray(this.dilationRate)&&this.dilationRate.length!==1)throw new B(`dilationRate must be a number or an array of a single number for 1D convolution, but received ${JSON.stringify(this.dilationRate)}`);if(this.rank===2){if(typeof this.dilationRate=="number")this.dilationRate=[this.dilationRate,this.dilationRate];else if(this.dilationRate.length!==2)throw new B(`dilationRate must be a number or array of two numbers for 2D convolution, but received ${JSON.stringify(this.dilationRate)}`)}else if(this.rank===3){if(typeof this.dilationRate=="number")this.dilationRate=[this.dilationRate,this.dilationRate,this.dilationRate];else if(this.dilationRate.length!==3)throw new B(`dilationRate must be a number or array of three numbers for 3D convolution, but received ${JSON.stringify(this.dilationRate)}`)}}static verifyArgs(e){if(Br("kernelSize"in e,"required key 'kernelSize' not in config"),typeof e.kernelSize!="number"&&!bA(e.kernelSize,"number",1,3))throw new B(`BaseConv expects config.kernelSize to be number or number[] with length 1, 2, or 3, but received ${JSON.stringify(e.kernelSize)}.`)}getConfig(){let e={kernelSize:this.kernelSize,strides:this.strides,padding:this.padding,dataFormat:this.dataFormat,dilationRate:this.dilationRate,activation:Ha(this.activation),useBias:this.useBias,biasInitializer:kt(this.biasInitializer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),biasConstraint:Lt(this.biasConstraint)},t=super.getConfig();return Object.assign(e,t),e}},$c=class extends py{constructor(e,t){super(e,t);this.kernel=null,$c.verifyArgs(t),this.filters=t.filters,Ht(this.filters,"filters"),this.kernelInitializer=yt(t.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.kernelConstraint=Wt(t.kernelConstraint),this.kernelRegularizer=gt(t.kernelRegularizer)}build(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?1:e.length-1;if(e[t]==null)throw new B(`The channel dimension of the input should be defined. Found ${e[t]}`);let n=e[t],r=this.kernelSize.concat([n,this.filters]);this.kernel=this.addWeight("kernel",r,null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.filters],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint)),this.inputSpec=[{ndim:this.rank+2,axes:{[t]:n}}],this.built=!0}call(e,t){return z(()=>{e=Pe(e);let n,r=this.bias==null?null:this.bias.read(),a=U3(this.activation.getClassName());if(a!=null&&this.rank===2)n=av(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate,a);else{if(this.rank===1)n=zte(e,this.kernel.read(),r,this.strides[0],this.padding,this.dataFormat,this.dilationRate[0]);else if(this.rank===2)n=av(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate);else if(this.rank===3)n=Pte(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate);else throw new $e("convolutions greater than 3D are not implemented yet.");this.activation!=null&&(n=this.activation.apply(n))}return n})}computeOutputShape(e){e=lt(e);let t=[],n=this.dataFormat==="channelsLast"?e.slice(1,e.length-1):e.slice(2);for(let a=0;a 0 but got ${JSON.stringify(e.filters)}`)}},Dc=class extends $c{constructor(e){super(2,e);Dc.verifyArgs(e)}getConfig(){let e=super.getConfig();return delete e.rank,e}static verifyArgs(e){if(typeof e.kernelSize!="number"&&!bA(e.kernelSize,"number",1,2))throw new B(`Conv2D expects config.kernelSize to be number or number[] with length 1 or 2, but received ${JSON.stringify(e.kernelSize)}.`)}};Dc.className="Conv2D";re.registerClass(Dc);var Zp=class extends $c{constructor(e){super(3,e);Zp.verifyArgs(e)}getConfig(){let e=super.getConfig();return delete e.rank,e}static verifyArgs(e){if(typeof e.kernelSize!="number"&&!(Array.isArray(e.kernelSize)&&(e.kernelSize.length===1||e.kernelSize.length===3)))throw new B(`Conv3D expects config.kernelSize to be number or [number, number, number], but received ${JSON.stringify(e.kernelSize)}.`)}};Zp.className="Conv3D";re.registerClass(Zp);var fy=class extends Dc{constructor(e){super(e);if(this.inputSpec=[new Gt({ndim:4})],this.padding!=="same"&&this.padding!=="valid")throw new B(`Conv2DTranspose currently supports only padding modes 'same' and 'valid', but received padding mode ${this.padding}`)}build(e){if(e=lt(e),e.length!==4)throw new B("Input should have rank 4; Received input shape: "+JSON.stringify(e));let t=this.dataFormat==="channelsFirst"?1:e.length-1;if(e[t]==null)throw new B("The channel dimension of the inputs should be defined. Found `None`.");let n=e[t],r=this.kernelSize.concat([this.filters,n]);this.kernel=this.addWeight("kernel",r,"float32",this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.filters],"float32",this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint)),this.inputSpec=[new Gt({ndim:4,axes:{[t]:n}})],this.built=!0}call(e,t){return z(()=>{let n=Pe(e);if(n.shape.length!==4)throw new B(`Conv2DTranspose.call() expects input tensor to be rank-4, but received a tensor of rank-${n.shape.length}`);let r=n.shape,a=r[0],s,i;this.dataFormat==="channelsFirst"?(s=2,i=3):(s=1,i=2);let o=r[s],l=r[i],c=this.kernelSize[0],u=this.kernelSize[1],h=this.strides[0],d=this.strides[1],p=Kp(o,h,c,this.padding),f=Kp(l,d,u,this.padding),m=[a,p,f,this.filters];this.dataFormat!=="channelsLast"&&(n=nt(n,[0,2,3,1]));let A=yd(n,this.kernel.read(),m,this.strides,this.padding);return this.dataFormat!=="channelsLast"&&(A=nt(A,[0,3,1,2])),this.bias!=null&&(A=Ur(A,this.bias.read(),this.dataFormat)),this.activation!=null&&(A=this.activation.apply(A)),A})}computeOutputShape(e){e=lt(e);let t=e.slice(),n,r,a;this.dataFormat==="channelsFirst"?(n=1,r=2,a=3):(n=3,r=1,a=2);let s=this.kernelSize[0],i=this.kernelSize[1],o=this.strides[0],l=this.strides[1];return t[n]=this.filters,t[r]=Kp(t[r],o,s,this.padding),t[a]=Kp(t[a],l,i,this.padding),t}getConfig(){let e=super.getConfig();return delete e.dilationRate,e}};fy.className="Conv2DTranspose";re.registerClass(fy);var sv=class extends $c{constructor(e,t){super(e,t);if(this.DEFAULT_DEPTHWISE_INITIALIZER="glorotUniform",this.DEFAULT_POINTWISE_INITIALIZER="glorotUniform",this.depthwiseKernel=null,this.pointwiseKernel=null,t.filters==null)throw new B("The `filters` configuration field is required by SeparableConv, but is unspecified.");if(t.kernelInitializer!=null||t.kernelRegularizer!=null||t.kernelConstraint!=null)throw new B("Fields kernelInitializer, kernelRegularizer and kernelConstraint are invalid for SeparableConv2D. Use depthwiseInitializer, depthwiseRegularizer, depthwiseConstraint, pointwiseInitializer, pointwiseRegularizer and pointwiseConstraint instead.");if(t.padding!=null&&t.padding!=="same"&&t.padding!=="valid")throw new B(`SeparableConv${this.rank}D supports only padding modes: 'same' and 'valid', but received ${JSON.stringify(t.padding)}`);this.depthMultiplier=t.depthMultiplier==null?1:t.depthMultiplier,this.depthwiseInitializer=yt(t.depthwiseInitializer||this.DEFAULT_DEPTHWISE_INITIALIZER),this.depthwiseRegularizer=gt(t.depthwiseRegularizer),this.depthwiseConstraint=Wt(t.depthwiseConstraint),this.pointwiseInitializer=yt(t.depthwiseInitializer||this.DEFAULT_POINTWISE_INITIALIZER),this.pointwiseRegularizer=gt(t.pointwiseRegularizer),this.pointwiseConstraint=Wt(t.pointwiseConstraint)}build(e){if(e=lt(e),e.length{e=Pe(e);let n;if(this.rank===1)throw new $e("1D separable convolution is not implemented yet.");return this.rank===2&&(this.dataFormat==="channelsFirst"&&(e=nt(e,[0,2,3,1])),n=xm(e,this.depthwiseKernel.read(),this.pointwiseKernel.read(),this.strides,this.padding,this.dilationRate,"NHWC")),this.useBias&&(n=Ur(n,this.bias.read(),this.dataFormat)),this.activation!=null&&(n=this.activation.apply(n)),this.dataFormat==="channelsFirst"&&(n=nt(n,[0,3,1,2])),n})}getConfig(){let e=super.getConfig();return delete e.rank,delete e.kernelInitializer,delete e.kernelRegularizer,delete e.kernelConstraint,e.depthwiseInitializer=kt(this.depthwiseInitializer),e.pointwiseInitializer=kt(this.pointwiseInitializer),e.depthwiseRegularizer=ut(this.depthwiseRegularizer),e.pointwiseRegularizer=ut(this.pointwiseRegularizer),e.depthwiseConstraint=Lt(this.depthwiseConstraint),e.pointwiseConstraint=Lt(this.pointwiseConstraint),e}};sv.className="SeparableConv";var my=class extends sv{constructor(e){super(2,e)}};my.className="SeparableConv2D";re.registerClass(my);var Yp=class extends 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this.dataFormat==="channelsFirst"?[e[0],e[1],e[2]-this.cropping[0][0]-this.cropping[0][1],e[3]-this.cropping[1][0]-this.cropping[1][1]]:[e[0],e[1]-this.cropping[0][0]-this.cropping[0][1],e[2]-this.cropping[1][0]-this.cropping[1][1],e[3]]}call(e,t){return z(()=>{if(e=Pe(e),this.dataFormat==="channelsLast"){let n=Sp(e,this.cropping[0][0],e.shape[1]-this.cropping[0][0]-this.cropping[0][1],2);return Sp(n,this.cropping[1][0],e.shape[2]-this.cropping[1][1]-this.cropping[1][0],3)}else{let n=Sp(e,this.cropping[0][0],e.shape[2]-this.cropping[0][0]-this.cropping[0][1],3);return Sp(n,this.cropping[1][0],e.shape[3]-this.cropping[1][1]-this.cropping[1][0],4)}})}getConfig(){let e={cropping:this.cropping,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}};Ay.className="Cropping2D";re.registerClass(Ay);var yy=class extends qe{constructor(e){super(e);this.DEFAULT_SIZE=[2,2],this.inputSpec=[{ndim:4}],this.size=e.size==null?this.DEFAULT_SIZE:e.size,this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),this.interpolation=e.interpolation==null?"nearest":e.interpolation,sQ(this.interpolation)}computeOutputShape(e){if(this.dataFormat==="channelsFirst"){let t=e[2]==null?null:this.size[0]*e[2],n=e[3]==null?null:this.size[1]*e[3];return[e[0],e[1],t,n]}else{let t=e[1]==null?null:this.size[0]*e[1],n=e[2]==null?null:this.size[1]*e[2];return[e[0],t,n,e[3]]}}call(e,t){return z(()=>{let n=Pe(e),r=n.shape;if(this.dataFormat==="channelsFirst"){n=nt(n,[0,2,3,1]);let a=this.size[0]*r[2],s=this.size[1]*r[3],i=this.interpolation==="nearest"?n.resizeNearestNeighbor([a,s]):n.resizeBilinear([a,s]);return nt(i,[0,3,1,2])}else{let a=this.size[0]*r[1],s=this.size[1]*r[2];return this.interpolation==="nearest"?n.resizeNearestNeighbor([a,s]):n.resizeBilinear([a,s])}})}getConfig(){let e={size:this.size,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}};yy.className="UpSampling2D";re.registerClass(yy);function Lte(e,t,n=[1,1],r="valid",a,s){return z(()=>{a==null&&(a=wr()),St(a);let i=dy(e,a);if(e.rank!==4)throw new B(`Input for depthwiseConv2d is required to be 4-D, but is instead ${e.rank}-D`);if(t.rank!==4)throw new B(`depthwiseKernel is required to be 4-D, but is instead ${t.rank}-D`);return i=cl(i,t,n,r==="same"?"same":"valid","NHWC",s),a==="channelsFirst"&&(i=nt(i,[0,3,1,2])),i})}var gy=class extends py{constructor(e){super(2,e);this.depthwiseKernel=null,this.depthMultiplier=e.depthMultiplier==null?1:e.depthMultiplier,this.depthwiseInitializer=yt(e.depthwiseInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.depthwiseConstraint=Wt(e.depthwiseConstraint),this.depthwiseRegularizer=gt(e.depthwiseRegularizer)}build(e){if(e=lt(e),e.length<4)throw new B(`Inputs to DepthwiseConv2D should have rank 4. Received input shape: ${JSON.stringify(e)}.`);let t=this.dataFormat==="channelsFirst"?1:3;if(e[t]==null||e[t]<0)throw new B(`The channel dimension of the inputs to DepthwiseConv2D should be defined, but is not (${e[t]}).`);let n=e[t],r=[this.kernelSize[0],this.kernelSize[1],n,this.depthMultiplier];this.depthwiseKernel=this.addWeight("depthwise_kernel",r,null,this.depthwiseInitializer,this.depthwiseRegularizer,!0,this.depthwiseConstraint),this.useBias?this.bias=this.addWeight("bias",[n*this.depthMultiplier],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{e=Pe(e);let n=Lte(e,this.depthwiseKernel.read(),this.strides,this.padding,this.dataFormat,null);return this.useBias&&(n=Ur(n,this.bias.read(),this.dataFormat)),this.activation!=null&&(n=this.activation.apply(n)),n})}computeOutputShape(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?e[2]:e[1],n=this.dataFormat==="channelsFirst"?e[3]:e[2],r=this.dataFormat==="channelsFirst"?e[1]*this.depthMultiplier:e[3]*this.depthMultiplier,a=Ir(t,this.kernelSize[0],this.padding,this.strides[0]),s=Ir(n,this.kernelSize[1],this.padding,this.strides[1]);return this.dataFormat==="channelsFirst"?[e[0],r,a,s]:[e[0],a,s,r]}getConfig(){let e=super.getConfig();return e.depthMultiplier=this.depthMultiplier,e.depthwiseInitializer=kt(this.depthwiseInitializer),e.depthwiseRegularizer=ut(this.depthwiseRegularizer),e.depthwiseConstraint=Lt(this.depthwiseRegularizer),e}};gy.className="DepthwiseConv2D";re.registerClass(gy);function iv(e,t,n,r){if(Array.isArray(e)){if(t!=null||n!=null)throw new B("When inputs is an array, neither initialState or constants should be provided");r!=null&&(n=e.slice(e.length-r,e.length),e=e.slice(0,e.length-r)),e.length>1&&(t=e.slice(1,e.length)),e=e[0]}function a(s){return s==null||Array.isArray(s)?s:[s]}return t=a(t),n=a(n),{inputs:e,initialState:t,constants:n}}function ov(e,t,n,r=!1,a,s,i=!1,o=!1){return z(()=>{let l=t.shape.length;if(l<3)throw new B(`Input should be at least 3D, but is ${l}D.`);let c=[1,0].concat(_r(2,l));if(t=nt(t,c),s!=null)throw new $e("The rnn() functoin of the deeplearn.js backend does not support constants yet.");i&&console.warn("Backend rnn(): the unroll = true option is not applicable to the imperative deeplearn.js backend."),a!=null&&(a=a.asType("bool").asType("float32"),a.rank===l-1&&(a=Yt(a,-1)),a=nt(a,c)),r&&(t=$n(t,0),a!=null&&(a=$n(a,0)));let u=[],h,d=n,p=t.shape[0],f=ar(t),m;a!=null&&(m=ar(a));for(let y=0;ye(g,d));if(a==null)h=w[0],d=w[1];else{let b=z(()=>{let _=m[y],x=Fn(_).sub(_),N=w[0].mul(_).add(d[0].mul(x)),T=d.map((C,F)=>w[1][F].mul(_).add(C.mul(x)));return{output:N,newStates:T}});h=b.output,d=b.newStates}o&&u.push(h)}let A;return o&&(A=un(u,1)),[h,A,d]})}var jr=class extends qe{constructor(e){super(e);let t;if(e.cell==null)throw new B("cell property is missing for the constructor of RNN.");if(Array.isArray(e.cell)?t=new Jp({cells:e.cell}):t=e.cell,t.stateSize==null)throw new B("The RNN cell should have an attribute `stateSize` (tuple of integers, one integer per RNN state).");this.cell=t,this.returnSequences=e.returnSequences==null?!1:e.returnSequences,this.returnState=e.returnState==null?!1:e.returnState,this.goBackwards=e.goBackwards==null?!1:e.goBackwards,this._stateful=e.stateful==null?!1:e.stateful,this.unroll=e.unroll==null?!1:e.unroll,this.supportsMasking=!0,this.inputSpec=[new Gt({ndim:3})],this.stateSpec=null,this.states_=null,this.numConstants=null,this.keptStates=[]}getStates(){if(this.states_==null){let e=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1;return _r(0,e).map(t=>null)}else return this.states_}setStates(e){this.states_=e}computeOutputShape(e){BA(e)&&(e=e[0]),e=e;let t=this.cell.stateSize;Array.isArray(t)||(t=[t]);let n=t[0],r;if(this.returnSequences?r=[e[0],e[1],n]:r=[e[0],n],this.returnState){let a=[];for(let s of t)a.push([e[0],s]);return[r].concat(a)}else return r}computeMask(e,t){return z(()=>{Array.isArray(t)&&(t=t[0]);let n=this.returnSequences?t:null;if(this.returnState){let r=this.states.map(a=>null);return[n].concat(r)}else return n})}get states(){if(this.states_==null){let e=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1,t=[];for(let n=0;ni.shape[i.shape.length-1]),s))throw new B(`An initialState was passed that is not compatible with cell.stateSize. Received stateSpec=${this.stateSpec}; However cell.stateSize is ${this.cell.stateSize}`)}else this.stateSpec=s.map(i=>new Gt({shape:[null,i]}));this.stateful&&this.resetStates()}resetStates(e,t=!1){z(()=>{if(!this.stateful)throw new la("Cannot call resetStates() on an RNN Layer that is not stateful.");let n=this.inputSpec[0].shape[0];if(n==null)throw new B("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer.");if(this.states_==null)Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(r=>Ct([n,r])):this.states_=[Ct([n,this.cell.stateSize])];else if(e==null)ve(this.states_),this.keptStates!=null&&(ve(this.keptStates),this.keptStates=[]),Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(r=>Ct([n,r])):this.states_[0]=Ct([n,this.cell.stateSize]);else{if(Array.isArray(e)||(e=[e]),e.length!==this.states_.length)throw new B(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${e.length} state value(s). Input received: ${e}`);t===!0?this.keptStates.push(this.states_.slice()):ve(this.states_);for(let r=0;rUt(r.clone()))})}apply(e,t){let n=t==null?null:t.initialState,r=t==null?null:t.constants;t==null&&(t={});let a=iv(e,n,r,this.numConstants);e=a.inputs,n=a.initialState,r=a.constants;let s=[],i=[];if(n!=null){t.initialState=n,s=s.concat(n),this.stateSpec=[];for(let o of n)this.stateSpec.push(new Gt({shape:o.shape}));i=i.concat(this.stateSpec)}if(r!=null&&(t.constants=r,s=s.concat(r),this.numConstants=r.length),s[0]instanceof vr){let o=[e].concat(s),l=this.inputSpec.concat(i),c=this.inputSpec;this.inputSpec=l;let u=super.apply(o,t);return this.inputSpec=c,u}else return super.apply(e,t)}call(e,t){return z(()=>{let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;e=Pe(e),a==null&&(this.stateful?a=this.states_:a=this.getInitialState(e));let s=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1;if(a.length!==s)throw new B(`RNN Layer has ${s} state(s) but was passed ${a.length} initial state(s).`);this.unroll&&console.warn("Ignoring unroll = true for RNN layer, due to imperative backend.");let i={training:r},o=ov((d,p)=>{let f=this.cell.call([d].concat(p),i);return[f[0],f.slice(1)]},e,a,this.goBackwards,n,null,this.unroll,this.returnSequences),l=o[0],c=o[1],u=o[2];this.stateful&&this.resetStates(u,r);let h=this.returnSequences?c:l;return this.returnState?[h].concat(u):h})}getInitialState(e){return z(()=>{let t=Ct(e.shape);return t=Ce(t,[1,2]),t=Ic(t),Array.isArray(this.cell.stateSize)?this.cell.stateSize.map(n=>n>1?SA(t,[1,n]):t):this.cell.stateSize>1?[SA(t,[1,this.cell.stateSize])]:[t]})}get trainableWeights(){return this.trainable?this.cell.trainableWeights:[]}get nonTrainableWeights(){return this.trainable?this.cell.nonTrainableWeights:this.cell.weights}setFastWeightInitDuringBuild(e){super.setFastWeightInitDuringBuild(e),this.cell!=null&&this.cell.setFastWeightInitDuringBuild(e)}getConfig(){let e=super.getConfig(),t={returnSequences:this.returnSequences,returnState:this.returnState,goBackwards:this.goBackwards,stateful:this.stateful,unroll:this.unroll};this.numConstants!=null&&(t.numConstants=this.numConstants);let n=this.cell.getConfig();return this.getClassName()===jr.className&&(t.cell={className:this.cell.getClassName(),config:n}),Object.assign({},n,e,t)}static fromConfig(e,t,n={}){let r=t.cell,a=kr(r,n);return new e(Object.assign(t,{cell:a}))}};jr.className="RNN";re.registerClass(jr);var Tc=class extends qe{},Qp=class extends Tc{constructor(e){super(e);this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation==null?this.DEFAULT_ACTIVATION:e.activation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.stateSize=this.units,this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){e=lt(e),this.kernel=this.addWeight("kernel",[e[e.length-1],this.units],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias?this.bias=this.addWeight("bias",[this.units],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{if(e=e,e.length!==2)throw new B(`SimpleRNNCell expects 2 input Tensors, got ${e.length}.`);let n=e[1];e=e[0];let r=t.training==null?!1:t.training;0Fn(e),rate:this.dropout,training:r})),0Fn(n),rate:this.recurrentDropout,training:r}));let a,s=this.dropoutMask,i=this.recurrentDropoutMask;s!=null?a=Vr(P(e,s),this.kernel.read()):a=Vr(e,this.kernel.read()),this.bias!=null&&(a=Ur(a,this.bias.read())),i!=null&&(n=P(n,i));let o=se(a,Vr(n,this.recurrentKernel.read()));return this.activation!=null&&(o=this.activation.apply(o)),[o,o]})}getConfig(){let e=super.getConfig(),t={units:this.units,activation:Ha(this.activation),useBias:this.useBias,kernelInitializer:kt(this.kernelInitializer),recurrentInitializer:kt(this.recurrentInitializer),biasInitializer:kt(this.biasInitializer),kernelRegularizer:ut(this.kernelRegularizer),recurrentRegularizer:ut(this.recurrentRegularizer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),kernelConstraint:Lt(this.kernelConstraint),recurrentConstraint:Lt(this.recurrentConstraint),biasConstraint:Lt(this.biasConstraint),dropout:this.dropout,recurrentDropout:this.recurrentDropout};return Object.assign({},e,t)}};Qp.className="SimpleRNNCell";re.registerClass(Qp);var xy=class extends jr{constructor(e){e.cell=new Qp(e),super(e)}call(e,t){return z(()=>{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return new e(t)}};xy.className="SimpleRNN";re.registerClass(xy);var e0=class extends Tc{constructor(e){super(e);if(this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_RECURRENT_ACTIVATION="hardSigmoid",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",e.resetAfter)throw new B("GRUCell does not support reset_after parameter set to true.");this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation===void 0?this.DEFAULT_ACTIVATION:e.activation),this.recurrentActivation=Ga(e.recurrentActivation===void 0?this.DEFAULT_RECURRENT_ACTIVATION:e.recurrentActivation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.implementation=e.implementation,this.stateSize=this.units,this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){e=lt(e);let t=e[e.length-1];this.kernel=this.addWeight("kernel",[t,this.units*3],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units*3],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias?this.bias=this.addWeight("bias",[this.units*3],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{if(e=e,e.length!==2)throw new B(`GRUCell expects 2 input Tensors (inputs, h, c), got ${e.length}.`);let n=t.training==null?!1:t.training,r=e[1];e=e[0],0Fn(e),rate:this.dropout,training:n,count:3})),0Fn(r),rate:this.recurrentDropout,training:n,count:3}));let a=this.dropoutMask,s=this.recurrentDropoutMask,i,o,l;0{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return t.implmentation===0&&(t.implementation=1),new e(t)}};wy.className="GRU";re.registerClass(wy);var Oc=class extends Tc{constructor(e){super(e);this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_RECURRENT_ACTIVATION="hardSigmoid",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation===void 0?this.DEFAULT_ACTIVATION:e.activation),this.recurrentActivation=Ga(e.recurrentActivation===void 0?this.DEFAULT_RECURRENT_ACTIVATION:e.recurrentActivation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.unitForgetBias=e.unitForgetBias,this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.implementation=e.implementation,this.stateSize=[this.units,this.units],this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){var t;e=lt(e);let n=e[e.length-1];this.kernel=this.addWeight("kernel",[n,this.units*4],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units*4],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint);let r;if(this.useBias){if(this.unitForgetBias){let a=this.biasInitializer,s=this.units;r=new(t=class extends or{apply(i,o){let l=a.apply([s]),c=new Cp().apply([s]),u=a.apply([s*2]);return Q3(Q3(l,c),u)}},t.className="CustomInit",t)}else r=this.biasInitializer;this.bias=this.addWeight("bias",[this.units*4],null,r,this.biasRegularizer,!0,this.biasConstraint)}else this.bias=null;this.built=!0}call(e,t){return z(()=>{let n=t.training==null?!1:t.training;if(e=e,e.length!==3)throw new B(`LSTMCell expects 3 input Tensors (inputs, h, c), got ${e.length}.`);let r=e[1],a=e[2];e=e[0],0Fn(e),rate:this.dropout,training:n,count:4})),0Fn(r),rate:this.recurrentDropout,training:n,count:4}));let s=this.dropoutMask,i=this.recurrentDropoutMask,o,l,c,u;0{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return t.implmentation===0&&(t.implementation=1),new e(t)}};by.className="LSTM";re.registerClass(by);var Jp=class extends Tc{constructor(e){super(e);this.cells=e.cells}get stateSize(){let e=[];for(let t of this.cells.slice().reverse())Array.isArray(t.stateSize)?e.push(...t.stateSize):e.push(t.stateSize);return e}call(e,t){return z(()=>{e=e;let n=e.slice(1),r=[];for(let i of this.cells.slice().reverse())Array.isArray(i.stateSize)?r.push(n.splice(0,i.stateSize.length)):r.push(n.splice(0,1));r.reverse();let a=[],s;for(let i=0;i{Ni(`RNNCell_${r}`,()=>{n.build(e),Array.isArray(n.stateSize)?t=n.stateSize[0]:t=n.stateSize,e=[e[0],t]})}),this.built=!0}getConfig(){let e=super.getConfig(),t=r=>({className:r.getClassName(),config:r.getConfig()}),n={cells:this.cells.map(t)};return Object.assign({},e,n)}static fromConfig(e,t,n={}){let r=[];for(let a of t.cells)r.push(kr(a,n));return new e({cells:r})}get trainableWeights(){if(!this.trainable)return[];let e=[];for(let t of this.cells)e.push(...t.trainableWeights);return e}get nonTrainableWeights(){let e=[];for(let t of this.cells)e.push(...t.nonTrainableWeights);if(!this.trainable){let t=[];for(let n of this.cells)t.push(...n.trainableWeights);return t.concat(e)}return e}getWeights(){let e=[];for(let t of this.cells)e.push(...t.weights);return VA(e)}setWeights(e){let t=[];for(let n of this.cells){let r=n.weights.length,a=e.splice(r);for(let s=0;st7(t(),n),i=()=>Sc(s,t,r);return!a||a<=1?Ut(i().clone()):Array(a).fill(void 0).map(i).map(o=>Ut(o.clone()))}var Wte=function(e,t){var n={};for(var r in e)Object.prototype.hasOwnProperty.call(e,r)&&t.indexOf(r)<0&&(n[r]=e[r]);if(e!=null&&typeof Object.getOwnPropertySymbols=="function")for(var a=0,r=Object.getOwnPropertySymbols(e);a{if(this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null),t&&t.constants)throw new B("ConvRNN2D cell does not support constants");let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}computeOutputShape(e){let t=this.computeSingleOutputShape(e);return this.returnSequences||(t=[t[0],...t.slice(2)]),this.returnState&&(t=[t,...Array(2).fill([e[0],...t.slice(-3)])]),t}getInitialState(e){return z(()=>{let{stateSize:t}=this.cell,n=e.shape,r=this.computeSingleOutputShape(n),a=[r[0],...r.slice(2)],s=Ct(a);return Array.isArray(t)?Array(t.length).fill(s):[s]})}resetStates(e,t=!1){z(()=>{if(!this.stateful)throw new la("Cannot call resetStates() on an RNN Layer that is not stateful.");let n=this.inputSpec[0].shape,r=this.computeSingleOutputShape(n),a=[r[0],...r.slice(2)];if(n[0]==null)throw new B("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer.");if(this.getStates()==null)Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(()=>Ct(a)):this.states_=[Ct(a)];else if(e==null)ve(this.states_),this.keptStates!=null&&(ve(this.keptStates),this.keptStates=[]),Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(()=>Ct(a)):this.states_[0]=Ct(a);else{if(Array.isArray(e)||(e=[e]),e.length!==this.states_.length)throw new B(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${e.length} state value(s). 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Found ${e[n]}`);let r=e[n],a=4,s=this.kernelSize.concat([r,this.filters*a]);this.kernel=this.addWeight("kernel",s,null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint);let i=this.kernelSize.concat([this.filters,this.filters*a]);if(this.recurrentKernel=this.addWeight("recurrent_kernel",i,null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias){let o;if(this.unitForgetBias){let l=this.biasInitializer,c=this.filters;o=new(t=class extends or{apply(u,h){let d=l.apply([c]),p=Or([c]),f=l.apply([c*2]);return CA([d,p,f])}},t.className="CustomInit",t)}else o=this.biasInitializer;this.bias=this.addWeight("bias",[this.filters*a],null,o,this.biasRegularizer,!0,this.biasConstraint)}this.built=!0}call(e,t){return z(()=>{if(e.length!==3)throw new B(`ConvLSTM2DCell expects 3 input Tensors (inputs, h, c), got ${e.length}.`);let n=t.training||!1,r=e[0],a=e[1],s=e[2],i=4;0Fn(r),rate:this.dropout,training:n,count:i}));let o=this.dropoutMask,l=(Y,ae,te)=>!ae||!ae[te]?Y:P(ae[te],Y),c=l(r,o,0),u=l(r,o,1),h=l(r,o,2),d=l(r,o,3);0Fn(a),rate:this.recurrentDropout,training:n,count:i}));let p=this.recurrentDropoutMask,f=l(a,p,0),m=l(a,p,1),A=l(a,p,2),y=l(a,p,3),g=3,[w,b,_,x]=zt(this.kernel.read(),i,g),[N,T,C,F]=this.useBias?zt(this.bias.read(),i):[null,null,null,null];c=this.inputConv(c,w,N,this.padding),u=this.inputConv(u,b,T,this.padding),h=this.inputConv(h,_,C,this.padding),d=this.inputConv(d,x,F,this.padding);let[D,L,V,U]=zt(this.recurrentKernel.read(),i,g);f=this.recurrentConv(f,D),m=this.recurrentConv(m,L),A=this.recurrentConv(A,V),y=this.recurrentConv(y,U);let j=this.recurrentActivation.apply(se(c,f)),X=this.recurrentActivation.apply(se(u,m)),G=se(P(X,s),P(j,this.activation.apply(se(h,A)))),ee=P(this.recurrentActivation.apply(se(d,y)),this.activation.apply(G));return[ee,ee,G]})}getConfig(){let e=super.getConfig(),{units:t}=e,n=Wte(e,["units"]),r={filters:this.filters,kernelSize:this.kernelSize,padding:this.padding,dataFormat:this.dataFormat,dilationRate:this.dilationRate,strides:this.strides};return Object.assign({},n,r)}inputConv(e,t,n,r){let a=na(e,t,this.strides,r||"valid",this.dataFormat==="channelsFirst"?"NCHW":"NHWC",this.dilationRate);return n?Ur(a,n,this.dataFormat):a}recurrentConv(e,t){return na(e,t,1,"same",this.dataFormat==="channelsFirst"?"NCHW":"NHWC")}};t0.className="ConvLSTM2DCell";re.registerClass(t0);var _y=class extends lv{constructor(e){let t=new t0(e);super(Object.assign({},e,{cell:t}))}static fromConfig(e,t){return new e(t)}};_y.className="ConvLSTM2D";re.registerClass(_y);var n0=class extends qe{constructor(e){super(e);this.rate=Math.max(Math.min(e.rate,1),0),this.noiseShape=e.noiseShape,this.seed=e.seed,this.supportsMasking=!0}getNoiseShape(e){if(this.noiseShape==null)return this.noiseShape;let t=e.shape,n=[];for(let r=0;r{this.invokeCallHook(e,t);let n=Pe(e);if(0t7(n,this.rate,a,this.seed),()=>n,r)}return e})}getConfig(){let e={rate:this.rate,noiseShape:this.noiseShape,seed:this.seed},t=super.getConfig();return Object.assign(e,t),e}dispose(){return super.dispose()}};n0.className="Dropout";re.registerClass(n0);var vy=class extends n0{constructor(e){super(e);this.inputSpec=[{ndim:3}]}getNoiseShape(e){let t=e.shape;return[t[0],1,t[2]]}};vy.className="SpatialDropout1D";re.registerClass(vy);var ky=class extends qe{constructor(e){super(e);if(this.activation=null,this.useBias=!0,this.kernel=null,this.bias=null,this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_BIAS_INITIALIZER="zeros",e.batchInputShape==null&&e.inputShape==null&&e.inputDim!=null){let t=null;e.batchSize!=null&&(t=e.batchSize),this.batchInputShape=[t,e.inputDim]}this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation),e.useBias!=null&&(this.useBias=e.useBias),this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelConstraint=Wt(e.kernelConstraint),this.biasConstraint=Wt(e.biasConstraint),this.kernelRegularizer=gt(e.kernelRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.activityRegularizer=gt(e.activityRegularizer),this.supportsMasking=!0,this.inputSpec=[{minNDim:2}]}build(e){e=lt(e);let t=e[e.length-1];this.kernel==null&&(this.kernel=this.addWeight("kernel",[t,this.units],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.units],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint))),this.inputSpec=[{minNDim:2,axes:{[-1]:t}}],this.built=!0}computeOutputShape(e){e=lt(e);let t=e.slice();return t[t.length-1]=this.units,t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e),r=U3(this.activation.getClassName()),a;return r!=null?a=Vr(n,this.kernel.read(),r,this.bias?this.bias.read():null):(a=Vr(n,this.kernel.read()),this.bias!=null&&(a=Ur(a,this.bias.read())),this.activation!=null&&(a=this.activation.apply(a))),a})}getConfig(){let e={units:this.units,activation:Ha(this.activation),useBias:this.useBias,kernelInitializer:kt(this.kernelInitializer),biasInitializer:kt(this.biasInitializer),kernelRegularizer:ut(this.kernelRegularizer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),kernelConstraint:Lt(this.kernelConstraint),biasConstraint:Lt(this.biasConstraint)},t=super.getConfig();return Object.assign(e,t),e}};ky.className="Dense";re.registerClass(ky);var Iy=class extends qe{constructor(e){e=e||{},super(e),this.inputSpec=[{minNDim:3}],this.dataFormat=e.dataFormat}computeOutputShape(e){e=lt(e);for(let t of e.slice(1))if(t==null)throw new B(`The shape of the input to "Flatten" is not fully defined (got ${e.slice(1)}). 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${e.shape.length}`),v.assert(e.shape.length>=2,()=>`batchDot requires the rank of y to be >= 2, but got ${t.shape.length}`),typeof n=="number"&&(n=[n,n]),e.dtype==="complex64"||t.dtype==="complex64")throw new $e("batchDot is not implemented for complex64-type Tensors yet.");let r=e.shape.length,a=t.shape.length;n==null&&(n=[r-1,a-2]);let s=n;return z(()=>{let i;if(r>a){i=r-a;let l=[];for(let c=0;cr){i=a-r;let l=[];for(let c=0;c0){let l;r>a?l=r+a-3:l=r-1;let c=[];for(let u=l;u"A `Dot` layer should be called on a list of exactly 2 inputs.");let t=e[0],n=e[1];if(t.length>3||n.length>3)throw new $e("Dot layer does not support tensors of 4D or higher rank yet.");let r=this.interpretAxes(t,n);if(t[r[0]]!==n[r[1]])throw new B(`Dimension incompatibility: ${t[r[0]]} !== ${n[r[1]]}`)}mergeFunction(e){if(e.length!==2)throw new B(`A \`Dot\` layer must be called on exactly 2 inputs, but received ${e.length} input(s).`);let t=e[0],n=e[1],r;return Array.isArray(this.axes)?r=this.axes.map((a,s)=>zc(a,e[s].shape.length)):r=[zc(this.axes,t.shape.length),zc(this.axes,n.shape.length)],this.normalize&&(t=Bp(t,r[0]),n=Bp(n,r[1])),Bte(t,n,r)}interpretAxes(e,t){let n;return Array.isArray(this.axes)?n=this.axes:n=[zc(this.axes,e.length),zc(this.axes,t.length)],n}computeOutputShape(e){v.assert(Array.isArray(e)&&e.length===2&&Array.isArray(e[0])&&Array.isArray(e[1]),()=>"A `Dot` layer should be called on a list of exactly 2 inputs.");let t=e[0].slice(),n=e[1].slice();if(t.length>3||n.length>3)throw new $e("Dot layer does not support tensors of 4D or higher rank yet.");let r=this.interpretAxes(t,n);t.splice(r[0],1),n.splice(r[1],1),n.splice(0,1);let a=t.concat(n);return a.length===1&&a.push(1),a}computeMask(e,t){return null}getConfig(){let e={axes:this.axes,normalize:this.normalize},t=super.getConfig();return Object.assign(e,t),e}};Py.className="Dot";re.registerClass(Py);var Ly=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.stddev=e.stddev}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={stddev:this.stddev};return Object.assign(t,e),t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e);return Sc(()=>Tp(n.shape,0,this.stddev).add(n),()=>n,t.training||!1)})}};Ly.className="GaussianNoise";re.registerClass(Ly);var Wy=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.rate=e.rate}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={rate:this.rate};return Object.assign(t,e),t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e);return this.rate>0&&this.rate<1?Sc(()=>{let r=Math.sqrt(this.rate/(1-this.rate));return n.mul(Tp(n.shape,1,r))},()=>n,t.training||!1):n})}};Wy.className="GaussianDropout";re.registerClass(Wy);var By=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.rate=e.rate,this.noiseShape=e.noiseShape}_getNoiseShape(e){return this.noiseShape||Pe(e).shape}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={rate:this.rate};return Object.assign(t,e),t}call(e,t){return z(()=>{if(this.rate<1&&this.rate>0){let n=this._getNoiseShape(e);return Sc(()=>{let r=Pe(e),a=1.6732632423543772,s=1.0507009873554805,i=-a*s,o=Da(Al(n),this.rate);o=kc(o,"float32");let l=((1-this.rate)*(1+this.rate*i**2))**-.5,c=-l*i*this.rate;return r.mul(o).add(o.add(-1).mul(i)).mul(l).add(c)},()=>Pe(e),t.training||!1)}return e})}};By.className="AlphaDropout";re.registerClass(By);function Pc(e,t,n,r,a,s=.001){let i;if(e.rank===2)i=Q5(e,t,n,r,a,s);else if(e.rank===3)i=ex(e,t,n,r,a,s);else if(e.rank===4)i=tx(e,t,n,r,a,s);else throw new $e(`batchNormalization is not implemented for array of rank ${e.rank} yet`);return i}function Vte(e,t,n,r,a=.001){return z(()=>{let s=Nd(e,r),i=s.mean,o=s.variance;return[Pc(e,i,o,n,t,a),i,o]})}function Ute(e,t,n,r,a=.001){return z(()=>{let s=Nd(e,r),i=s.mean,o=s.variance,l=[];for(let p of 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r=[n];this.scale&&(this.gamma=this.addWeight("gamma",r,null,this.gammaInitializer,this.gammaRegularizer,!0,this.gammaConstraint)),this.center&&(this.beta=this.addWeight("beta",r,null,this.betaInitializer,this.betaRegularizer,!0,this.betaConstraint)),this.movingMean=this.addWeight("moving_mean",r,null,this.movingMeanInitializer,null,!1),this.movingVariance=this.addWeight("moving_variance",r,null,this.movingVarianceInitializer,null,!1),this.built=!0}call(e,t){return z(()=>{let n=t.training==null?!1:t.training,r=Pe(e),a=r.shape,s=a.length,i=_r(0,s),o=this.axis>=0?this.axis:this.axis+s;i.splice(o,1);let l=vi(1,s);l[o]=a[o];let c=i.slice();c.sort();let u=!v.arraysEqual(c,_r(0,s).slice(0,s-1)),h=()=>{if(u){let A=this.movingMean.read().reshape(l),y=this.movingVariance.read().reshape(l),g=this.center?this.beta.read().reshape(l):null,w=this.scale?this.gamma.read().reshape(l):null;return Pc(r,A,y,g,w,this.epsilon)}else return 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extends qe{constructor(e){if(e==null&&(e={}),super(e),this.axis=e.axis==null?-1:e.axis,typeof this.axis=="number"){if(!Number.isInteger(this.axis))throw new Error(`Expected axis to be an integer, but received ${this.axis}`)}else if(Array.isArray(this.axis)){for(let t of this.axis)if(!Number.isInteger(t))throw new Error(`Expected axis to be an array of integers, but received ${JSON.stringify(this.axis)}`)}else throw new Error(`Expected axis to be an integer or an array of integers, but received ${JSON.stringify(this.axis)}`);this.epsilon=e.epsilon==null?.001:e.epsilon,this.center=e.center==null?!0:e.center,this.scale=e.scale==null?!0:e.scale,this.betaInitializer=yt(e.betaInitializer||"zeros"),this.gammaInitializer=yt(e.gammaInitializer||"ones"),this.betaRegularizer=gt(e.betaRegularizer),this.gammaRegularizer=gt(e.gammaRegularizer),this.supportsMasking=!0}build(e){e=lt(e);let t=e.length;typeof this.axis=="number"&&(this.axis=[this.axis]);for(let a=0;a=t)throw new Error(`Invalid axis: 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s==="max"?i=Ku(e,t,n,o):i=Vu(e,t,n,o),a==="channelsFirst"&&(i=nt(i,[0,3,1,2])),i})}function uv(e,t,n,r,a,s){return z(()=>{St(a),q3(s),Kn(r),n==null&&(n=[1,1,1]),r==null&&(r="valid"),a==null&&(a=wr()),s==null&&(s="max"),e=rv(e,a);let i,o=r==="same"?"same":"valid";return s==="max"?i=dm(e,t,n,o):i=Jf(e,t,n,o),a==="channelsFirst"&&(i=nt(i,[0,4,1,2,3])),i})}var cv=class extends qe{constructor(e){if(e.poolSize==null&&(e.poolSize=2),super(e),typeof e.poolSize=="number")this.poolSize=[e.poolSize];else if(Array.isArray(e.poolSize)&&e.poolSize.length===1&&typeof e.poolSize[0]=="number")this.poolSize=e.poolSize;else throw new B(`poolSize for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(e.poolSize)}`);if(Ht(this.poolSize,"poolSize"),e.strides==null)this.strides=this.poolSize;else if(typeof e.strides=="number")this.strides=[e.strides];else if(Array.isArray(e.strides)&&e.strides.length===1&&typeof e.strides[0]=="number")this.strides=e.strides;else throw new B(`strides for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(e.strides)}`);Ht(this.strides,"strides"),this.padding=e.padding==null?"valid":e.padding,Kn(this.padding),this.inputSpec=[new Gt({ndim:3})]}computeOutputShape(e){e=lt(e);let t=Ir(e[1],this.poolSize[0],this.padding,this.strides[0]);return[e[0],t,e[2]]}call(e,t){return z(()=>{this.invokeCallHook(e,t),e=Ic(Pe(e),2);let n=this.poolingFunction(Pe(e),[this.poolSize[0],1],[this.strides[0],1],this.padding,"channelsLast");return Oa(n,[2])})}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides},t=super.getConfig();return Object.assign(e,t),e}},Hy=class extends cv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"max")}};Hy.className="MaxPooling1D";re.registerClass(Hy);var Gy=class extends cv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return 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t=Ir(t,this.poolSize[0],this.padding,this.strides[0]),n=Ir(n,this.poolSize[1],this.padding,this.strides[1]),this.dataFormat==="channelsFirst"?[e[0],e[1],t,n]:[e[0],t,n,e[3]]}call(e,t){return z(()=>(this.invokeCallHook(e,t),this.poolingFunction(Pe(e),this.poolSize,this.strides,this.padding,this.dataFormat)))}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},qy=class extends hv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"max")}};qy.className="MaxPooling2D";re.registerClass(qy);var Xy=class extends hv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"avg")}};Xy.className="AveragePooling2D";re.registerClass(Xy);var dv=class extends qe{constructor(e){if(e.poolSize==null&&(e.poolSize=[2,2,2]),super(e),this.poolSize=Array.isArray(e.poolSize)?e.poolSize:[e.poolSize,e.poolSize,e.poolSize],e.strides==null)this.strides=this.poolSize;else if(Array.isArray(e.strides)){if(e.strides.length!==3)throw new B(`If the strides property of a 3D pooling layer is an Array, it is expected to have a length of 3, but received length ${e.strides.length}.`);this.strides=e.strides}else this.strides=[e.strides,e.strides,e.strides];Ht(this.poolSize,"poolSize"),Ht(this.strides,"strides"),this.padding=e.padding==null?"valid":e.padding,this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),Kn(this.padding),this.inputSpec=[new Gt({ndim:5})]}computeOutputShape(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?e[2]:e[1],n=this.dataFormat==="channelsFirst"?e[3]:e[2],r=this.dataFormat==="channelsFirst"?e[4]:e[3];return t=Ir(t,this.poolSize[0],this.padding,this.strides[0]),n=Ir(n,this.poolSize[1],this.padding,this.strides[1]),r=Ir(r,this.poolSize[2],this.padding,this.strides[2]),this.dataFormat==="channelsFirst"?[e[0],e[1],t,n,r]:[e[0],t,n,r,e[4]]}call(e,t){return z(()=>(this.invokeCallHook(e,t),this.poolingFunction(Pe(e),this.poolSize,this.strides,this.padding,this.dataFormat)))}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},Ky=class extends dv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),uv(e,t,n,r,a,"max")}};Ky.className="MaxPooling3D";re.registerClass(Ky);var Zy=class extends dv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),uv(e,t,n,r,a,"avg")}};Zy.className="AveragePooling3D";re.registerClass(Zy);var pv=class extends qe{constructor(e){super(e);this.inputSpec=[new Gt({ndim:3})]}computeOutputShape(e){return[e[0],e[2]]}call(e,t){throw new $e}},Yy=class extends pv{constructor(e){super(e||{})}call(e,t){return z(()=>{let n=Pe(e);return vt(n,1)})}};Yy.className="GlobalAveragePooling1D";re.registerClass(Yy);var Jy=class extends pv{constructor(e){super(e||{})}call(e,t){return z(()=>{let n=Pe(e);return vn(n,1)})}};Jy.className="GlobalMaxPooling1D";re.registerClass(Jy);var fv=class extends qe{constructor(e){super(e);this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),this.inputSpec=[new Gt({ndim:4})]}computeOutputShape(e){return e=e,this.dataFormat==="channelsLast"?[e[0],e[3]]:[e[0],e[1]]}call(e,t){throw new $e}getConfig(){let e={dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},Qy=class extends fv{call(e,t){return z(()=>{let n=Pe(e);return this.dataFormat==="channelsLast"?vt(n,[1,2]):vt(n,[2,3])})}};Qy.className="GlobalAveragePooling2D";re.registerClass(Qy);var e2=class extends fv{call(e,t){return z(()=>{let n=Pe(e);return 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Cne=[{tfOpName:"FusedBatchNorm",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"FusedBatchNormV2",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"FusedBatchNormV3",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"LRN",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}],attrs:[{tfName:"depth_radius",name:"radius",type:"number",defaultValue:5},{tfName:"bias",name:"bias",type:"number",defaultValue:1},{tfName:"alpha",name:"alpha",type:"number",defaultValue:1},{tfName:"beta",name:"beta",type:"number",defaultValue:.5}]},{tfOpName:"Softmax",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"LogSoftmax",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"SparseToDense",category:"normalization",inputs:[{start:0,name:"sparseIndices",type:"tensor"},{start:1,name:"outputShape",type:"number[]"},{start:2,name:"sparseValues",type:"tensor"},{start:3,name:"defaultValue",type:"tensor"}],attrs:[{tfName:"validate_indices",name:"validateIndices",type:"bool",defaultValue:!0,notSupported:!0}]}],zv={};Oe(zv,{json:()=>Ene});var 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Mne=[{tfOpName:"FFT",category:"spectral",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"IFFT",category:"spectral",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"RFFT",category:"spectral",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"fft_length",type:"number",notSupported:!0}]},{tfOpName:"IRFFT",category:"spectral",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"fft_length",type:"number",notSupported:!0}]}],Wv={};Oe(Wv,{json:()=>Fne});var 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t.atob(e);if(typeof Buffer!="undefined")return new Buffer(e,"base64").toString();throw new Error("Unable to decode base64 in this environment. 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r=e[t];return r&&r.shape?jv(r.shape):n}function h2(e,t,n){let r=e[t];return r?((r.list.f&&r.list.f.length?r.list.f:r.list.i)||[]).map(a=>typeof a=="number"?a:parseInt(a,10)):n}function d2(e,t,n,r=!1){let a=e[t];return a&&a.list&&a.list.s?a.list.s.map(s=>Uv(s,r)):n}function p2(e,t,n){let r=e[t];return r&&r.list&&r.list.shape?r.list.shape.map(a=>jv(a)):n}function f2(e,t,n){let r=e[t];return r&&r.list&&r.list.b?r.list.b:n}var Dne=class{constructor(e,t,n){this.node=e,this.tensorMap=t,this.context=n,this.inputs=[],this.attrs={},this.inputs=e.inputNames.map(r=>this.getInput(r)),e.rawAttrs!=null&&(this.attrs=Object.keys(e.rawAttrs).reduce((r,a)=>(r[a]=this.getAttr(a),r),{}))}getInput(e){return Cn(e,this.tensorMap,this.context)}getAttr(e,t){let n=this.node.rawAttrs[e];if(n.tensor!=null)return Cn(e,this.tensorMap,this.context);if(n.i!=null||n.f!=null)return i2(this.node.rawAttrs,e,t);if(n.s!=null)return a2(this.node.rawAttrs,e,t);if(n.b!=null)return s2(this.node.rawAttrs,e,t);if(n.shape!=null)return c2(this.node.rawAttrs,e,t);if(n.type!=null)return l2(this.node.rawAttrs,e,t);if(n.list!=null){if(n.list.i!=null||n.list.f!=null)return h2(this.node.rawAttrs,e,t);if(n.list.s!=null)return d2(this.node.rawAttrs,e,t);if(n.list.shape!=null)return p2(this.node.rawAttrs,e,t);if(n.list.b!=null)return f2(this.node.rawAttrs,e,t);if(n.list.type!=null)return u2(this.node.rawAttrs,e,t)}return t}},One=(e,t,n)=>{switch(e.op){case"BiasAdd":case"AddV2":case"Add":return[se(k("a",e,t,n),k("b",e,t,n))];case"AddN":return[Ra(k("tensors",e,t,n))];case"FloorMod":case"Mod":return[fm(k("a",e,t,n),k("b",e,t,n))];case"Mul":return[P(k("a",e,t,n),k("b",e,t,n))];case"RealDiv":case"Div":return[me(k("a",e,t,n),k("b",e,t,n))];case"DivNoNan":return[am(k("a",e,t,n),k("b",e,t,n))];case"FloorDiv":return[pd(k("a",e,t,n),k("b",e,t,n))];case"Sub":return[Ae(k("a",e,t,n),k("b",e,t,n))];case"Minimum":return[ml(k("a",e,t,n),k("b",e,t,n))];case"Maximum":return[Dr(k("a",e,t,n),k("b",e,t,n))];case"Pow":return[aa(k("a",e,t,n),k("b",e,t,n))];case"SquaredDifference":return[zd(k("a",e,t,n),k("b",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}},zne=(e,t,n)=>{switch(e.op){case"Abs":case"ComplexAbs":return[Dt(k("x",e,t,n))];case"Acos":return[Vf(k("x",e,t,n))];case"Acosh":return[Uf(k("x",e,t,n))];case"Asin":return[Hf(k("x",e,t,n))];case"Asinh":return[Gf(k("x",e,t,n))];case"Atan":return[qf(k("x",e,t,n))];case"Atan2":return[Xf(k("x",e,t,n),k("y",e,t,n))];case"Atanh":return[Kf(k("x",e,t,n))];case"Ceil":return[Qf(k("x",e,t,n))];case"Complex":return[Sa(k("real",e,t,n),k("imag",e,t,n))];case"Cos":return[Hu(k("x",e,t,n))];case"Cosh":return[gd(k("x",e,t,n))];case"Elu":return[hl(k("x",e,t,n))];case"Erf":return[sm(k("x",e,t,n))];case"Exp":return[Gn(k("x",e,t,n))];case"Expm1":return[im(k("x",e,t,n))];case"Floor":return[dl(k("x",e,t,n))];case"Log":return[Mn(k("x",e,t,n))];case"Log1p":return[_d(k("x",e,t,n))];case"Imag":return[wd(k("x",e,t,n))];case"Neg":return[_t(k("x",e,t,n))];case"Reciprocal":return[ym(k("x",e,t,n))];case"Real":return[Ju(k("x",e,t,n))];case"Relu":return[zr(k("x",e,t,n))];case"Round":return[gm(k("x",e,t,n))];case"Selu":return[Rd(k("x",e,t,n))];case"Sigmoid":return[Rn(k("x",e,t,n))];case"Sin":return[Md(k("x",e,t,n))];case"Sign":return[wm(k("x",e,t,n))];case"Sinh":return[Fd(k("x",e,t,n))];case"Softplus":return[pl(k("x",e,t,n))];case"Sqrt":return[Jt(k("x",e,t,n))];case"Square":return[it(k("x",e,t,n))];case"Tanh":return[ll(k("x",e,t,n))];case"Tan":return[vm(k("x",e,t,n))];case"ClipByValue":return[bn(k("x",e,t,n),k("clipValueMin",e,t,n),k("clipValueMax",e,t,n))];case"Relu6":return[Cd(k("x",e,t,n))];case"Rsqrt":return[Ed(Cn(e.inputNames[0],t,n))];case"Prod":return[Sd(k("x",e,t,n),k("axes",e,t,n))];case"LeakyRelu":return[qu(k("x",e,t,n),k("alpha",e,t,n))];case"Prelu":return[Yu(k("x",e,t,n),k("alpha",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}};function ur(e,t,n=""){if(!(typeof e=="number"||typeof t=="number")){v.assert(e.length===t.length,()=>n+` Shapes ${e} and ${t} must match`);for(let r=0;rn+` Shapes ${e} and ${t} must match`)}}}function Hv(e){return!(typeof e=="number"||e.some(t=>t<0))}function Lc(e,t,n){let r=m2(e,n),a=!Hv(r);if(a&&t.length===0)throw new Error(`Tried to calculate elements of an empty list with non-fully-defined elementShape: ${r}`);if(a&&t.forEach(s=>{r=m2(s.shape,r)}),!Hv(r))throw new Error(`Non-fully-defined elementShape: ${r}`);return r}function m2(e,t){if(typeof e=="number")return t;if(typeof t=="number")return e;if(e.length!==t.length)throw new Error(`Incompatible ranks during merge: ${e} vs. ${t}`);let n=[];for(let r=0;r=0&&s>=0&&a!==s)throw new Error(`Incompatible shape during merge: ${e} vs. ${t}`);n[r]=a>=0?a:s}return n}var Pne=class{constructor(e,t,n,r,a,s,i){this.name=e,this.dtype=t,this.maxSize=n,this.elementShape=r,this.identicalElementShapes=a,this.dynamicSize=s,this.clearAfterRead=i,this.tensors=[],this.closed_=!1,this.idTensor=ge(0),Ut(this.idTensor)}get id(){return this.idTensor.id}get closed(){return this.closed_}clearAndClose(e){this.tensors.forEach(t=>{(e==null||!e.has(t.tensor.id))&&t.tensor.dispose()}),this.tensors=[],this.closed_=!0,this.idTensor.dispose()}size(){return this.tensors.length}read(e){if(this.closed_)throw new Error(`TensorArray ${this.name} has already been closed.`);if(e<0||e>=this.size())throw new Error(`Tried to read from index ${e}, but array size is: ${this.size()}`);let t=this.tensors[e];if(t.cleared)throw new Error(`TensorArray ${this.name}: Could not read index ${e} twice because it was cleared after a previous read (perhaps try setting clear_after_read = false?).`);return this.clearAfterRead&&(t.cleared=!0),t.read=!0,t.tensor}readMany(e){return e.map(t=>this.read(t))}write(e,t){if(this.closed_)throw new Error(`TensorArray ${this.name} has already been closed.`);if(e<0||!this.dynamicSize&&e>=this.maxSize)throw new Error(`Tried to write to index ${e}, but array is not resizeable and size is: ${this.maxSize}`);let n=this.tensors[e]||{};if(t.dtype!==this.dtype)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, + because the value dtype is ${t.dtype}, but TensorArray dtype is ${this.dtype}.`);if(this.size()===0&&(this.elementShape==null||this.elementShape.length===0)&&(this.elementShape=t.shape),ur(this.elementShape,t.shape,`TensorArray ${this.name}: Could not write to TensorArray index ${e}.`),n.read)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, because it has already been read.`);if(n.written)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, because it has already been written.`);n.tensor=t,Ut(t),n.written=!0,this.tensors[e]=n}writeMany(e,t){if(e.length!==t.length)throw new Error(`TensorArray ${this.name}: could not write multiple tensors,because the index size: ${e.length} is not the same as tensors size: ${t.length}.`);e.forEach((n,r)=>this.write(n,t[r]))}gather(e,t){if(!!t&&t!==this.dtype)throw new Error(`TensorArray dtype is ${this.dtype} but gather requested dtype ${t}`);if(e)e=e.slice(0,this.size());else{e=[];for(let r=0;r=this.maxSize)throw new Error(`Max index must be < array size (${n} vs. ${this.maxSize})`);this.writeMany(e,ar(t,0))}split(e,t){if(t.dtype!==this.dtype)throw new Error(`TensorArray dtype is ${this.dtype} but tensor has dtype ${t.dtype}`);let n=0,r=e.map(o=>(n+=o,n));if(n!==t.shape[0])throw new Error(`Expected sum of lengths to be equal to tensor.shape[0], but sum of lengths is - ${totalLength}, and tensor's shape is: ${tensor2.shape}`); - } - if (!this.dynamicSize && length.length !== this.maxSize) { - throw new Error(`TensorArray's size is not equal to the size of lengths (${this.maxSize} vs. ${length.length}), and the TensorArray is not marked as dynamically resizeable`); - } - const elementPerRow = totalLength === 0 ? 0 : tensor2.size / totalLength; - const tensors = []; - tidy(() => { - tensor2 = reshape(tensor2, [1, totalLength, elementPerRow]); - for (let i = 0; i < length.length; ++i) { - const previousLength = i === 0 ? 0 : cumulativeLengths[i - 1]; - const indices2 = [0, previousLength, 0]; - const sizes = [1, length[i], elementPerRow]; - tensors[i] = reshape(slice(tensor2, indices2, sizes), this.elementShape); - } - return tensors; - }); - const indices = []; - for (let i = 0; i < length.length; i++) { - indices[i] = i; - } - this.writeMany(indices, tensors); - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TensorList = class { - constructor(tensors, elementShape, elementDtype, maxNumElements = -1) { - this.tensors = tensors; - this.elementShape = elementShape; - this.elementDtype = elementDtype; - if (tensors != null) { - tensors.forEach((tensor2) => { - if (elementDtype !== tensor2.dtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${tensor2.dtype}`); - } - assertShapesMatchAllowUndefinedSize(elementShape, tensor2.shape, "TensorList shape mismatch: "); - keep(tensor2); - }); - } - this.idTensor = scalar(0); - this.maxNumElements = maxNumElements; - keep(this.idTensor); - } - get id() { - return this.idTensor.id; - } - copy() { - return new TensorList([...this.tensors], this.elementShape, this.elementDtype); - } - clearAndClose(keepIds) { - this.tensors.forEach((tensor2) => { - if (keepIds == null || !keepIds.has(tensor2.id)) { - tensor2.dispose(); - } - }); - this.tensors.length = 0; - this.idTensor.dispose(); - } - size() { - return this.tensors.length; - } - stack(elementShape, elementDtype, numElements = -1) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (numElements !== -1 && this.tensors.length !== numElements) { - throw new Error(`Operation expected a list with ${numElements} elements but got a list with ${this.tensors.length} elements.`); - } - assertShapesMatchAllowUndefinedSize(elementShape, this.elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - return tidy(() => { - const reshapedTensors = this.tensors.map((tensor2) => reshape(tensor2, outputElementShape)); - return stack(reshapedTensors, 0); - }); - } - popBack(elementShape, elementDtype) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (this.size() === 0) { - throw new Error("Trying to pop from an empty list."); - } - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - const tensor2 = this.tensors.pop(); - assertShapesMatchAllowUndefinedSize(tensor2.shape, elementShape, "TensorList shape mismatch: "); - return reshape(tensor2, outputElementShape); - } - pushBack(tensor2) { - if (tensor2.dtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${this.elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(tensor2.shape, this.elementShape, "TensorList shape mismatch: "); - if (this.maxNumElements === this.size()) { - throw new Error(`Trying to push element into a full list.`); - } - keep(tensor2); - this.tensors.push(tensor2); - } - resize(size) { - if (size < 0) { - throw new Error(`TensorListResize expects size to be non-negative. Got: ${size}`); - } - if (this.maxNumElements !== -1 && size > this.maxNumElements) { - throw new Error(`TensorListResize input size ${size} is greater maxNumElement ${this.maxNumElements}.`); - } - this.tensors.length = size; - } - getItem(elementIndex, elementShape, elementDtype) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (elementIndex < 0 || elementIndex > this.tensors.length) { - throw new Error(`Trying to access element ${elementIndex} in a list with ${this.tensors.length} elements.`); - } - if (this.tensors[elementIndex] == null) { - throw new Error(`element at index ${elementIndex} is null.`); - } - assertShapesMatchAllowUndefinedSize(this.tensors[elementIndex].shape, elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - return reshape(this.tensors[elementIndex], outputElementShape); - } - setItem(elementIndex, tensor2) { - if (tensor2.dtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${this.elementDtype}`); - } - if (elementIndex < 0 || this.maxNumElements !== -1 && elementIndex >= this.maxNumElements) { - throw new Error(`Trying to set element ${elementIndex} in a list with max ${this.maxNumElements} elements.`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, tensor2.shape, "TensorList shape mismatch: "); - keep(tensor2); - this.tensors[elementIndex] = tensor2; - } - gather(indices, elementDtype, elementShape) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, elementShape, "TensorList shape mismatch: "); - indices = indices.slice(0, this.size()); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - if (indices.length === 0) { - return tensor([], [0].concat(outputElementShape)); - } - return tidy(() => { - const tensors = indices.map((i) => reshape(this.tensors[i], outputElementShape)); - return stack(tensors, 0); - }); - } - concat(elementDtype, elementShape) { - if (!!elementDtype && elementDtype !== this.elementDtype) { - throw new Error(`TensorList dtype is ${this.elementDtype} but concat requested dtype ${elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - if (this.size() === 0) { - return tensor([], [0].concat(outputElementShape)); - } - return tidy(() => { - const tensors = this.tensors.map((t) => reshape(t, outputElementShape)); - return concat(tensors, 0); - }); - } -}; -function fromTensor(tensor2, elementShape, elementDtype) { - const dtype = tensor2.dtype; - if (tensor2.shape.length < 1) { - throw new Error(`Tensor must be at least a vector, but saw shape: ${tensor2.shape}`); - } - if (tensor2.dtype !== elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${elementDtype}`); - } - const tensorElementShape = tensor2.shape.slice(1); - assertShapesMatchAllowUndefinedSize(tensorElementShape, elementShape, "TensorList shape mismatch: "); - const tensorList = unstack(tensor2); - return new TensorList(tensorList, elementShape, dtype); -} -function reserve(elementShape, elementDtype, numElements) { - return new TensorList([], elementShape, elementDtype, numElements); -} -function scatter(tensor2, indices, elementShape, numElements) { - if (indices.length !== tensor2.shape[0]) { - throw new Error(`Expected len(indices) == tensor.shape[0], but saw: ${indices.length} vs. ${tensor2.shape[0]}`); - } - const maxIndex = Math.max(...indices); - if (numElements != null && numElements !== -1 && maxIndex >= numElements) { - throw new Error(`Max index must be < array size (${maxIndex} vs. ${numElements})`); - } - const list = new TensorList([], elementShape, tensor2.dtype, numElements); - const tensors = unstack(tensor2, 0); - indices.forEach((value, index) => { - list.setItem(value, tensors[index]); - }); - return list; -} -function split2(tensor2, length, elementShape) { - let totalLength = 0; - const cumulativeLengths = length.map((len) => { - totalLength += len; - return totalLength; - }); - if (totalLength !== tensor2.shape[0]) { - throw new Error(`Expected sum of lengths to be equal to + ${n}, and tensor's shape is: ${t.shape}`);if(!this.dynamicSize&&e.length!==this.maxSize)throw new Error(`TensorArray's size is not equal to the size of lengths (${this.maxSize} vs. ${e.length}), and the TensorArray is not marked as dynamically resizeable`);let a=n===0?0:t.size/n,s=[];z(()=>{t=H(t,[1,n,a]);for(let o=0;o{if(n!==a.dtype)throw new Error(`Invalid data types; op elements ${n}, but list elements ${a.dtype}`);ur(t,a.shape,"TensorList shape mismatch: "),Ut(a)}),this.idTensor=ge(0),this.maxNumElements=r,Ut(this.idTensor)}get id(){return this.idTensor.id}copy(){return new Wc([...this.tensors],this.elementShape,this.elementDtype)}clearAndClose(e){this.tensors.forEach(t=>{(e==null||!e.has(t.id))&&t.dispose()}),this.tensors.length=0,this.idTensor.dispose()}size(){return this.tensors.length}stack(e,t,n=-1){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);if(n!==-1&&this.tensors.length!==n)throw new Error(`Operation expected a list with ${n} elements but got a list with ${this.tensors.length} elements.`);ur(e,this.elementShape,"TensorList shape mismatch: ");let r=Lc(this.elementShape,this.tensors,e);return z(()=>{let a=this.tensors.map(s=>H(s,r));return un(a,0)})}popBack(e,t){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);if(this.size()===0)throw new Error("Trying to pop from an empty list.");let n=Lc(this.elementShape,this.tensors,e),r=this.tensors.pop();return ur(r.shape,e,"TensorList shape mismatch: "),H(r,n)}pushBack(e){if(e.dtype!==this.elementDtype)throw new Error(`Invalid data types; op elements ${e.dtype}, but list elements ${this.elementDtype}`);if(ur(e.shape,this.elementShape,"TensorList shape mismatch: "),this.maxNumElements===this.size())throw new Error("Trying to push element into a full list.");Ut(e),this.tensors.push(e)}resize(e){if(e<0)throw new Error(`TensorListResize expects size to be non-negative. Got: ${e}`);if(this.maxNumElements!==-1&&e>this.maxNumElements)throw new Error(`TensorListResize input size ${e} is greater maxNumElement ${this.maxNumElements}.`);this.tensors.length=e}getItem(e,t,n){if(n!==this.elementDtype)throw new Error(`Invalid data types; op elements ${n}, but list elements ${this.elementDtype}`);if(e<0||e>this.tensors.length)throw new Error(`Trying to access element ${e} in a list with ${this.tensors.length} elements.`);if(this.tensors[e]==null)throw new Error(`element at index ${e} is null.`);ur(this.tensors[e].shape,t,"TensorList shape mismatch: ");let r=Lc(this.elementShape,this.tensors,t);return H(this.tensors[e],r)}setItem(e,t){if(t.dtype!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t.dtype}, but list elements ${this.elementDtype}`);if(e<0||this.maxNumElements!==-1&&e>=this.maxNumElements)throw new Error(`Trying to set element ${e} in a list with max ${this.maxNumElements} elements.`);ur(this.elementShape,t.shape,"TensorList shape mismatch: "),Ut(t),this.tensors[e]=t}gather(e,t,n){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);ur(this.elementShape,n,"TensorList shape mismatch: "),e=e.slice(0,this.size());let r=Lc(this.elementShape,this.tensors,n);return e.length===0?yr([],[0].concat(r)):z(()=>{let a=e.map(s=>H(this.tensors[s],r));return un(a,0)})}concat(e,t){if(!!e&&e!==this.elementDtype)throw new Error(`TensorList dtype is ${this.elementDtype} but concat requested dtype ${e}`);ur(this.elementShape,t,"TensorList shape mismatch: ");let n=Lc(this.elementShape,this.tensors,t);return this.size()===0?yr([],[0].concat(n)):z(()=>{let r=this.tensors.map(a=>H(a,n));return rt(r,0)})}};function Lne(e,t,n){let r=e.dtype;if(e.shape.length<1)throw new Error(`Tensor must be at least a vector, but saw shape: ${e.shape}`);if(e.dtype!==n)throw new Error(`Invalid data types; op elements ${e.dtype}, but list elements ${n}`);let a=e.shape.slice(1);ur(a,t,"TensorList shape mismatch: ");let s=ar(e);return new Wc(s,t,r)}function Wne(e,t,n){return new Wc([],e,t,n)}function Bne(e,t,n,r){if(t.length!==e.shape[0])throw new Error(`Expected len(indices) == tensor.shape[0], but saw: ${t.length} vs. ${e.shape[0]}`);let a=Math.max(...t);if(r!=null&&r!==-1&&a>=r)throw new Error(`Max index must be < array size (${a} vs. ${r})`);let s=new Wc([],n,e.dtype,r),i=ar(e,0);return t.forEach((o,l)=>{s.setItem(o,i[l])}),s}function Vne(e,t,n){let r=0,a=t.map(u=>(r+=u,r));if(r!==e.shape[0])throw new Error(`Expected sum of lengths to be equal to tensor.shape[0], but sum of lengths is - ${totalLength}, and tensor's shape is: ${tensor2.shape}`); - } - const shapeWithoutFirstDim = tensor2.shape.slice(1); - const outputElementShape = mergeElementShape(shapeWithoutFirstDim, elementShape); - const elementPerRow = totalLength === 0 ? 0 : tensor2.size / totalLength; - const tensors = tidy(() => { - const tensors2 = []; - tensor2 = reshape(tensor2, [1, totalLength, elementPerRow]); - for (let i = 0; i < length.length; ++i) { - const previousLength = i === 0 ? 0 : cumulativeLengths[i - 1]; - const indices = [0, previousLength, 0]; - const sizes = [1, length[i], elementPerRow]; - tensors2[i] = reshape(slice(tensor2, indices, sizes), outputElementShape); - } - tensor2.dispose(); - return tensors2; - }); - const list = new TensorList([], elementShape, tensor2.dtype, length.length); - for (let i = 0; i < tensors.length; i++) { - list.setItem(i, tensors[i]); - } - return list; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp3 = async (node, tensorMap, context) => { - switch (node.op) { - case "If": - case "StatelessIf": { - const thenFunc = getParamValue("thenBranch", node, tensorMap, context); - const elseFunc = getParamValue("elseBranch", node, tensorMap, context); - const cond = getParamValue("cond", node, tensorMap, context); - const args = getParamValue("args", node, tensorMap, context); - const condValue = await cond.data(); - if (condValue[0]) { - return context.functionMap[thenFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - } else { - return context.functionMap[elseFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - } - } - case "While": - case "StatelessWhile": { - const bodyFunc = getParamValue("body", node, tensorMap, context); - const condFunc = getParamValue("cond", node, tensorMap, context); - const args = getParamValue("args", node, tensorMap, context); - const condResult = await context.functionMap[condFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - const argIds = args.map((tensor2) => tensor2.id); - let condValue = await condResult[0].data(); - condResult.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - let result = args; - while (condValue[0]) { - const origResult = result; - result = await context.functionMap[bodyFunc].executeFunctionAsync(result, context.tensorArrayMap, context.tensorListMap); - const resultIds = result.map((tensor2) => tensor2.id); - origResult.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1 && resultIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - const condResult2 = await context.functionMap[condFunc].executeFunctionAsync(result, context.tensorArrayMap, context.tensorListMap); - condValue = await condResult2[0].data(); - condResult2.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1 && resultIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - } - return result; - } - case "LoopCond": { - const pred = getParamValue("pred", node, tensorMap, context); - return [cloneTensor(pred)]; - } - case "Switch": { - const pred = getParamValue("pred", node, tensorMap, context); - let data2 = getParamValue("data", node, tensorMap, context); - if (!data2.kept) { - data2 = cloneTensor(data2); - } - return (await pred.data())[0] ? [void 0, data2] : [data2, void 0]; - } - case "Merge": { - const inputName = node.inputNames.find((name) => getTensor(name, tensorMap, context) !== void 0); - if (inputName) { - const data2 = getTensor(inputName, tensorMap, context); - return [cloneTensor(data2)]; - } - return void 0; - } - case "Enter": { - const frameId = getParamValue("frameName", node, tensorMap, context); - const data2 = getParamValue("tensor", node, tensorMap, context); - context.enterFrame(frameId); - return [cloneTensor(data2)]; - } - case "Exit": { - const data2 = getParamValue("tensor", node, tensorMap, context); - context.exitFrame(); - return [cloneTensor(data2)]; - } - case "NextIteration": { - const data2 = getParamValue("tensor", node, tensorMap, context); - context.nextIteration(); - return [cloneTensor(data2)]; - } - case "TensorArrayV3": { - const size = getParamValue("size", node, tensorMap, context); - const dtype = getParamValue("dtype", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const dynamicSize = getParamValue("dynamicSize", node, tensorMap, context); - const clearAfterRead = getParamValue("clearAfterRead", node, tensorMap, context); - const identicalElementShapes = getParamValue("identicalElementShapes", node, tensorMap, context); - const name = getParamValue("name", node, tensorMap, context); - const tensorArray = new TensorArray(name, dtype, size, elementShape, identicalElementShapes, dynamicSize, clearAfterRead); - context.addTensorArray(tensorArray); - return [tensorArray.idTensor, scalar(1)]; - } - case "TensorArrayWriteV3": { - const id = getParamValue("tensorArrayId", node, tensorMap, context); - const index = getParamValue("index", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const writeTensorArray = context.getTensorArray(id.id); - writeTensorArray.write(index, writeTensor); - return [writeTensorArray.idTensor]; - } - case "TensorArrayReadV3": { - const readId = getParamValue("tensorArrayId", node, tensorMap, context); - const readIndex = getParamValue("index", node, tensorMap, context); - const readTensorArray = context.getTensorArray(readId.id); - return [readTensorArray.read(readIndex)]; - } - case "TensorArrayGatherV3": { - const gatherId = getParamValue("tensorArrayId", node, tensorMap, context); - const gatherIndices = getParamValue("indices", node, tensorMap, context); - const gatherDtype = getParamValue("dtype", node, tensorMap, context); - const gatherTensorArray = context.getTensorArray(gatherId.id); - return [gatherTensorArray.gather(gatherIndices, gatherDtype)]; - } - case "TensorArrayScatterV3": { - const scatterId = getParamValue("tensorArrayId", node, tensorMap, context); - const scatterIndices = getParamValue("indices", node, tensorMap, context); - const scatterTensor = getParamValue("tensor", node, tensorMap, context); - const scatterTensorArray = context.getTensorArray(scatterId.id); - scatterTensorArray.scatter(scatterIndices, scatterTensor); - return [scatterTensorArray.idTensor]; - } - case "TensorArrayConcatV3": { - const concatId = getParamValue("tensorArrayId", node, tensorMap, context); - const concatTensorArray = context.getTensorArray(concatId.id); - const concatDtype = getParamValue("dtype", node, tensorMap, context); - return [concatTensorArray.concat(concatDtype)]; - } - case "TensorArraySplitV3": { - const splitId = getParamValue("tensorArrayId", node, tensorMap, context); - const splitTensor = getParamValue("tensor", node, tensorMap, context); - const lengths = getParamValue("lengths", node, tensorMap, context); - const splitTensorArray = context.getTensorArray(splitId.id); - splitTensorArray.split(lengths, splitTensor); - return [splitTensorArray.idTensor]; - } - case "TensorArraySizeV3": { - const sizeId = getParamValue("tensorArrayId", node, tensorMap, context); - const sizeTensorArray = context.getTensorArray(sizeId.id); - return [scalar(sizeTensorArray.size(), "int32")]; - } - case "TensorArrayCloseV3": { - const closeId = getParamValue("tensorArrayId", node, tensorMap, context); - const closeTensorArray = context.getTensorArray(closeId.id); - closeTensorArray.clearAndClose(); - return [closeTensorArray.idTensor]; - } - case "TensorListSetItem": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const index = getParamValue("index", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - tensorList.setItem(index, writeTensor); - return [tensorList.idTensor]; - } - case "TensorListGetItem": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const readIndex = getParamValue("index", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDType = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.getItem(readIndex, elementShape, elementDType)]; - } - case "TensorListScatterV2": - case "TensorListScatter": { - const scatterIndices = getParamValue("indices", node, tensorMap, context); - const scatterTensor = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const numElements = getParamValue("numElements", node, tensorMap, context); - const tensorList = scatter(scatterTensor, scatterIndices, elementShape, numElements); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListReserve": - case "EmptyTensorList": { - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - let numElementsParam; - if (node.op === "TensorListReserve") { - numElementsParam = "numElements"; - } else { - numElementsParam = "maxNumElements"; - } - const numElements = getParamValue(numElementsParam, node, tensorMap, context); - const tensorList = reserve(elementShape, elementDtype, numElements); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListGather": { - const gatherId = getParamValue("tensorListId", node, tensorMap, context); - const gatherIndices = getParamValue("indices", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(gatherId.id); - return [tensorList.gather(gatherIndices, elementDtype, elementShape)]; - } - case "TensorListStack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const numElements = getParamValue("numElements", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.stack(elementShape, elementDtype, numElements)]; - } - case "TensorListFromTensor": { - const tensor2 = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const tensorList = fromTensor(tensor2, elementShape, elementDtype); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListConcat": { - const concatId = getParamValue("tensorListId", node, tensorMap, context); - const tensorList = context.getTensorList(concatId.id); - const concatDtype = getParamValue("dtype", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - return [tensorList.concat(concatDtype, elementShape)]; - } - case "TensorListPushBack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - tensorList.pushBack(writeTensor); - return [tensorList.idTensor]; - } - case "TensorListPopBack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDType = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.popBack(elementShape, elementDType)]; - } - case "TensorListSplit": { - const splitTensor = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const lengths = getParamValue("lengths", node, tensorMap, context); - const tensorList = split2(splitTensor, lengths, elementShape); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function fusedConvAndDepthWiseParams(node, tensorMap, context) { - const [extraOp, activationFunc] = getParamValue("fusedOps", node, tensorMap, context); - const isBiasAdd = extraOp === "biasadd"; - const isPrelu = activationFunc === "prelu"; - const isBatchNorm = extraOp === "fusedbatchnorm"; - const numArgs = getParamValue("numArgs", node, tensorMap, context); - if (isBiasAdd) { - if (isPrelu && numArgs !== 2) { - throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd and Prelu must have two extra arguments: bias and alpha."); - } - if (!isPrelu && numArgs !== 1) { - throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd must have one extra argument: bias."); - } - } - if (isBatchNorm) { - throw new Error("FusedConv2d and DepthwiseConv2d with FusedBatchNorm is not supported."); - } - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - const [biasArg, preluArg] = getParamValue("args", node, tensorMap, context); - const leakyreluAlpha = getParamValue("leakyreluAlpha", node, tensorMap, context); - return { - stride, - pad: pad3, - dataFormat, - dilations, - biasArg, - preluArg, - activationFunc, - leakyreluAlpha - }; -} -var executeOp4 = (node, tensorMap, context) => { - switch (node.op) { - case "Conv1D": { - const stride = getParamValue("stride", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilation = getParamValue("dilation", node, tensorMap, context); - return [conv1d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), stride, pad3, dataFormat, dilation)]; - } - case "Conv2D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - return [conv2d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2]], pad3, dataFormat, [dilations[1], dilations[2]])]; - } - case "_FusedConv2D": { - const {stride, pad: pad3, dataFormat, dilations, biasArg, preluArg, activationFunc, leakyreluAlpha} = fusedConvAndDepthWiseParams(node, tensorMap, context); - return [fused_ops_exports.conv2d({ - x: getParamValue("x", node, tensorMap, context), - filter: getParamValue("filter", node, tensorMap, context), - strides: [stride[1], stride[2]], - pad: pad3, - dataFormat, - dilations: [dilations[1], dilations[2]], - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - } - case "FusedDepthwiseConv2dNative": { - const {stride, pad: pad3, dataFormat, dilations, biasArg, preluArg, activationFunc, leakyreluAlpha} = fusedConvAndDepthWiseParams(node, tensorMap, context); - return [fused_ops_exports.depthwiseConv2d({ - x: getParamValue("x", node, tensorMap, context), - filter: getParamValue("filter", node, tensorMap, context), - strides: [stride[1], stride[2]], - pad: pad3, - dataFormat, - dilations: [dilations[1], dilations[2]], - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - } - case "Conv2DBackpropInput": - case "Conv2dTranspose": { - const shape = getParamValue("outputShape", node, tensorMap, context); - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - return [conv2dTranspose(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), shape, [stride[1], stride[2]], pad3)]; - } - case "DepthwiseConv2dNative": - case "DepthwiseConv2d": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dilations = getParamValue("dilations", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - return [depthwiseConv2d(getParamValue("input", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2]], pad3, dataFormat, [dilations[1], dilations[2]])]; - } - case "Conv3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - return [conv3d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2], stride[3]], pad3, dataFormat, [dilations[1], dilations[2], dilations[3]])]; - } - case "AvgPool": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [avgPool(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3)]; - } - case "MaxPool": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [maxPool(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3)]; - } - case "MaxPoolWithArgmax": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - const includeBatchInIndex = getParamValue("includeBatchInIndex", node, tensorMap, context); - const {result, indexes} = maxPoolWithArgmax(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3, includeBatchInIndex); - return [result, indexes]; - } - case "AvgPool3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [avgPool3d(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2], kernelSize[3]], [stride[1], stride[2], stride[3]], pad3)]; - } - case "MaxPool3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [maxPool3d(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2], kernelSize[3]], [stride[1], stride[2], stride[3]], pad3)]; - } - case "Dilation2D": { - const strides = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dilations = getParamValue("dilations", node, tensorMap, context); - const strideHeight = strides[1]; - const strideWidth = strides[2]; - const dilationHeight = dilations[1]; - const dilationWidth = dilations[2]; - return [dilation2d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [strideHeight, strideWidth], pad3, [dilationHeight, dilationWidth], "NHWC")]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp5 = (node, tensorMap, context) => { - switch (node.op) { - case "Fill": { - const shape = getParamValue("shape", node, tensorMap, context); - const dtype = getParamValue("dtype", node, tensorMap, context); - const value = getParamValue("value", node, tensorMap, context); - return [fill(shape, value, dtype)]; - } - case "LinSpace": { - const start = getParamValue("start", node, tensorMap, context); - const stop = getParamValue("stop", node, tensorMap, context); - const num = getParamValue("num", node, tensorMap, context); - return [linspace(start, stop, num)]; - } - case "Multinomial": { - const logits = getParamValue("logits", node, tensorMap, context); - const numSamples = getParamValue("numSamples", node, tensorMap, context); - const seed = getParamValue("seed", node, tensorMap, context); - return [multinomial(logits, numSamples, seed)]; - } - case "OneHot": { - const indices = getParamValue("indices", node, tensorMap, context); - const depth = getParamValue("depth", node, tensorMap, context); - const onValue = getParamValue("onValue", node, tensorMap, context); - const offValue = getParamValue("offValue", node, tensorMap, context); - return [oneHot(indices, depth, onValue, offValue)]; - } - case "Ones": { - return [ones2(getParamValue("shape", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "OnesLike": { - return [onesLike(getParamValue("x", node, tensorMap, context))]; - } - case "RandomUniform": { - return [randomUniform(getParamValue("shape", node, tensorMap, context), getParamValue("minval", node, tensorMap, context), getParamValue("maxval", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "Range": { - const start = getParamValue("start", node, tensorMap, context); - const stop = getParamValue("stop", node, tensorMap, context); - const step5 = getParamValue("step", node, tensorMap, context); - return [range(start, stop, step5, getParamValue("dtype", node, tensorMap, context))]; - } - case "TruncatedNormal": { - const shape = getParamValue("shape", node, tensorMap, context); - const mean4 = getParamValue("mean", node, tensorMap, context); - const stdDev = getParamValue("stdDev", node, tensorMap, context); - const seed = getParamValue("seed", node, tensorMap, context); - return [truncatedNormal(shape, mean4, stdDev, getParamValue("dtype", node, tensorMap, context), seed)]; - } - case "Zeros": { - return [zeros(getParamValue("shape", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "ZerosLike": { - return [zerosLike(getParamValue("x", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function nmsParams(node, tensorMap, context) { - const boxes = getParamValue("boxes", node, tensorMap, context); - const scores = getParamValue("scores", node, tensorMap, context); - const maxOutputSize = getParamValue("maxOutputSize", node, tensorMap, context); - const iouThreshold = getParamValue("iouThreshold", node, tensorMap, context); - const scoreThreshold = getParamValue("scoreThreshold", node, tensorMap, context); - const softNmsSigma = getParamValue("softNmsSigma", node, tensorMap, context); - return { - boxes, - scores, - maxOutputSize, - iouThreshold, - scoreThreshold, - softNmsSigma - }; -} -var executeOp6 = async (node, tensorMap, context) => { - switch (node.op) { - case "NonMaxSuppressionV5": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma} = nmsParams(node, tensorMap, context); - const result = await image.nonMaxSuppressionWithScoreAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma); - return [result.selectedIndices, result.selectedScores]; - } - case "NonMaxSuppressionV4": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} = nmsParams(node, tensorMap, context); - const padToMaxOutputSize = getParamValue("padToMaxOutputSize", node, tensorMap, context); - const result = await image.nonMaxSuppressionPaddedAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - return [result.selectedIndices, result.validOutputs]; - } - case "NonMaxSuppressionV3": - case "NonMaxSuppressionV2": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} = nmsParams(node, tensorMap, context); - return [await image.nonMaxSuppressionAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold)]; - } - case "Where": { - const condition = cast(getParamValue("condition", node, tensorMap, context), "bool"); - const result = [await whereAsync(condition)]; - condition.dispose(); - return result; - } - case "ListDiff": { - return setdiff1dAsync(getParamValue("x", node, tensorMap, context), getParamValue("y", node, tensorMap, context)); - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp7 = (node, tensorMap, context) => { - switch (node.op) { - case "TopKV2": { - const x = getParamValue("x", node, tensorMap, context); - const k = getParamValue("k", node, tensorMap, context); - const sorted = getParamValue("sorted", node, tensorMap, context); - const result = topk(x, k, sorted); - return [result.values, result.indices]; - } - case "Unique": { - const x = getParamValue("x", node, tensorMap, context); - const result = unique(x); - return [result.values, result.indices]; - } - case "UniqueV2": { - const x = getParamValue("x", node, tensorMap, context); - const axis = getParamValue("axis", node, tensorMap, context); - const result = unique(x, axis); - return [result.values, result.indices]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp8 = (node, tensorMap, context) => { - switch (node.op) { - case "Const": { - return tensorMap[node.name]; - } - case "PlaceholderWithDefault": - const def = getParamValue("default", node, tensorMap, context); - return [getTensor(node.name, tensorMap, context) || def]; - case "Placeholder": - return [getTensor(node.name, tensorMap, context)]; - case "Identity": - case "StopGradient": - case "FakeQuantWithMinMaxVars": { - const data22 = getParamValue("x", node, tensorMap, context); - return [cloneTensor(data22)]; - } - case "IdentityN": - return getParamValue("x", node, tensorMap, context).map((t) => cloneTensor(t)); - case "Snapshot": - const snapshot = getParamValue("x", node, tensorMap, context); - return [cloneTensor(snapshot)]; - case "Shape": - return [tensor1d(getParamValue("x", node, tensorMap, context).shape, "int32")]; - case "ShapeN": - return getParamValue("x", node, tensorMap, context).map((t) => tensor1d(t.shape)); - case "Size": - return [scalar(getParamValue("x", node, tensorMap, context).size, "int32")]; - case "Rank": - return [scalar(getParamValue("x", node, tensorMap, context).rank, "int32")]; - case "NoOp": - return [scalar(1)]; - case "Print": - const input2 = getParamValue("x", node, tensorMap, context); - const data2 = getParamValue("data", node, tensorMap, context); - const message = getParamValue("message", node, tensorMap, context); - const summarize = getParamValue("summarize", node, tensorMap, context); - console.warn("The graph has a tf.print() operation,usually used for debugging, which slows down performance."); - console.log(message); - for (let i = 0; i < data2.length; i++) { - console.log(Array.prototype.slice.call(data2[i].dataSync()).slice(0, summarize)); - } - return [input2]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var HashTable = class { - constructor(keyDType, valueDType) { - this.keyDType = keyDType; - this.valueDType = valueDType; - this.handle = scalar(0); - this.tensorMap = new Map(); - keep(this.handle); - } - get id() { - return this.handle.id; - } - clearAndClose() { - this.tensorMap.forEach((value) => value.dispose()); - this.tensorMap.clear(); - this.handle.dispose(); - } - size() { - return this.tensorMap.size; - } - tensorSize() { - return scalar(this.size(), "int32"); - } - async import(keys, values) { - this.checkKeyAndValueTensor(keys, values); - const $keys = await keys.data(); - this.tensorMap.forEach((value) => value.dispose()); - this.tensorMap.clear(); - return tidy(() => { - const $values = unstack(values); - const keysLength = $keys.length; - const valuesLength = $values.length; - util_exports.assert(keysLength === valuesLength, () => `The number of elements doesn't match, keys has ${keysLength} elements, the values has ${valuesLength} elements.`); - for (let i = 0; i < keysLength; i++) { - const key = $keys[i]; - const value = $values[i]; - keep(value); - this.tensorMap.set(key, value); - } - return this.handle; - }); - } - async find(keys, defaultValue) { - this.checkKeyAndValueTensor(keys, defaultValue); - const $keys = await keys.data(); - return tidy(() => { - const result = []; - for (let i = 0; i < $keys.length; i++) { - const key = $keys[i]; - const value = this.findWithDefault(key, defaultValue); - result.push(value); - } - return stack(result); - }); - } - findWithDefault(key, defaultValue) { - const result = this.tensorMap.get(key); - return result != null ? result : defaultValue; - } - checkKeyAndValueTensor(key, value) { - if (key.dtype !== this.keyDType) { - throw new Error(`Expect key dtype ${this.keyDType}, but got ${key.dtype}`); - } - if (value.dtype !== this.valueDType) { - throw new Error(`Expect value dtype ${this.valueDType}, but got ${value.dtype}`); - } - } -}; -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp9 = async (node, tensorMap, context, resourceManager) => { - switch (node.op) { - case "HashTable": - case "HashTableV2": { - const keyDType = getParamValue("keyDType", node, tensorMap, context); - const valueDType = getParamValue("valueDType", node, tensorMap, context); - const hashTable2 = new HashTable(keyDType, valueDType); - resourceManager.addHashTable(node.name, hashTable2); - return [hashTable2.handle]; - } - case "LookupTableImport": - case "LookupTableImportV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const keys = getParamValue("keys", node, tensorMap, context); - const values = getParamValue("values", node, tensorMap, context); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [await hashTable2.import(keys, values)]; - } - case "LookupTableFind": - case "LookupTableFindV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const keys = getParamValue("keys", node, tensorMap, context); - const defaultValue = getParamValue("defaultValue", node, tensorMap, context); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [await hashTable2.find(keys, defaultValue)]; - } - case "LookupTableSize": - case "LookupTableSizeV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [hashTable2.tensorSize()]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp10 = (node, tensorMap, context) => { - switch (node.op) { - case "ResizeBilinear": { - const images = getParamValue("images", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - const alignCorners = getParamValue("alignCorners", node, tensorMap, context); - const halfPixelCenters = getParamValue("halfPixelCenters", node, tensorMap, context); - return [image.resizeBilinear(images, [size[0], size[1]], alignCorners, halfPixelCenters)]; - } - case "ResizeNearestNeighbor": { - const images = getParamValue("images", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - const alignCorners = getParamValue("alignCorners", node, tensorMap, context); - const halfPixelCenters = getParamValue("halfPixelCenters", node, tensorMap, context); - return [image.resizeNearestNeighbor(images, [size[0], size[1]], alignCorners, halfPixelCenters)]; - } - case "CropAndResize": { - const image3 = getParamValue("image", node, tensorMap, context); - const boxes = getParamValue("boxes", node, tensorMap, context); - const boxInd = getParamValue("boxInd", node, tensorMap, context); - const cropSize = getParamValue("cropSize", node, tensorMap, context); - const method = getParamValue("method", node, tensorMap, context); - const extrapolationValue = getParamValue("extrapolationValue", node, tensorMap, context); - return [image.cropAndResize(image3, boxes, boxInd, cropSize, method, extrapolationValue)]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp11 = (node, tensorMap, context) => { - switch (node.op) { - case "Equal": { - return [equal(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "NotEqual": { - return [notEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Greater": { - return [greater(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "GreaterEqual": { - return [greaterEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Less": { - return [less(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LessEqual": { - return [lessEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LogicalAnd": { - return [logicalAnd(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LogicalNot": { - return [logicalNot(getParamValue("a", node, tensorMap, context))]; - } - case "LogicalOr": { - return [logicalOr(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Select": - case "SelectV2": { - return [where(getParamValue("condition", node, tensorMap, context), getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp12 = (node, tensorMap, context) => { - switch (node.op) { - case "BatchMatMul": - case "BatchMatMulV2": - case "MatMul": - return [matMul(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context), getParamValue("transposeA", node, tensorMap, context), getParamValue("transposeB", node, tensorMap, context))]; - case "Transpose": - return [transpose(getParamValue("x", node, tensorMap, context), getParamValue("perm", node, tensorMap, context))]; - case "_FusedMatMul": - const [extraOp, activationFunc] = getParamValue("fusedOps", node, tensorMap, context); - const isBiasAdd = extraOp === "biasadd"; - const isPrelu = activationFunc === "prelu"; - const numArgs = getParamValue("numArgs", node, tensorMap, context); - const leakyreluAlpha = getParamValue("leakyreluAlpha", node, tensorMap, context); - if (isBiasAdd) { - if (isPrelu && numArgs !== 2) { - throw new Error("Fused MatMul with BiasAdd and Prelu must have two extra arguments: bias and alpha."); - } - if (!isPrelu && numArgs !== 1) { - throw new Error("Fused MatMul with BiasAdd must have one extra argument: bias."); - } - } - const [biasArg, preluArg] = getParamValue("args", node, tensorMap, context); - return [fused_ops_exports.matMul({ - a: getParamValue("a", node, tensorMap, context), - b: getParamValue("b", node, tensorMap, context), - transposeA: getParamValue("transposeA", node, tensorMap, context), - transposeB: getParamValue("transposeB", node, tensorMap, context), - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp13 = (node, tensorMap, context) => { - switch (node.op) { - case "FusedBatchNorm": - case "FusedBatchNormV2": { - return [batchNorm(getParamValue("x", node, tensorMap, context), getParamValue("mean", node, tensorMap, context), getParamValue("variance", node, tensorMap, context), getParamValue("offset", node, tensorMap, context), getParamValue("scale", node, tensorMap, context), getParamValue("epsilon", node, tensorMap, context))]; - } - case "FusedBatchNormV3": { - return [batchNorm(getParamValue("x", node, tensorMap, context), getParamValue("mean", node, tensorMap, context), getParamValue("variance", node, tensorMap, context), getParamValue("offset", node, tensorMap, context), getParamValue("scale", node, tensorMap, context), getParamValue("epsilon", node, tensorMap, context))]; - } - case "LRN": { - return [localResponseNormalization(getParamValue("x", node, tensorMap, context), getParamValue("radius", node, tensorMap, context), getParamValue("bias", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context), getParamValue("beta", node, tensorMap, context))]; - } - case "Softmax": { - return [softmax(getParamValue("x", node, tensorMap, context))]; - } - case "LogSoftmax": { - return [logSoftmax(getParamValue("x", node, tensorMap, context))]; - } - case "SparseToDense": { - return [sparseToDense(getParamValue("sparseIndices", node, tensorMap, context), getParamValue("outputShape", node, tensorMap, context), getParamValue("sparseValues", node, tensorMap, context), getParamValue("defaultValue", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp14 = (node, tensorMap, context) => { - switch (node.op) { - case "Max": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [max(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Mean": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [mean(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Min": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [min(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Sum": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [sum2(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "All": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [all(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Any": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [any(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "ArgMax": { - const axis = getParamValue("axis", node, tensorMap, context); - return [argMax(getParamValue("x", node, tensorMap, context), axis)]; - } - case "ArgMin": { - const axis = getParamValue("axis", node, tensorMap, context); - return [argMin(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Prod": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [prod(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Cumsum": { - const axis = getParamValue("axis", node, tensorMap, context); - const exclusive = getParamValue("exclusive", node, tensorMap, context); - const reverse5 = getParamValue("reverse", node, tensorMap, context); - return [cumsum(getParamValue("x", node, tensorMap, context), axis, exclusive, reverse5)]; - } - case "Bincount": - const x = getParamValue("x", node, tensorMap, context); - const weights = getParamValue("weights", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - return [bincount(x, weights, size)]; - case "DenseBincount": { - const x2 = getParamValue("x", node, tensorMap, context); - const weights2 = getParamValue("weights", node, tensorMap, context); - const size2 = getParamValue("size", node, tensorMap, context); - const binaryOutput = getParamValue("binaryOutput", node, tensorMap, context); - return [denseBincount(x2, weights2, size2, binaryOutput)]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp15 = (node, tensorMap, context) => { - switch (node.op) { - case "ConcatV2": - case "Concat": { - const n = getParamValue("n", node, tensorMap, context); - const axis = getParamValue("axis", node, tensorMap, context); - let inputs = getParamValue("tensors", node, tensorMap, context); - inputs = inputs.slice(0, n); - return [concat(inputs, axis)]; - } - case "Gather": { - const input2 = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gather(input2, cast(indices, "int32"), 0)]; - } - case "GatherV2": { - const axis = getParamValue("axis", node, tensorMap, context); - const batchDims = getParamValue("batchDims", node, tensorMap, context); - const input2 = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gather(input2, cast(indices, "int32"), axis, batchDims)]; - } - case "Reverse": { - const dims = getParamValue("dims", node, tensorMap, context); - const axis = []; - for (let i = 0; i < dims.length; i++) { - if (dims[i]) { - axis.push(i); - } - } - const input2 = getParamValue("x", node, tensorMap, context); - return [reverse(input2, axis)]; - } - case "ReverseV2": { - const axis = getParamValue("axis", node, tensorMap, context); - const input2 = getParamValue("x", node, tensorMap, context); - return [reverse(input2, axis)]; - } - case "Slice": { - const begin = getParamValue("begin", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - return [slice(getParamValue("x", node, tensorMap, context), begin, size)]; - } - case "StridedSlice": { - const begin = getParamValue("begin", node, tensorMap, context); - const end = getParamValue("end", node, tensorMap, context); - const strides = getParamValue("strides", node, tensorMap, context); - const beginMask = getParamValue("beginMask", node, tensorMap, context); - const endMask = getParamValue("endMask", node, tensorMap, context); - const ellipsisMask = getParamValue("ellipsisMask", node, tensorMap, context); - const newAxisMask = getParamValue("newAxisMask", node, tensorMap, context); - const shrinkAxisMask = getParamValue("shrinkAxisMask", node, tensorMap, context); - const tensor2 = getParamValue("x", node, tensorMap, context); - return [stridedSlice(tensor2, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask)]; - } - case "Pack": { - return tidy(() => { - const axis = getParamValue("axis", node, tensorMap, context); - const tensors = getParamValue("tensors", node, tensorMap, context); - const shape = tensors[0].shape; - const squeezedShape = squeeze(tensors[0]).shape; - const mapped = tensors.map((tensor2) => { - const sameShape = util_exports.arraysEqual(tensor2.shape, shape); - if (!sameShape && !util_exports.arraysEqual(squeeze(tensor2).shape, squeezedShape)) { - throw new Error("the input tensors shape does not match"); - } - return sameShape ? tensor2 : reshape(tensor2, shape); - }); - return [stack(mapped, axis)]; - }); - } - case "Unpack": { - const axis = getParamValue("axis", node, tensorMap, context); - const tensor2 = getParamValue("tensor", node, tensorMap, context); - return unstack(tensor2, axis); - } - case "Tile": { - const reps = getParamValue("reps", node, tensorMap, context); - return [tile(getParamValue("x", node, tensorMap, context), reps)]; - } - case "Split": - case "SplitV": { - const axis = getParamValue("axis", node, tensorMap, context); - const numOrSizeSplits = getParamValue("numOrSizeSplits", node, tensorMap, context); - const tensor2 = getParamValue("x", node, tensorMap, context); - return split(tensor2, numOrSizeSplits, axis); - } - case "ScatterNd": { - const indices = getParamValue("indices", node, tensorMap, context); - const values = getParamValue("values", node, tensorMap, context); - const shape = getParamValue("shape", node, tensorMap, context); - return [scatterND(indices, values, shape)]; - } - case "GatherNd": { - const x = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gatherND(x, indices)]; - } - case "SparseToDense": { - const indices = getParamValue("sparseIndices", node, tensorMap, context); - const shape = getParamValue("outputShape", node, tensorMap, context); - const sparseValues = getParamValue("sparseValues", node, tensorMap, context); - const defaultValue = getParamValue("defaultValue", node, tensorMap, context); - return [sparseToDense(indices, sparseValues, shape, sparseValues.dtype === defaultValue.dtype ? defaultValue : cast(defaultValue, sparseValues.dtype))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp16 = (node, tensorMap, context) => { - switch (node.op) { - case "FFT": { - return [fft(getParamValue("x", node, tensorMap, context))]; - } - case "IFFT": { - return [ifft(getParamValue("x", node, tensorMap, context))]; - } - case "RFFT": { - return [rfft(getParamValue("x", node, tensorMap, context))]; - } - case "IRFFT": { - return [irfft(getParamValue("x", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var executeOp17 = (node, tensorMap, context) => { - switch (node.op) { - case "Cast": { - return [cast(getParamValue("x", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "ExpandDims": { - const axis = getParamValue("axis", node, tensorMap, context); - return [expandDims(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Squeeze": { - const axis = getParamValue("axis", node, tensorMap, context); - return [squeeze(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Reshape": { - return [reshape(getParamValue("x", node, tensorMap, context), getParamValue("shape", node, tensorMap, context))]; - } - case "MirrorPad": { - return [mirrorPad(getParamValue("x", node, tensorMap, context), getParamValue("padding", node, tensorMap, context), getParamValue("mode", node, tensorMap, context))]; - } - case "PadV2": - case "Pad": { - return [pad(getParamValue("x", node, tensorMap, context), getParamValue("padding", node, tensorMap, context), getParamValue("constantValue", node, tensorMap, context))]; - } - case "SpaceToBatchND": { - const blockShape = getParamValue("blockShape", node, tensorMap, context); - const paddings = getParamValue("paddings", node, tensorMap, context); - return [spaceToBatchND(getParamValue("x", node, tensorMap, context), blockShape, paddings)]; - } - case "BatchToSpaceND": { - const blockShape = getParamValue("blockShape", node, tensorMap, context); - const crops = getParamValue("crops", node, tensorMap, context); - return [batchToSpaceND(getParamValue("x", node, tensorMap, context), blockShape, crops)]; - } - case "DepthToSpace": { - const blockSize = getParamValue("blockSize", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - return [depthToSpace(getParamValue("x", node, tensorMap, context), blockSize, dataFormat)]; - } - case "BroadcastTo": { - return [broadcastTo(getParamValue("x", node, tensorMap, context), getParamValue("shape", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function executeOp18(node, tensorMap, context, resourceManager) { - const value = ((node2, tensorMap2, context2) => { - switch (node2.category) { - case "arithmetic": - return tidy(() => executeOp(node2, tensorMap2, context2)); - case "basic_math": - return tidy(() => executeOp2(node2, tensorMap2, context2)); - case "control": - return executeOp3(node2, tensorMap2, context2); - case "convolution": - return tidy(() => executeOp4(node2, tensorMap2, context2)); - case "creation": - return tidy(() => executeOp5(node2, tensorMap2, context2)); - case "dynamic": - return executeOp6(node2, tensorMap2, context2); - case "evaluation": - return tidy(() => executeOp7(node2, tensorMap2, context2)); - case "image": - return tidy(() => executeOp10(node2, tensorMap2, context2)); - case "graph": - return tidy(() => executeOp8(node2, tensorMap2, context2)); - case "logical": - return tidy(() => executeOp11(node2, tensorMap2, context2)); - case "matrices": - return tidy(() => executeOp12(node2, tensorMap2, context2)); - case "normalization": - return tidy(() => executeOp13(node2, tensorMap2, context2)); - case "reduction": - return tidy(() => executeOp14(node2, tensorMap2, context2)); - case "slice_join": - return tidy(() => executeOp15(node2, tensorMap2, context2)); - case "spectral": - return tidy(() => executeOp16(node2, tensorMap2, context2)); - case "transformation": - return tidy(() => executeOp17(node2, tensorMap2, context2)); - case "hash_table": - return executeOp9(node2, tensorMap2, context2, resourceManager); - case "custom": - const opMapper = getRegisteredOp(node2.op); - if (opMapper && opMapper.customExecutor) { - return opMapper.customExecutor(new NodeValueImpl(node2, tensorMap2, context2)); - } else { - throw TypeError(`Custom op ${node2.op} is not registered.`); - } - default: - throw TypeError(`Unknown op '${node2.op}'. File an issue at https://github.com/tensorflow/tfjs/issues so we can add it, or register a custom execution with tf.registerOp()`); - } - })(node, tensorMap, context); - if (util_exports.isPromise(value)) { - return value.then((data2) => [].concat(data2)); - } - return [].concat(value); -} -var ExecutionContext = class { - constructor(weightMap = {}, tensorArrayMap = {}, tensorListMap = {}, functionMap = {}) { - this.weightMap = weightMap; - this.tensorArrayMap = tensorArrayMap; - this.tensorListMap = tensorListMap; - this.functionMap = functionMap; - this.rootContext = {id: 0, frameName: "", iterationId: 0}; - this.contexts = [this.rootContext]; - this.lastId = 0; - this.generateCurrentContextIds(); - } - newFrame(id, frameName) { - return {id, frameName, iterationId: 0}; - } - set currentContext(contexts2) { - if (this.contexts !== contexts2) { - this.contexts = contexts2; - this.generateCurrentContextIds(); - } - } - get currentContext() { - return this.contexts; - } - get currentContextId() { - return this._currentContextIds[0]; - } - get currentContextIds() { - return this._currentContextIds; - } - generateCurrentContextIds() { - const names = []; - for (let i = 0; i < this.contexts.length - 1; i++) { - const contexts2 = this.contexts.slice(0, this.contexts.length - i); - names.push(this.contextIdforContexts(contexts2)); - } - names.push(""); - this._currentContextIds = names; - } - contextIdforContexts(contexts2) { - return contexts2 ? contexts2.map((context) => context.id === 0 && context.iterationId === 0 ? "" : `${context.frameName}-${context.iterationId}`).join("/") : ""; - } - enterFrame(frameId) { - if (this.contexts) { - this.lastId++; - this.contexts = this.contexts.slice(); - this.contexts.push(this.newFrame(this.lastId, frameId)); - this._currentContextIds.unshift(this.contextIdforContexts(this.contexts)); - } - } - exitFrame() { - if (this.contexts && this.contexts.length > 1) { - this.contexts = this.contexts.slice(); - this.contexts.splice(-1); - this.currentContextIds.shift(); - } else { - throw new Error("Cannot exit frame, the context is empty"); - } - } - nextIteration() { - if (this.contexts && this.contexts.length > 0) { - this.contexts = this.contexts.slice(); - this.lastId++; - const context = Object.assign({}, this.contexts[this.contexts.length - 1]); - context.iterationId += 1; - context.id = this.lastId; - this.contexts.splice(-1, 1, context); - this._currentContextIds.splice(0, 1, this.contextIdforContexts(this.contexts)); - } else { - throw new Error("Cannot increase frame iteration, the context is empty"); - } - } - getWeight(name) { - return this.weightMap[name]; - } - addTensorArray(tensorArray) { - this.tensorArrayMap[tensorArray.id] = tensorArray; - } - getTensorArray(id) { - return this.tensorArrayMap[id]; - } - addTensorList(tensorList) { - this.tensorListMap[tensorList.id] = tensorList; - } - getTensorList(id) { - return this.tensorListMap[id]; - } - dispose(keepIds) { - for (const key in this.tensorArrayMap) { - this.tensorArrayMap[key].clearAndClose(keepIds); - } - for (const key in this.tensorListMap) { - this.tensorListMap[key].clearAndClose(keepIds); - } - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getExecutionSubgraph(inputs, outputs, weightMap, initNodes) { - const usedNodes = new Set(); - const missingInputs = []; - let dynamicNode = null; - let syncInputs = null; - const seen = new Set(); - const inputNodeNames = Object.keys(inputs).map((name) => parseNodeName(name)[0]); - let initNodeNames = []; - if (initNodes != null) { - initNodeNames = initNodes.map((node) => parseNodeName(node.name)[0]); - } - const frontier = [...outputs]; - while (frontier.length > 0) { - const node = frontier.pop(); - if (isControlFlow(node) || isDynamicShape(node) || isHashTable(node)) { - if (dynamicNode == null) { - dynamicNode = node; - syncInputs = dynamicNode.children.map((child) => child.name).filter((name) => usedNodes.has(name)); - } - } - usedNodes.add(node.name); - if (weightMap[node.name] != null) { - continue; - } - if (inputNodeNames.indexOf(node.name) !== -1) { - continue; - } - if (initNodeNames.indexOf(node.name) !== -1) { - continue; - } - if (node.inputs.length === 0) { - missingInputs.push(node.name); - continue; - } - node.inputs.forEach((input2) => { - if (seen.has(input2.name)) { - return; - } - seen.add(input2.name); - frontier.push(input2); - }); - } - return {inputs, outputs, usedNodes, missingInputs, dynamicNode, syncInputs}; -} -function getNodesInTopologicalOrder(graph2, weightMap, executionInfo) { - const {usedNodes, inputs} = executionInfo; - const frontier = []; - const inputNodes = Object.keys(inputs).map((name) => parseNodeName(name)[0]).map((name) => graph2.nodes[name]); - const initNodes = graph2.initNodes; - inputNodes.forEach((input2) => { - if (usedNodes.has(input2.name)) { - frontier.push(input2); - } - }); - graph2.weights.forEach((weight) => { - if (usedNodes.has(weight.name)) { - frontier.push(weight); - } - }); - if (initNodes != null) { - initNodes.forEach((node) => { - if (usedNodes.has(node.name)) { - frontier.push(node); - } - }); - } - const seen = new Set(); - const orderedNodes = []; - while (frontier.length > 0) { - const node = frontier.pop(); - seen.add(node.name); - if (!weightMap[node.name]) { - orderedNodes.push(node); - } - node.children.forEach((child) => { - if (!seen.has(child.name) && usedNodes.has(child.name) && child.inputs.every((input2) => seen.has(input2.name))) { - frontier.push(child); - } - }); - } - return orderedNodes; -} -var CONTROL_FLOW_OPS = [ - "Switch", - "Merge", - "Enter", - "Exit", - "NextIteration", - "StatelessIf", - "StatelessWhile", - "if", - "While" -]; -var DYNAMIC_SHAPE_OPS = [ - "NonMaxSuppressionV2", - "NonMaxSuppressionV3", - "NonMaxSuppressionV5", - "Where" -]; -var HASH_TABLE_OPS = [ - "HashTable", - "HashTableV2", - "LookupTableImport", - "LookupTableImportV2", - "LookupTableFind", - "LookupTableFindV2", - "LookupTableSize", - "LookupTableSizeV2" -]; -function isControlFlow(node) { - return CONTROL_FLOW_OPS.indexOf(node.op) >= 0; -} -function isDynamicShape(node) { - return DYNAMIC_SHAPE_OPS.indexOf(node.op) >= 0; -} -function isHashTable(node) { - return HASH_TABLE_OPS.indexOf(node.op) >= 0; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var GraphExecutor = class { - constructor(graph2, parent) { - this.graph = graph2; - this.parent = parent; - this.compiledMap = new Map(); - this._weightMap = {}; - this.SEPERATOR = ","; - this._functions = {}; - this._functionExecutorMap = {}; - this._outputs = graph2.outputs; - this._inputs = graph2.inputs; - this._initNodes = graph2.initNodes; - this._signature = graph2.signature; - this._functions = graph2.functions; - if (graph2.functions != null) { - Object.keys(graph2.functions).forEach((name) => { - this._functionExecutorMap[name] = new GraphExecutor(graph2.functions[name], this); - }); - } - } - get weightIds() { - return this.parent ? this.parent.weightIds : this._weightIds; - } - get functionExecutorMap() { - return this.parent ? this.parent.functionExecutorMap : this._functionExecutorMap; - } - get weightMap() { - return this.parent ? this.parent.weightMap : this._weightMap; - } - set weightMap(weightMap) { - const weightIds = Object.keys(weightMap).map((key) => weightMap[key].map((tensor2) => tensor2.id)); - this._weightIds = [].concat(...weightIds); - this._weightMap = weightMap; - } - set resourceManager(resourceManager) { - this._resourceManager = resourceManager; - } - get inputs() { - return this._inputs.map((node) => { - return { - name: node.name, - shape: node.attrParams["shape"] ? node.attrParams["shape"].value : void 0, - dtype: node.attrParams["dtype"] ? node.attrParams["dtype"].value : void 0 - }; - }); - } - get outputs() { - return this._outputs.map((node) => { - return { - name: node.name, - shape: node.attrParams["shape"] ? node.attrParams["shape"].value : void 0, - dtype: node.attrParams["dtype"] ? node.attrParams["dtype"].value : void 0 - }; - }); - } - get inputNodes() { - return this._inputs.map((node) => node.signatureKey || node.name); - } - get outputNodes() { - return this._outputs.map((node) => { - const name = node.signatureKey || node.name; - return node.defaultOutput ? `${name}:${node.defaultOutput}` : name; - }); - } - get functions() { - return Object.keys(this._functions).reduce((map, key) => { - map[key] = this._functions[key].signature; - return map; - }, {}); - } - getCompilationKey(inputs, outputs) { - const sortedInputs = inputs.map((node) => node.name).sort(); - const sortedOutputs = outputs.map((node) => node.name).sort(); - return sortedInputs.join(this.SEPERATOR) + "--" + sortedOutputs.join(this.SEPERATOR); - } - compile(inputs, outputs) { - const executionInfo = getExecutionSubgraph(inputs, outputs, this.weightMap, this._initNodes); - const {missingInputs, dynamicNode, syncInputs} = executionInfo; - if (dynamicNode != null) { - throw new Error(`This execution contains the node '${dynamicNode.name}', which has the dynamic op '${dynamicNode.op}'. Please use model.executeAsync() instead. Alternatively, to avoid the dynamic ops, specify the inputs [${syncInputs}]`); - } - if (missingInputs.length > 0) { - const outNames = outputs.map((n) => n.name); - const inNames = Object.keys(inputs); - throw new Error(`Cannot compute the outputs [${outNames}] from the provided inputs [${inNames}]. Missing the following inputs: [${missingInputs}]`); - } - return getNodesInTopologicalOrder(this.graph, this.weightMap, executionInfo); - } - execute(inputs, outputs) { - inputs = this.mapInputs(inputs); - const names = Object.keys(inputs).sort(); - this.checkInputs(inputs); - this.checkInputShapeAndType(inputs); - outputs = this.mapOutputs(outputs); - this.checkOutputs(outputs); - const inputNodes = names.map((name) => this.graph.nodes[parseNodeName(name)[0]]); - const outputNodeNames = outputs.map((name) => parseNodeName(name)[0]); - let outputNodes = outputNodeNames.map((name) => this.graph.nodes[name]); - if (outputNodes.length === 0) { - outputNodes = this._outputs; - } - const compilationKey = this.getCompilationKey(inputNodes, outputNodes); - let orderedNodes = this.compiledMap.get(compilationKey); - if (orderedNodes == null) { - orderedNodes = this.compile(inputs, outputNodes); - this.compiledMap.set(compilationKey, orderedNodes); - } - const tensorArrayMap = {}; - const tensorListMap = {}; - return tidy(() => { - const context = new ExecutionContext(this.weightMap, tensorArrayMap, tensorListMap, this.functionExecutorMap); - const tensorsMap = Object.assign({}, this.weightMap); - Object.keys(inputs).forEach((name) => { - const [nodeName, index] = parseNodeName(name); - const tensors = []; - tensors[index] = inputs[name]; - tensorsMap[nodeName] = tensors; - }); - const tensorsToKeep = this.getFrozenTensorIds(tensorsMap); - const intermediateTensorConsumerCount = {}; - for (let i = 0; i < orderedNodes.length; i++) { - const node = orderedNodes[i]; - if (!tensorsMap[node.name]) { - const tensors = executeOp18(node, tensorsMap, context, this._resourceManager); - if (util_exports.isPromise(tensors)) { - throw new Error(`The execution of the op '${node.op}' returned a promise. Please use model.executeAsync() instead.`); - } - tensorsMap[node.name] = tensors; - this.checkTensorForDisposal(node.name, node, tensorsMap, context, tensorsToKeep, outputNodeNames, intermediateTensorConsumerCount); - } - } - if (this.parent == null) { - context.dispose(tensorsToKeep); - } - return outputs.map((name) => getTensor(name, tensorsMap, context)); - }); - } - getFrozenTensorIds(tensorMap) { - const ids = [].concat.apply([], Object.keys(tensorMap).map((key) => tensorMap[key]).map((tensors) => tensors.map((tensor2) => tensor2.id))); - return new Set(ids); - } - checkTensorForDisposal(nodeName, node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount) { - if (node.category === "control" || outputNames.indexOf(nodeName) !== -1) { - return; - } - tensorMap[nodeName].forEach((tensor2) => { - if (tensor2 != null) { - intermediateTensorConsumerCount[tensor2.id] = (intermediateTensorConsumerCount[tensor2.id] || 0) + node.children.length; - } - }); - node.inputs.forEach((input2) => { - if (input2.category !== "control") { - const tensors = getTensorsForCurrentContenxt(input2.name, tensorMap, context); - if (tensors != null) { - tensors.forEach((tensor2) => { - if (tensor2 && !tensorsToKeep.has(tensor2.id)) { - const count2 = intermediateTensorConsumerCount[tensor2.id]; - if (count2 === 1) { - tensor2.dispose(); - delete intermediateTensorConsumerCount[tensor2.id]; - } else if (count2 != null) { - intermediateTensorConsumerCount[tensor2.id]--; - } - } - }); - } - } - }); - } - async executeAsync(inputs, outputs) { - return this._executeAsync(inputs, outputs); - } - async _executeAsync(inputs, outputs, isFunctionExecution = false, tensorArrayMap = {}, tensorListMap = {}) { - if (!isFunctionExecution) { - inputs = this.mapInputs(inputs); - this.checkInputs(inputs); - this.checkInputShapeAndType(inputs); - outputs = this.mapOutputs(outputs); - this.checkOutputs(outputs); - } - const context = new ExecutionContext(this.weightMap, tensorArrayMap, tensorListMap, this.functionExecutorMap); - const tensorMap = await this.executeWithControlFlow(inputs, context, outputs, isFunctionExecution); - const results = outputs.map((name) => getTensor(name, tensorMap, context)); - const outputIds = results.map((t) => t.id); - const inputIds = Object.keys(inputs).map((name) => inputs[name].id); - const keepIds = new Set([...outputIds, ...inputIds, ...this.weightIds]); - Object.keys(tensorMap).forEach((key) => { - const tensorArray = tensorMap[key]; - tensorArray.forEach((tensor2) => { - if (tensor2 && !tensor2.isDisposed && !keepIds.has(tensor2.id)) { - tensor2.dispose(); - } - }); - }); - if (this.parent == null) { - context.dispose(keepIds); - } - return results; - } - async executeFunctionAsync(inputs, tensorArrayMap, tensorListMap) { - const mappedInputs = inputs.reduce((map, tensor2, index) => { - map[this.inputs[index].name] = tensor2; - return map; - }, {}); - return this._executeAsync(mappedInputs, this.outputNodes, true, tensorArrayMap, tensorListMap); - } - async executeWithControlFlow(inputs, context, outputNames, isFunctionExecution) { - const names = Object.keys(inputs); - const inputNodes = names.map((name) => this.graph.nodes[parseNodeName(name)[0]]); - const outputNodeNames = outputNames.map((name) => parseNodeName(name)[0]); - let outputNodes = outputNodeNames.map((name) => this.graph.nodes[name]); - if (outputNodes.length === 0) { - outputNodes = this._outputs; - } - const {usedNodes, missingInputs, dynamicNode, syncInputs} = getExecutionSubgraph(inputs, outputNodes, this.weightMap, this._initNodes); - const stack2 = [ - ...inputNodes, - ...this.graph.weights, - ...this._initNodes || [] - ].map((node) => { - return {node, contexts: context.currentContext}; - }); - const tensorsMap = Object.assign({}, this.weightMap); - Object.keys(inputs).forEach((name) => { - const [nodeName, index] = parseNodeName(name); - const tensors = []; - tensors[index] = inputs[name]; - tensorsMap[nodeName] = tensors; - }); - const intermediateTensorConsumerCount = {}; - const tensorsToKeep = this.getFrozenTensorIds(tensorsMap); - const added = {}; - while (stack2.length > 0) { - const promises = this.processStack(inputNodes, stack2, context, tensorsMap, added, tensorsToKeep, outputNodeNames, intermediateTensorConsumerCount, usedNodes); - await Promise.all(promises); - } - if (dynamicNode == null && !isFunctionExecution) { - console.warn(`This model execution did not contain any nodes with control flow or dynamic output shapes. You can use model.execute() instead.`); - } - const missingOutputs = outputNodes.filter((node) => !isControlFlow(node) && !getTensor(node.name, tensorsMap, context)).map((node) => node.name); - if (missingOutputs.length > 0) { - let alternativeMsg = ""; - if (dynamicNode != null) { - alternativeMsg = `Alternatively, to avoid the dynamic ops, use model.execute() and specify the inputs [${syncInputs}]`; - } - throw new Error(`Cannot compute the outputs [${missingOutputs}] from the provided inputs [${names}]. Consider providing the following inputs: [${missingInputs}]. ${alternativeMsg}`); - } - return tensorsMap; - } - processStack(inputNodes, stack2, context, tensorMap, added, tensorsToKeep, outputNames, intermediateTensorConsumerCount, usedNodes) { - const promises = []; - while (stack2.length > 0) { - const item = stack2.pop(); - context.currentContext = item.contexts; - let nodeName = ""; - if (item.node.op === "Enter" && getParamValue("isConstant", item.node, tensorMap, context)) { - [nodeName] = getNodeNameAndIndex(item.node.name, context); - } - if (tensorMap[item.node.name] == null) { - const tensors = executeOp18(item.node, tensorMap, context, this._resourceManager); - if (!nodeName) { - [nodeName] = getNodeNameAndIndex(item.node.name, context); - } - const currentContext = context.currentContext; - if (util_exports.isPromise(tensors)) { - promises.push(tensors.then((t) => { - tensorMap[nodeName] = t; - context.currentContext = currentContext; - this.checkTensorForDisposal(nodeName, item.node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount); - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - return t; - })); - } else { - tensorMap[nodeName] = tensors; - this.checkTensorForDisposal(nodeName, item.node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount); - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - } - } else { - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - } - } - return promises; - } - processChildNodes(node, stack2, context, tensorMap, added, usedNodes) { - node.children.forEach((childNode) => { - const [nodeName] = getNodeNameAndIndex(childNode.name, context); - if (added[nodeName] || !usedNodes.has(childNode.name)) { - return; - } - if (childNode.op === "Merge") { - if (childNode.inputNames.some((name) => { - return !!getTensor(name, tensorMap, context); - })) { - added[nodeName] = true; - stack2.push({contexts: context.currentContext, node: childNode}); - } - } else if (childNode.inputNames.every((name) => { - return !!getTensor(name, tensorMap, context); - })) { - added[nodeName] = true; - stack2.push({contexts: context.currentContext, node: childNode}); - } - }); - } - dispose() { - Object.keys(this.weightMap).forEach((key) => this.weightMap[key].forEach((tensor2) => tensor2.dispose())); - } - checkInputShapeAndType(inputs) { - Object.keys(inputs).forEach((name) => { - const input2 = inputs[name]; - const [nodeName] = parseNodeName(name); - const node = this.graph.nodes[nodeName]; - if (node.attrParams["shape"] && node.attrParams["shape"].value) { - const shape = node.attrParams["shape"].value; - const match2 = shape.length === input2.shape.length && input2.shape.every((dim, index) => shape[index] === -1 || shape[index] === dim); - util_exports.assert(match2, () => `The shape of dict['${node.name}'] provided in model.execute(dict) must be [${shape}], but was [${input2.shape}]`); - } - if (node.attrParams["dtype"] && node.attrParams["dtype"].value) { - util_exports.assert(input2.dtype === node.attrParams["dtype"].value, () => `The dtype of dict['${node.name}'] provided in model.execute(dict) must be ${node.attrParams["dtype"].value}, but was ${input2.dtype}`); - } - }); - } - mapInputs(inputs) { - const result = {}; - for (const inputName in inputs) { - if (this._signature != null && this._signature.inputs != null && this._signature.inputs[inputName] != null) { - const tensor2 = this._signature.inputs[inputName]; - result[tensor2.name] = inputs[inputName]; - } else { - result[inputName] = inputs[inputName]; - } - } - return result; - } - checkInputs(inputs) { - const notInGraph = Object.keys(inputs).filter((name) => { - const [nodeName] = parseNodeName(name); - return this.graph.nodes[nodeName] == null; - }); - if (notInGraph.length > 0) { - throw new Error(`The dict provided in model.execute(dict) has keys: [${notInGraph}] that are not part of graph`); - } - } - mapOutputs(outputs) { - return outputs.map((name) => { - if (this._signature != null && this._signature.outputs != null && this._signature.outputs[name] != null) { - const tensor2 = this._signature.outputs[name]; - return tensor2.name; - } - return name; - }, {}); - } - checkOutputs(outputs) { - outputs.forEach((name) => { - const [normalizedName] = parseNodeName(name); - if (!this.graph.nodes[normalizedName]) { - throw new Error(`The output '${name}' is not found in the graph`); - } - }); - } -}; -var ResourceManager = class { - constructor(hashTableNameToHandle = {}, hashTableMap = {}) { - this.hashTableNameToHandle = hashTableNameToHandle; - this.hashTableMap = hashTableMap; - } - addHashTable(name, hashTable2) { - this.hashTableNameToHandle[name] = hashTable2.handle; - this.hashTableMap[hashTable2.id] = hashTable2; - } - getHashTableHandleByName(name) { - return this.hashTableNameToHandle[name]; - } - getHashTableById(id) { - return this.hashTableMap[id]; - } - dispose() { - for (const key in this.hashTableMap) { - this.hashTableMap[key].clearAndClose(); - delete this.hashTableMap[key]; - } - for (const name in this.hashTableNameToHandle) { - this.hashTableNameToHandle[name].dispose(); - delete this.hashTableNameToHandle[name]; - } - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TFHUB_SEARCH_PARAM = "?tfjs-format=file"; -var DEFAULT_MODEL_NAME = "model.json"; -var GraphModel = class { - constructor(modelUrl, loadOptions = {}) { - this.modelUrl = modelUrl; - this.loadOptions = loadOptions; - this.version = "n/a"; - if (loadOptions == null) { - this.loadOptions = {}; - } - this.resourceManager = new ResourceManager(); - } - get modelVersion() { - return this.version; - } - get inputNodes() { - return this.executor.inputNodes; - } - get outputNodes() { - return this.executor.outputNodes; - } - get inputs() { - return this.executor.inputs; - } - get outputs() { - return this.executor.outputs; - } - get weights() { - return this.executor.weightMap; - } - get metadata() { - return this.artifacts.userDefinedMetadata; - } - get modelSignature() { - return this.signature; - } - findIOHandler() { - const path = this.modelUrl; - if (path.load != null) { - this.handler = path; - } else if (this.loadOptions.requestInit != null) { - this.handler = io_exports.browserHTTPRequest(path, this.loadOptions); - } else { - const handlers = io_exports.getLoadHandlers(path, this.loadOptions); - if (handlers.length === 0) { - handlers.push(io_exports.browserHTTPRequest(path, this.loadOptions)); - } else if (handlers.length > 1) { - throw new Error(`Found more than one (${handlers.length}) load handlers for URL '${[path]}'`); - } - this.handler = handlers[0]; - } - } - async load() { - this.findIOHandler(); - if (this.handler.load == null) { - throw new Error("Cannot proceed with model loading because the IOHandler provided does not have the `load` method implemented."); - } - const artifacts = await this.handler.load(); - return this.loadSync(artifacts); - } - loadSync(artifacts) { - this.artifacts = artifacts; - const graph2 = this.artifacts.modelTopology; - let signature; - if (this.artifacts.userDefinedMetadata != null && this.artifacts.userDefinedMetadata.signature != null) { - signature = this.artifacts.userDefinedMetadata.signature; - } else { - signature = this.artifacts.signature; - } - this.signature = signature; - this.version = `${graph2.versions.producer}.${graph2.versions.minConsumer}`; - const weightMap = io_exports.decodeWeights(this.artifacts.weightData, this.artifacts.weightSpecs); - this.executor = new GraphExecutor(OperationMapper.Instance.transformGraph(graph2, this.signature)); - this.executor.weightMap = this.convertTensorMapToTensorsMap(weightMap); - this.executor.resourceManager = this.resourceManager; - if (artifacts.modelInitializer != null && artifacts.modelInitializer.node != null) { - const initializer = OperationMapper.Instance.transformGraph(artifacts.modelInitializer); - this.initializer = new GraphExecutor(initializer); - this.initializer.weightMap = this.executor.weightMap; - this.initializer.resourceManager = this.resourceManager; - this.initializer.executeAsync({}, []); - } - return true; - } - async save(handlerOrURL, config3) { - if (typeof handlerOrURL === "string") { - const handlers = io_exports.getSaveHandlers(handlerOrURL); - if (handlers.length === 0) { - throw new Error(`Cannot find any save handlers for URL '${handlerOrURL}'`); - } else if (handlers.length > 1) { - throw new Error(`Found more than one (${handlers.length}) save handlers for URL '${handlerOrURL}'`); - } - handlerOrURL = handlers[0]; - } - if (handlerOrURL.save == null) { - throw new Error("GraphModel.save() cannot proceed because the IOHandler provided does not have the `save` attribute defined."); - } - return handlerOrURL.save(this.artifacts); - } - predict(inputs, config3) { - return this.execute(inputs, this.outputNodes); - } - normalizeInputs(inputs) { - if (!(inputs instanceof Tensor) && !Array.isArray(inputs)) { - return inputs; - } - inputs = Array.isArray(inputs) ? inputs : [inputs]; - if (inputs.length !== this.inputNodes.length) { - throw new Error(`Input tensor count mismatch,the graph model has ${this.inputNodes.length} placeholders, while there are ${inputs.length} input tensors.`); - } - return this.inputNodes.reduce((map, inputName, i) => { - map[inputName] = inputs[i]; - return map; - }, {}); - } - normalizeOutputs(outputs) { - outputs = outputs || this.outputNodes; - return !Array.isArray(outputs) ? [outputs] : outputs; - } - execute(inputs, outputs) { - inputs = this.normalizeInputs(inputs); - outputs = this.normalizeOutputs(outputs); - const result = this.executor.execute(inputs, outputs); - return result.length > 1 ? result : result[0]; - } - async executeAsync(inputs, outputs) { - inputs = this.normalizeInputs(inputs); - outputs = this.normalizeOutputs(outputs); - const result = await this.executor.executeAsync(inputs, outputs); - return result.length > 1 ? result : result[0]; - } - convertTensorMapToTensorsMap(map) { - return Object.keys(map).reduce((newMap, key) => { - newMap[key] = [map[key]]; - return newMap; - }, {}); - } - dispose() { - this.executor.dispose(); - if (this.initializer) { - this.initializer.dispose(); - } - this.resourceManager.dispose(); - } -}; -async function loadGraphModel(modelUrl, options = {}) { - if (modelUrl == null) { - throw new Error("modelUrl in loadGraphModel() cannot be null. Please provide a url or an IOHandler that loads the model"); - } - if (options == null) { - options = {}; - } - if (options.fromTFHub) { - if (modelUrl.load == null) { - if (!modelUrl.endsWith("/")) { - modelUrl = modelUrl + "/"; - } - modelUrl = `${modelUrl}${DEFAULT_MODEL_NAME}${TFHUB_SEARCH_PARAM}`; - } - } - const model22 = new GraphModel(modelUrl, options); - await model22.load(); - return model22; -} -/** @license See the LICENSE file. */ -var version11 = "3.3.0"; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var dist_exports = {}; -__export2(dist_exports, { - CSVDataset: () => CSVDataset, - Dataset: () => Dataset, - FileDataSource: () => FileDataSource, - TextLineDataset: () => TextLineDataset, - URLDataSource: () => URLDataSource, - array: () => array, - csv: () => csv, - func: () => func, - generator: () => generator, - microphone: () => microphone, - version_data: () => version12, - webcam: () => webcam, - zip: () => zip -}); -var seedrandom4 = __toModule(require_seedrandom4()); -var seedrandom3 = __toModule(require_seedrandom4()); -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -function deepMap(input2, mapFn) { - return deepMapInternal(input2, mapFn); -} -function deepMapInternal(input2, mapFn, seen = new Map(), containedIn = new Set()) { - if (input2 == null) { - return null; - } - if (containedIn.has(input2)) { - throw new Error("Circular references are not supported."); - } - if (seen.has(input2)) { - return seen.get(input2); - } - const result = mapFn(input2); - if (result.recurse && result.value !== null) { - throw new Error("A deep map function may not return both a value and recurse=true."); - } - if (!result.recurse) { - seen.set(input2, result.value); - return result.value; - } else if (isIterable2(input2)) { - const mappedIterable = Array.isArray(input2) ? [] : {}; - containedIn.add(input2); - for (const k in input2) { - const child = input2[k]; - const childResult = deepMapInternal(child, mapFn, seen, containedIn); - mappedIterable[k] = childResult; - } - containedIn.delete(input2); - return mappedIterable; - } else { - throw new Error(`Can't recurse into non-iterable type: ${input2}`); - } -} -function deepZip(inputs, zipFn = zipToList) { - return deepZipInternal(inputs, zipFn); -} -function deepZipInternal(inputs, zipFn, containedIn = new Set()) { - const input2 = inputs[0]; - if (containedIn.has(input2)) { - throw new Error("Circular references are not supported."); - } - const result = zipFn(inputs); - if (result.recurse && result.value !== null) { - throw new Error("A deep zip function may not return both a value and recurse=true."); - } - if (!result.recurse) { - return result.value; - } else if (isIterable2(input2)) { - const mappedIterable = Array.isArray(input2) ? [] : {}; - containedIn.add(input2); - for (const k in input2) { - const children = inputs.map((x) => x[k]); - const childResult = deepZipInternal(children, zipFn, containedIn); - mappedIterable[k] = childResult; - } - containedIn.delete(input2); - return mappedIterable; - } else { - throw new Error(`Can't recurse into non-iterable type: ${input2}`); - } -} -function zipToList(x) { - if (x === null) { - return null; - } - if (isIterable2(x[0])) { - return {value: null, recurse: true}; - } else { - return {value: x, recurse: false}; - } -} -async function deepMapAndAwaitAll(input2, mapFn) { - const seen = new Map(); - deepMapInternal(input2, mapFn, seen); - for (const key of Array.from(seen.keys())) { - const value = seen.get(key); - if (util_exports.isPromise(value)) { - const mappedValue = await value; - seen.set(key, mappedValue); - } - } - const result = deepMapInternal(input2, mapFn, seen); - return result; -} -function isIterable2(obj) { - return obj != null && !ArrayBuffer.isView(obj) && (Array.isArray(obj) || typeof obj === "object" && !(obj instanceof Tensor)); -} -function canTensorify(obj) { - return obj == null || isPrimitive(obj) || Array.isArray(obj) || typeof obj === "object" && obj instanceof Tensor || util_exports.isTypedArray(obj); -} -function isPrimitive(value) { - return value === null || typeof value !== "object" && typeof value !== "function"; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -function deepClone(container) { - return deepMap(container, cloneIfTensor); -} -function cloneIfTensor(item) { - if (item instanceof Tensor) { - return {value: item.clone(), recurse: false}; - } else if (isIterable2(item)) { - return {value: null, recurse: true}; - } else { - return {value: item, recurse: false}; - } -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var RingBuffer = class { - constructor(capacity) { - this.capacity = capacity; - this.begin = 0; - this.end = 0; - if (capacity == null) { - throw new RangeError("Can't create a ring buffer of unknown capacity."); - } - if (capacity < 1) { - throw new RangeError("Can't create ring buffer of capacity < 1."); - } - this.data = new Array(capacity); - this.doubledCapacity = 2 * capacity; - } - wrap(index) { - while (index < 0) { - index += this.doubledCapacity; - } - return index % this.doubledCapacity; - } - get(index) { - if (index < 0) { - throw new RangeError("Can't get item at a negative index."); - } - return this.data[index % this.capacity]; - } - set(index, value) { - if (index < 0) { - throw new RangeError("Can't set item at a negative index."); - } - this.data[index % this.capacity] = value; - } - length() { - let length = this.end - this.begin; - if (length < 0) { - length = this.doubledCapacity + length; - } - return length; - } - isFull() { - return this.length() === this.capacity; - } - isEmpty() { - return this.length() === 0; - } - push(value) { - if (this.isFull()) { - throw new RangeError("Ring buffer is full."); - } - this.set(this.end, value); - this.end = this.wrap(this.end + 1); - } - pushAll(values) { - for (const value of values) { - this.push(value); - } - } - pop() { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - this.end = this.wrap(this.end - 1); - const result = this.get(this.end); - this.set(this.end, void 0); - return result; - } - unshift(value) { - if (this.isFull()) { - throw new RangeError("Ring buffer is full."); - } - this.begin = this.wrap(this.begin - 1); - this.set(this.begin, value); - } - shift() { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - const result = this.get(this.begin); - this.set(this.begin, void 0); - this.begin = this.wrap(this.begin + 1); - return result; - } - shuffleExcise(relativeIndex) { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - const index = this.wrap(this.begin + relativeIndex); - const result = this.get(index); - this.set(index, this.pop()); - return result; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var GrowingRingBuffer = class extends RingBuffer { - constructor() { - super(GrowingRingBuffer.INITIAL_CAPACITY); - } - isFull() { - return false; - } - push(value) { - if (super.isFull()) { - this.expand(); - } - super.push(value); - } - unshift(value) { - if (super.isFull()) { - this.expand(); - } - super.unshift(value); - } - expand() { - const newCapacity = this.capacity * 2; - const newData = new Array(newCapacity); - const len = this.length(); - for (let i = 0; i < len; i++) { - newData[i] = this.get(this.wrap(this.begin + i)); - } - this.data = newData; - this.capacity = newCapacity; - this.doubledCapacity = 2 * this.capacity; - this.begin = 0; - this.end = len; - } -}; -GrowingRingBuffer.INITIAL_CAPACITY = 32; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -function iteratorFromItems(items) { - return new ArrayIterator(items); -} -function iteratorFromFunction(func2) { - return new FunctionCallIterator(func2); -} -function iteratorFromConcatenated(baseIterators, baseErrorHandler) { - return new ChainedIterator(baseIterators, baseErrorHandler); -} -function iteratorFromZipped(iterators, mismatchMode = ZipMismatchMode.FAIL) { - return new ZipIterator(iterators, mismatchMode); -} -var LazyIterator = class { - async toArray() { - const result = []; - let x = await this.next(); - while (!x.done) { - result.push(x.value); - x = await this.next(); - } - return result; - } - async toArrayForTest() { - const stream = this.prefetch(100); - const result = []; - let x = await stream.next(); - while (!x.done) { - result.push(x.value); - x = await stream.next(); - } - return result; - } - async resolveFully() { - let x = await this.next(); - while (!x.done) { - x = await this.next(); - } - } - async resolveWhile(predicate) { - let x = await this.next(); - let shouldContinue = predicate(x.value); - while (!x.done && shouldContinue) { - x = await this.next(); - shouldContinue = predicate(x.value); - } - } - handleErrors(handler) { - return new ErrorHandlingLazyIterator(this, handler); - } - filter(predicate) { - return new FilterIterator(this, predicate); - } - map(transform4) { - return new MapIterator(this, transform4); - } - mapAsync(transform4) { - return new AsyncMapIterator(this, transform4); - } - serialMapAsync(transform4) { - return new AsyncMapIterator(this, transform4).serial(); - } - flatmap(transform4) { - return new FlatmapIterator(this, transform4); - } - async forEachAsync(f) { - return this.map(f).resolveFully(); - } - async serialForEach(f) { - return this.serialMapAsync(f).resolveWhile((x) => x === true); - } - rowMajorBatch(batchSize, smallLastBatch = true) { - return new RowMajorBatchIterator(this, batchSize, smallLastBatch); - } - columnMajorBatch(batchSize, smallLastBatch = true, zipFn = zipToList) { - const rowBatches = this.rowMajorBatch(batchSize, smallLastBatch); - return rowBatches.map((x) => deepZip(x, zipFn)); - } - concatenate(iterator, baseErrorHandler) { - return new ChainedIterator(iteratorFromItems([this, iterator]), baseErrorHandler); - } - take(count2) { - if (count2 < 0 || count2 == null) { - return this; - } - return new TakeIterator(this, count2); - } - skip(count2) { - if (count2 < 0 || count2 == null) { - return this; - } - return new SkipIterator(this, count2); - } - prefetch(bufferSize) { - return new PrefetchIterator(this, bufferSize); - } - shuffle(windowSize, seed) { - return new ShuffleIterator(this, windowSize, seed); - } - serial() { - return new SerialIterator(this); - } -}; -var ArrayIterator = class extends LazyIterator { - constructor(items) { - super(); - this.items = items; - this.trav = 0; - } - summary() { - return `Array of ${this.items.length} items`; - } - async next() { - if (this.trav >= this.items.length) { - return {value: null, done: true}; - } - const item = this.items[this.trav]; - this.trav++; - return {value: deepClone(item), done: false}; - } -}; -var FunctionCallIterator = class extends LazyIterator { - constructor(nextFn) { - super(); - this.nextFn = nextFn; - } - summary() { - return `Function call`; - } - async next() { - try { - return this.nextFn(); - } catch (e) { - e.message = `Error thrown while iterating through a dataset: ${e.message}`; - throw e; - } - } -}; -var SerialIterator = class extends LazyIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Serial`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - return this.upstream.next(); - } -}; -var SkipIterator = class extends LazyIterator { - constructor(upstream, maxCount) { - super(); - this.upstream = upstream; - this.maxCount = maxCount; - this.count = 0; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Skip`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (this.count++ < this.maxCount) { - const skipped7 = await this.upstream.next(); - if (skipped7.done) { - return skipped7; - } - dispose(skipped7.value); - } - return this.upstream.next(); - } -}; -var TakeIterator = class extends LazyIterator { - constructor(upstream, maxCount) { - super(); - this.upstream = upstream; - this.maxCount = maxCount; - this.count = 0; - } - summary() { - return `${this.upstream.summary()} -> Take`; - } - async next() { - if (this.count++ >= this.maxCount) { - return {value: null, done: true}; - } - return this.upstream.next(); - } -}; -var RowMajorBatchIterator = class extends LazyIterator { - constructor(upstream, batchSize, enableSmallLastBatch = true) { - super(); - this.upstream = upstream; - this.batchSize = batchSize; - this.enableSmallLastBatch = enableSmallLastBatch; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> RowMajorBatch`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - const batch = []; - while (batch.length < this.batchSize) { - const item = await this.upstream.next(); - if (item.done) { - if (this.enableSmallLastBatch && batch.length > 0) { - return {value: batch, done: false}; - } - return {value: null, done: true}; - } - batch.push(item.value); - } - return {value: batch, done: false}; - } -}; -var FilterIterator = class extends LazyIterator { - constructor(upstream, predicate) { - super(); - this.upstream = upstream; - this.predicate = predicate; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Filter`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (true) { - const item = await this.upstream.next(); - if (item.done || this.predicate(item.value)) { - return item; - } - dispose(item.value); - } - } -}; -var MapIterator = class extends LazyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> Map`; - } - async next() { - const item = await this.upstream.next(); - if (item.done) { - return {value: null, done: true}; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mapped = this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mapped); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return {value: mapped, done: false}; - } -}; -var ErrorHandlingLazyIterator = class extends LazyIterator { - constructor(upstream, handler) { - super(); - this.upstream = upstream; - this.handler = handler; - this.count = 0; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> handleErrors`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (true) { - try { - return await this.upstream.next(); - } catch (e) { - if (!this.handler(e)) { - return {value: null, done: true}; - } - } - } - } -}; -var AsyncMapIterator = class extends LazyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> AsyncMap`; - } - async next() { - const item = await this.upstream.next(); - if (item.done) { - return {value: null, done: true}; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mapped = await this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mapped); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return {value: mapped, done: false}; - } -}; -var OneToManyIterator = class extends LazyIterator { - constructor() { - super(); - this.outputQueue = new GrowingRingBuffer(); - this.lastRead = Promise.resolve({value: null, done: false}); - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (this.outputQueue.length() === 0) { - if (!await this.pump()) { - return {value: null, done: true}; - } - } - return {value: this.outputQueue.shift(), done: false}; - } -}; -var FlatmapIterator = class extends OneToManyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> Flatmap`; - } - async pump() { - const item = await this.upstream.next(); - if (item.done) { - return false; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mappedArray = this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mappedArray); - this.outputQueue.pushAll(mappedArray); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return true; - } -}; -var ChainedIterator = class extends LazyIterator { - constructor(iterators, baseErrorHandler) { - super(); - this.baseErrorHandler = baseErrorHandler; - this.lastRead = null; - this.iterator = null; - this.moreIterators = iterators; - } - summary() { - const upstreamSummaries = "TODO: fill in upstream of chained summaries"; - return `${upstreamSummaries} -> Chained`; - } - async next() { - this.lastRead = this.readFromChain(this.lastRead); - return this.lastRead; - } - async readFromChain(lastRead) { - await lastRead; - if (this.iterator == null) { - const iteratorResult = await this.moreIterators.next(); - if (iteratorResult.done) { - return {value: null, done: true}; - } - this.iterator = iteratorResult.value; - if (this.baseErrorHandler != null) { - this.iterator = this.iterator.handleErrors(this.baseErrorHandler); - } - } - const itemResult = await this.iterator.next(); - if (itemResult.done) { - this.iterator = null; - return this.readFromChain(lastRead); - } - return itemResult; - } -}; -var ZipMismatchMode; -(function(ZipMismatchMode2) { - ZipMismatchMode2[ZipMismatchMode2["FAIL"] = 0] = "FAIL"; - ZipMismatchMode2[ZipMismatchMode2["SHORTEST"] = 1] = "SHORTEST"; - ZipMismatchMode2[ZipMismatchMode2["LONGEST"] = 2] = "LONGEST"; -})(ZipMismatchMode || (ZipMismatchMode = {})); -var ZipIterator = class extends LazyIterator { - constructor(iterators, mismatchMode = ZipMismatchMode.FAIL) { - super(); - this.iterators = iterators; - this.mismatchMode = mismatchMode; - this.count = 0; - this.currentPromise = null; - } - summary() { - const upstreamSummaries = "TODO: fill in upstream of zip summaries"; - return `{${upstreamSummaries}} -> Zip`; - } - async nextState(afterState) { - await afterState; - let numIterators = 0; - let iteratorsDone = 0; - function getNext(container) { - if (container instanceof LazyIterator) { - const result = container.next(); - return { - value: result.then((x) => { - numIterators++; - if (x.done) { - iteratorsDone++; - } - return x.value; - }), - recurse: false - }; - } else { - return {value: null, recurse: true}; - } - } - const mapped = await deepMapAndAwaitAll(this.iterators, getNext); - if (numIterators === iteratorsDone) { - return {value: null, done: true}; - } - if (iteratorsDone > 0) { - switch (this.mismatchMode) { - case ZipMismatchMode.FAIL: - throw new Error(`Zipped streams should have the same length. Mismatched at element ${this.count}.`); - case ZipMismatchMode.SHORTEST: - return {value: null, done: true}; - case ZipMismatchMode.LONGEST: - default: - } - } - this.count++; - return {value: mapped, done: false}; - } - async next() { - this.currentPromise = this.nextState(this.currentPromise); - return this.currentPromise; - } -}; -var PrefetchIterator = class extends LazyIterator { - constructor(upstream, bufferSize) { - super(); - this.upstream = upstream; - this.bufferSize = bufferSize; - this.buffer = new RingBuffer(bufferSize); - } - summary() { - return `${this.upstream.summary()} -> Prefetch`; - } - refill() { - while (!this.buffer.isFull()) { - const v = this.upstream.next(); - this.buffer.push(v); - } - } - next() { - this.refill(); - return this.buffer.shift(); - } -}; -var ShuffleIterator = class extends PrefetchIterator { - constructor(upstream, windowSize, seed) { - super(upstream, windowSize); - this.upstream = upstream; - this.windowSize = windowSize; - this.upstreamExhausted = false; - this.random = seedrandom3.alea(seed || util_exports.now().toString()); - this.lastRead = Promise.resolve({value: null, done: false}); - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - randomInt(max6) { - return Math.floor(this.random() * max6); - } - chooseIndex() { - return this.randomInt(this.buffer.length()); - } - async serialNext() { - if (!this.upstreamExhausted) { - this.refill(); - } - while (!this.buffer.isEmpty()) { - const chosenIndex = this.chooseIndex(); - const result = await this.buffer.shuffleExcise(chosenIndex); - if (result.done) { - this.upstreamExhausted = true; - } else { - this.refill(); - return result; - } - } - return {value: null, done: true}; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var Dataset = class { - constructor() { - this.size = null; - } - batch(batchSize, smallLastBatch = true) { - const base2 = this; - util_exports.assert(batchSize > 0, () => `batchSize needs to be positive, but it is - ${batchSize}`); - let size; - if (this.size === Infinity || this.size == null) { - size = this.size; - } else if (smallLastBatch) { - size = Math.ceil(this.size / batchSize); - } else { - size = Math.floor(this.size / batchSize); - } - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).columnMajorBatch(batchSize, smallLastBatch, deepBatchConcat); - }, size); - } - concatenate(dataset) { - const base2 = this; - let size; - if (this.size === Infinity || dataset.size === Infinity) { - size = Infinity; - } else if (this.size != null && dataset.size != null) { - size = this.size + dataset.size; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).concatenate(await dataset.iterator()), size); - } - filter(predicate) { - const base2 = this; - let size; - if (this.size === Infinity) { - size = Infinity; - } else { - size = null; - } - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).filter((x) => tidy(() => predicate(x))); - }, size); - } - async forEachAsync(f) { - return (await this.iterator()).forEachAsync(f); - } - map(transform4) { - const base2 = this; - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).map((x) => tidy(() => transform4(x))); - }, this.size); - } - mapAsync(transform4) { - const base2 = this; - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).mapAsync(transform4); - }, this.size); - } - prefetch(bufferSize) { - if (bufferSize == null) { - throw new RangeError("`Dataset.prefetch()` requires bufferSize to be specified."); - } - const base2 = this; - return datasetFromIteratorFn(async () => (await base2.iterator()).prefetch(bufferSize), this.size); - } - repeat(count2) { - const base2 = this; - let size; - if (this.size != null && count2 > 0) { - size = this.size * count2; - } else if (count2 === 0) { - size = 0; - } else if (this.size != null && (count2 === void 0 || count2 < 0)) { - size = Infinity; - } else { - size = null; - } - return datasetFromIteratorFn(async () => { - const iteratorIterator = iteratorFromFunction(async () => ({value: await base2.iterator(), done: false})); - return iteratorFromConcatenated(iteratorIterator.take(count2)); - }, size); - } - skip(count2) { - const base2 = this; - let size; - if (this.size != null && count2 >= 0 && this.size >= count2) { - size = this.size - count2; - } else if (this.size != null && (this.size < count2 || count2 === void 0 || count2 < 0)) { - size = 0; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).skip(count2), size); - } - shuffle(bufferSize, seed, reshuffleEachIteration = true) { - if (bufferSize == null || bufferSize < 0) { - if (this.size == null) { - throw new RangeError("`Dataset.shuffle()` requires bufferSize to be specified."); - } else { - throw new RangeError(`\`Dataset.shuffle()\` requires bufferSize to be specified. If your data fits in main memory (for regular JS objects), and/or GPU memory (for \`tf.Tensor\`s), consider setting bufferSize to the dataset size (${this.size} elements)`); - } - } - const base2 = this; - const random = seedrandom4.alea(seed || util_exports.now().toString()); - return datasetFromIteratorFn(async () => { - let seed2 = random.int32(); - if (reshuffleEachIteration) { - seed2 += random.int32(); - } - return (await base2.iterator()).shuffle(bufferSize, seed2.toString()); - }, this.size); - } - take(count2) { - const base2 = this; - let size; - if (this.size != null && this.size > count2) { - size = count2; - } else if (this.size != null && this.size <= count2) { - size = this.size; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).take(count2), size); - } - async toArray() { - if (this.size === Infinity) { - throw new Error("Can not convert infinite data stream to array."); - } - return (await this.iterator()).toArray(); - } - async toArrayForTest() { - if (this.size === Infinity) { - throw new Error("Can not convert infinite data stream to array."); - } - return (await this.iterator()).toArrayForTest(); - } -}; -Dataset.MAX_BUFFER_SIZE = 1e4; -function datasetFromIteratorFn(iteratorFn, size = null) { - return new class extends Dataset { - constructor() { - super(...arguments); - this.size = size; - } - async iterator() { - return iteratorFn(); - } - }(); -} -function array(items) { - return datasetFromIteratorFn(async () => iteratorFromItems(items), items.length); -} -function zip(datasets) { - if (!isIterable2(datasets)) { - throw new Error("The argument to zip() must be an object or array."); - } - let size; - if (Array.isArray(datasets)) { - for (let i = 0; i < datasets.length; i++) { - size = size == null ? datasets[i].size : Math.min(size, datasets[i].size); - } - } else if (datasets instanceof Object) { - for (const ds in datasets) { - size = size == null ? datasets[ds].size : Math.min(size, datasets[ds].size); - } - } - return datasetFromIteratorFn(async () => { - const streams = await deepMapAndAwaitAll(datasets, (d) => { - if (d instanceof Dataset) { - return {value: d.iterator(), recurse: false}; - } else if (isIterable2(d)) { - return {value: null, recurse: true}; - } else { - throw new Error("Leaves of the structure passed to zip() must be Datasets, not primitives."); - } - }); - return iteratorFromZipped(streams, ZipMismatchMode.SHORTEST); - }, size); -} -function deepBatchConcat(rows) { - if (rows === null) { - return null; - } - const exampleRow = rows[0]; - if (canTensorify(exampleRow)) { - const value = batchConcat(rows); - return {value, recurse: false}; - } - return {value: null, recurse: true}; -} -function batchConcat(arrays) { - if (arrays.length === 0) { - throw new Error("Can't make a batch of zero elements."); - } - if (arrays[0] instanceof Tensor) { - return stack(arrays); - } else { - return tensor(arrays); - } -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var TextLineDataset = class extends Dataset { - constructor(input2) { - super(); - this.input = input2; - } - async iterator() { - const inputIterator = await this.input.iterator(); - const utf8Iterator = inputIterator.decodeUTF8(); - const lineIterator = utf8Iterator.split("\n").map((line) => { - if (line.endsWith("\r")) { - line = line.slice(0, -1); - } - return line; - }); - return lineIterator; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var CODE_QUOTE = '"'; -var STATE_OUT = Symbol("out"); -var STATE_FIELD = Symbol("field"); -var STATE_QUOTE = Symbol("quote"); -var STATE_QUOTE_AFTER_QUOTE = Symbol("quoteafterquote"); -var STATE_WITHIN_QUOTE_IN_QUOTE = Symbol("quoteinquote"); -var CSVDataset = class extends Dataset { - constructor(input2, csvConfig) { - super(); - this.input = input2; - this.hasHeader = true; - this.fullColumnNames = null; - this.columnNamesValidated = false; - this.columnConfigs = null; - this.configuredColumnsOnly = false; - this.delimiter = ","; - this.delimWhitespace = false; - this.base = new TextLineDataset(input2); - if (!csvConfig) { - csvConfig = {}; - } - this.hasHeader = csvConfig.hasHeader === false ? false : true; - this.fullColumnNames = csvConfig.columnNames; - this.columnConfigs = csvConfig.columnConfigs; - this.configuredColumnsOnly = csvConfig.configuredColumnsOnly; - if (csvConfig.delimWhitespace) { - util_exports.assert(csvConfig.delimiter == null, () => "Delimiter should not be provided when delimWhitespace is true."); - this.delimWhitespace = true; - this.delimiter = " "; - } else { - this.delimiter = csvConfig.delimiter ? csvConfig.delimiter : ","; - } - } - async columnNames() { - if (!this.columnNamesValidated) { - await this.setColumnNames(); - } - return this.configuredColumnsOnly ? Object.keys(this.columnConfigs) : this.fullColumnNames; - } - async setColumnNames() { - const columnNamesFromFile = await this.maybeReadHeaderLine(); - if (!this.fullColumnNames && !columnNamesFromFile) { - throw new Error("Column names must be provided if there is no header line."); - } else if (this.fullColumnNames && columnNamesFromFile) { - util_exports.assert(columnNamesFromFile.length === this.fullColumnNames.length, () => "The length of provided columnNames (" + this.fullColumnNames.length.toString() + ") does not match the length of the header line read from file (" + columnNamesFromFile.length.toString() + ")."); - } - if (!this.fullColumnNames) { - this.fullColumnNames = columnNamesFromFile; - } - const counts = this.fullColumnNames.reduce((countAcc, name) => { - countAcc[name] = countAcc[name] + 1 || 1; - return countAcc; - }, {}); - const duplicateNames = Object.keys(counts).filter((name) => counts[name] > 1); - util_exports.assert(duplicateNames.length === 0, () => "Duplicate column names found: " + duplicateNames.toString()); - if (this.columnConfigs) { - for (const key of Object.keys(this.columnConfigs)) { - const index = this.fullColumnNames.indexOf(key); - if (index === -1) { - throw new Error('The key "' + key + '" provided in columnConfigs does not match any of the column names (' + this.fullColumnNames.toString() + ")."); - } - } - } - this.columnNamesValidated = true; - } - async maybeReadHeaderLine() { - if (this.hasHeader) { - const iter = await this.base.iterator(); - const firstElement = await iter.next(); - if (firstElement.done) { - throw new Error("No data was found for CSV parsing."); - } - const firstLine = firstElement.value; - const headers = this.parseRow(firstLine, false); - return headers; - } else { - return null; - } - } - async iterator() { - if (!this.columnNamesValidated) { - await this.setColumnNames(); - } - let lines2 = await this.base.iterator(); - if (this.hasHeader) { - lines2 = lines2.skip(1); - } - return lines2.map((x) => this.makeDataElement(x)); - } - makeDataElement(line) { - const values = this.parseRow(line); - const features = {}; - const labels2 = {}; - for (let i = 0; i < this.fullColumnNames.length; i++) { - const key = this.fullColumnNames[i]; - const config3 = this.columnConfigs ? this.columnConfigs[key] : null; - if (this.configuredColumnsOnly && !config3) { - continue; - } else { - const value = values[i]; - let parsedValue = null; - if (value === "") { - if (config3 && config3.default !== void 0) { - parsedValue = config3.default; - } else if (config3 && (config3.required || config3.isLabel)) { - throw new Error(`Required column ${key} is empty in this line: ${line}`); - } else { - parsedValue = void 0; - } - } else { - const valueAsNum = Number(value); - if (isNaN(valueAsNum)) { - if (config3 && config3.dtype === "bool") { - parsedValue = this.getBoolean(value); - } else { - parsedValue = value; - } - } else if (!config3 || !config3.dtype) { - parsedValue = valueAsNum; - } else { - switch (config3.dtype) { - case "float32": - parsedValue = valueAsNum; - break; - case "int32": - parsedValue = Math.floor(valueAsNum); - break; - case "bool": - parsedValue = this.getBoolean(value); - break; - default: - parsedValue = valueAsNum; - } - } - } - config3 && config3.isLabel ? labels2[key] = parsedValue : features[key] = parsedValue; - } - } - if (Object.keys(labels2).length === 0) { - return features; - } else { - return {xs: features, ys: labels2}; - } - } - getBoolean(value) { - if (value === "1" || value.toLowerCase() === "true") { - return 1; - } else { - return 0; - } - } - parseRow(line, validateElementCount = true) { - const result = []; - let readOffset = 0; - const readLength = line.length; - let currentState = STATE_OUT; - for (let i = 0; i < readLength; i++) { - switch (currentState) { - case STATE_OUT: - switch (line.charAt(i)) { - case CODE_QUOTE: - readOffset = i + 1; - currentState = STATE_QUOTE; - break; - case this.delimiter: - readOffset = i + 1; - if (this.delimiter === " " && this.delimWhitespace) { - break; - } - result.push(""); - currentState = STATE_OUT; - break; - default: - currentState = STATE_FIELD; - readOffset = i; - break; - } - break; - case STATE_FIELD: - switch (line.charAt(i)) { - case this.delimiter: - result.push(line.substring(readOffset, i)); - currentState = STATE_OUT; - readOffset = i + 1; - break; - default: - } - break; - case STATE_QUOTE: - switch (line.charAt(i)) { - case CODE_QUOTE: - currentState = STATE_QUOTE_AFTER_QUOTE; - break; - default: - } - break; - case STATE_QUOTE_AFTER_QUOTE: - switch (line.charAt(i)) { - case this.delimiter: - result.push(line.substring(readOffset, i - 1)); - currentState = STATE_OUT; - readOffset = i + 1; - break; - case CODE_QUOTE: - currentState = STATE_QUOTE; - break; - default: - currentState = STATE_WITHIN_QUOTE_IN_QUOTE; - break; - } - break; - case STATE_WITHIN_QUOTE_IN_QUOTE: - switch (line.charAt(i)) { - case CODE_QUOTE: - currentState = STATE_QUOTE; - break; - default: - } - break; - default: - } - } - if (currentState === STATE_QUOTE_AFTER_QUOTE) { - result.push(line.substring(readOffset, readLength - 1)); - } else { - result.push(line.substring(readOffset)); - } - if (validateElementCount && result.length !== this.fullColumnNames.length) { - throw new Error(`Invalid row in csv file. Should have ${this.fullColumnNames.length} elements in a row, but got ${result}`); - } - return result; - } -}; -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var MicrophoneIterator = class extends LazyIterator { - constructor(microphoneConfig) { - super(); - this.microphoneConfig = microphoneConfig; - this.isClosed = false; - this.fftSize = microphoneConfig.fftSize || 1024; - const fftSizeLog2 = Math.log2(this.fftSize); - if (this.fftSize < 0 || fftSizeLog2 < 4 || fftSizeLog2 > 14 || !Number.isInteger(fftSizeLog2)) { - throw new Error(`Invalid fftSize: it must be a power of 2 between 2 to 4 and 2 to 14, but got ${this.fftSize}`); - } - this.numFrames = microphoneConfig.numFramesPerSpectrogram || 43; - this.sampleRateHz = microphoneConfig.sampleRateHz; - this.columnTruncateLength = microphoneConfig.columnTruncateLength || this.fftSize; - this.audioTrackConstraints = microphoneConfig.audioTrackConstraints; - this.smoothingTimeConstant = microphoneConfig.smoothingTimeConstant || 0; - this.includeSpectrogram = microphoneConfig.includeSpectrogram === false ? false : true; - this.includeWaveform = microphoneConfig.includeWaveform === true ? true : false; - if (!this.includeSpectrogram && !this.includeWaveform) { - throw new Error("Both includeSpectrogram and includeWaveform are false. At least one type of data should be returned."); - } - } - summary() { - return `microphone`; - } - static async create(microphoneConfig = {}) { - if (env().get("IS_NODE")) { - throw new Error("microphone API is only supported in browser environment."); - } - const microphoneIterator = new MicrophoneIterator(microphoneConfig); - await microphoneIterator.start(); - return microphoneIterator; - } - async start() { - try { - this.stream = await navigator.mediaDevices.getUserMedia({ - audio: this.audioTrackConstraints == null ? true : this.audioTrackConstraints, - video: false - }); - } catch (e) { - throw new Error(`Error thrown while initializing video stream: ${e.message}`); - } - if (!this.stream) { - throw new Error("Could not obtain audio from microphone."); - } - const ctxConstructor = window.AudioContext || window.webkitAudioContext; - this.audioContext = new ctxConstructor(); - if (!this.sampleRateHz) { - this.sampleRateHz = this.audioContext.sampleRate; - } else if (this.audioContext.sampleRate !== this.sampleRateHz) { - throw new Error(`Mismatch in sampling rate: Expected: ${this.sampleRateHz}; Actual: ${this.audioContext.sampleRate}`); - } - const streamSource = this.audioContext.createMediaStreamSource(this.stream); - this.analyser = this.audioContext.createAnalyser(); - this.analyser.fftSize = this.fftSize * 2; - this.analyser.smoothingTimeConstant = this.smoothingTimeConstant; - streamSource.connect(this.analyser); - this.freqData = new Float32Array(this.fftSize); - this.timeData = new Float32Array(this.fftSize); - return; - } - async next() { - if (this.isClosed) { - return {value: null, done: true}; - } - let spectrogramTensor; - let waveformTensor; - const audioDataQueue = await this.getAudioData(); - if (this.includeSpectrogram) { - const freqData = this.flattenQueue(audioDataQueue.freqDataQueue); - spectrogramTensor = this.getTensorFromAudioDataArray(freqData, [this.numFrames, this.columnTruncateLength, 1]); - } - if (this.includeWaveform) { - const timeData = this.flattenQueue(audioDataQueue.timeDataQueue); - waveformTensor = this.getTensorFromAudioDataArray(timeData, [this.numFrames * this.fftSize, 1]); - } - return { - value: {spectrogram: spectrogramTensor, waveform: waveformTensor}, - done: false - }; - } - async capture() { - return (await this.next()).value; - } - async getAudioData() { - const freqDataQueue = []; - const timeDataQueue = []; - let currentFrames = 0; - return new Promise((resolve) => { - const intervalID = setInterval(() => { - if (this.includeSpectrogram) { - this.analyser.getFloatFrequencyData(this.freqData); - if (this.freqData[0] === -Infinity) { - resolve({freqDataQueue, timeDataQueue}); - } - freqDataQueue.push(this.freqData.slice(0, this.columnTruncateLength)); - } - if (this.includeWaveform) { - this.analyser.getFloatTimeDomainData(this.timeData); - timeDataQueue.push(this.timeData.slice()); - } - if (++currentFrames === this.numFrames) { - clearInterval(intervalID); - resolve({freqDataQueue, timeDataQueue}); - } - }, this.fftSize / this.sampleRateHz * 1e3); - }); - } - stop() { - if (!this.isClosed) { - this.isClosed = true; - this.analyser.disconnect(); - this.audioContext.close(); - if (this.stream != null && this.stream.getTracks().length > 0) { - this.stream.getTracks()[0].stop(); - } - } - } - toArray() { - throw new Error("Can not convert infinite audio stream to array."); - } - getSampleRate() { - return this.sampleRateHz; - } - flattenQueue(queue) { - const frameSize = queue[0].length; - const freqData = new Float32Array(queue.length * frameSize); - queue.forEach((data2, i) => freqData.set(data2, i * frameSize)); - return freqData; - } - getTensorFromAudioDataArray(freqData, shape) { - const vals = new Float32Array(util_exports.sizeFromShape(shape)); - vals.set(freqData, vals.length - freqData.length); - return tensor(vals, shape); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var WebcamIterator = class extends LazyIterator { - constructor(webcamVideoElement, webcamConfig) { - super(); - this.webcamVideoElement = webcamVideoElement; - this.webcamConfig = webcamConfig; - this.isClosed = true; - this.resize = false; - if (this.needToResize()) { - this.resize = true; - this.cropSize = [this.webcamConfig.resizeHeight, this.webcamConfig.resizeWidth]; - this.cropBoxInd = tensor1d([0], "int32"); - if (this.webcamConfig.centerCrop) { - const widthCroppingRatio = this.webcamConfig.resizeWidth * 1 / this.webcamVideoElement.width; - const heightCroppingRatio = this.webcamConfig.resizeHeight * 1 / this.webcamVideoElement.height; - const widthCropStart = (1 - widthCroppingRatio) / 2; - const heightCropStart = (1 - heightCroppingRatio) / 2; - const widthCropEnd = widthCropStart + widthCroppingRatio; - const heightCropEnd = heightCroppingRatio + heightCropStart; - this.cropBox = tensor2d([heightCropStart, widthCropStart, heightCropEnd, widthCropEnd], [1, 4]); - } else { - this.cropBox = tensor2d([0, 0, 1, 1], [1, 4]); - } - } - } - summary() { - return `webcam`; - } - static async create(webcamVideoElement, webcamConfig = {}) { - if (env().get("IS_NODE")) { - throw new Error("tf.data.webcam is only supported in browser environment."); - } - if (!webcamVideoElement) { - webcamVideoElement = document.createElement("video"); - if (!webcamConfig.resizeWidth || !webcamConfig.resizeHeight) { - throw new Error("Please provide webcam video element, or resizeWidth and resizeHeight to create a hidden video element."); - } - webcamVideoElement.width = webcamConfig.resizeWidth; - webcamVideoElement.height = webcamConfig.resizeHeight; - } - const webcamIterator = new WebcamIterator(webcamVideoElement, webcamConfig); - await webcamIterator.start(); - return webcamIterator; - } - async start() { - if (this.webcamConfig.facingMode) { - util_exports.assert(this.webcamConfig.facingMode === "user" || this.webcamConfig.facingMode === "environment", () => `Invalid webcam facing mode: ${this.webcamConfig.facingMode}. Please provide 'user' or 'environment'`); - } - try { - this.stream = await navigator.mediaDevices.getUserMedia({ - video: { - deviceId: this.webcamConfig.deviceId, - facingMode: this.webcamConfig.facingMode ? this.webcamConfig.facingMode : "user", - width: this.webcamVideoElement.width, - height: this.webcamVideoElement.height - } - }); - } catch (e) { - e.message = `Error thrown while initializing video stream: ${e.message}`; - throw e; - } - if (!this.stream) { - throw new Error("Could not obtain video from webcam."); - } - try { - this.webcamVideoElement.srcObject = this.stream; - } catch (error) { - console.log(error); - this.webcamVideoElement.src = window.URL.createObjectURL(this.stream); - } - this.webcamVideoElement.play(); - this.isClosed = false; - return new Promise((resolve) => { - this.webcamVideoElement.onloadedmetadata = () => { - resolve(); - }; - }); - } - async next() { - if (this.isClosed) { - return {value: null, done: true}; - } - let img; - try { - img = browser_exports.fromPixels(this.webcamVideoElement); - } catch (e) { - throw new Error(`Error thrown converting video to pixels: ${JSON.stringify(e)}`); - } - if (this.resize) { - try { - return {value: this.cropAndResizeFrame(img), done: false}; - } catch (e) { - throw new Error(`Error thrown cropping the video: ${e.message}`); - } finally { - img.dispose(); - } - } else { - return {value: img, done: false}; - } - } - needToResize() { - if (this.webcamConfig.resizeWidth && this.webcamConfig.resizeHeight && (this.webcamVideoElement.width !== this.webcamConfig.resizeWidth || this.webcamVideoElement.height !== this.webcamConfig.resizeHeight)) { - return true; - } - return false; - } - cropAndResizeFrame(img) { - return tidy(() => { - const expandedImage = expandDims(cast(img, "float32"), 0); - let resizedImage; - resizedImage = image.cropAndResize(expandedImage, this.cropBox, this.cropBoxInd, this.cropSize, "bilinear"); - const shape = resizedImage.shape; - return reshape(resizedImage, shape.slice(1)); - }); - } - async capture() { - return (await this.next()).value; - } - stop() { - const tracks = this.stream.getTracks(); - tracks.forEach((track) => track.stop()); - try { - this.webcamVideoElement.srcObject = null; - } catch (error) { - console.log(error); - this.webcamVideoElement.src = null; - } - this.isClosed = true; - } - toArray() { - throw new Error("Can not convert infinite video stream to array."); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var DataSource = class { -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var StringIterator = class extends LazyIterator { - split(separator) { - return new SplitIterator(this, separator); - } -}; -var SplitIterator = class extends StringIterator { - constructor(upstream, separator) { - super(); - this.upstream = upstream; - this.impl = new SplitIteratorImpl(upstream, separator); - } - summary() { - return this.impl.summary(); - } - async next() { - return this.impl.next(); - } -}; -var SplitIteratorImpl = class extends OneToManyIterator { - constructor(upstream, separator) { - super(); - this.upstream = upstream; - this.separator = separator; - this.carryover = ""; - } - summary() { - return `${this.upstream.summary()} -> Split('${this.separator}')`; - } - async pump() { - const chunkResult = await this.upstream.next(); - if (chunkResult.done) { - if (this.carryover === "") { - return false; - } - this.outputQueue.push(this.carryover); - this.carryover = ""; - return true; - } - const lines2 = chunkResult.value.split(this.separator); - lines2[0] = this.carryover + lines2[0]; - for (const line of lines2.slice(0, -1)) { - this.outputQueue.push(line); - } - this.carryover = lines2[lines2.length - 1]; - return true; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var ByteChunkIterator = class extends LazyIterator { - decodeUTF8() { - return new Utf8Iterator(this); - } -}; -var Utf8Iterator = class extends StringIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - this.impl = new Utf8IteratorImpl(upstream); - } - summary() { - return this.impl.summary(); - } - async next() { - return this.impl.next(); - } -}; -var Utf8IteratorImpl = class extends OneToManyIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - if (env().get("IS_BROWSER")) { - this.decoder = new TextDecoder("utf-8"); - } else { - const {StringDecoder} = require_string_decoder(); - this.decoder = new StringDecoder("utf8"); - } - } - summary() { - return `${this.upstream.summary()} -> Utf8`; - } - async pump() { - const chunkResult = await this.upstream.next(); - let chunk; - if (chunkResult.done) { - return false; - } else { - chunk = chunkResult.value; - } - let text; - if (env().get("IS_BROWSER")) { - text = this.decoder.decode(chunk, {stream: true}); - } else { - text = this.decoder.write(Buffer.from(chunk.buffer)); - } - this.outputQueue.push(text); - return true; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var FileChunkIterator = class extends ByteChunkIterator { - constructor(file, options = {}) { - super(); - this.file = file; - this.options = options; - util_exports.assert(file instanceof Uint8Array || (env().get("IS_BROWSER") ? file instanceof File || file instanceof Blob : false), () => "FileChunkIterator only supports File, Blob and Uint8Array right now."); - this.offset = options.offset || 0; - this.chunkSize = options.chunkSize || 1024 * 1024; - } - summary() { - return `FileChunks ${this.file}`; - } - async next() { - if (this.offset >= (this.file instanceof Uint8Array ? this.file.byteLength : this.file.size)) { - return {value: null, done: true}; - } - const chunk = new Promise((resolve, reject) => { - const end = this.offset + this.chunkSize; - if (this.file instanceof Uint8Array) { - resolve(new Uint8Array(this.file.slice(this.offset, end))); - } else { - const fileReader = new FileReader(); - fileReader.onload = (event) => { - let data2 = fileReader.result; - if (data2 instanceof ArrayBuffer) { - data2 = new Uint8Array(data2); - } - if (!(data2 instanceof Uint8Array)) { - return reject(new TypeError("FileReader returned unknown type.")); - } - resolve(data2); - }; - fileReader.onabort = (event) => { - return reject(new Error("Aborted")); - }; - fileReader.onerror = (event) => { - return reject(new Error(event.type)); - }; - const slice5 = this.file.slice(this.offset, end); - fileReader.readAsArrayBuffer(slice5); - } - this.offset = end; - }); - return {value: await chunk, done: false}; - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -async function urlChunkIterator(url, options = {}) { - let urlString; - let requestInit; - if (typeof url === "string") { - urlString = url; - } else { - urlString = url.url; - requestInit = getRequestInitFromRequest(url); - } - const response = await util_exports.fetch(urlString, requestInit); - if (response.ok) { - const uint8Array = new Uint8Array(await response.arrayBuffer()); - return new FileChunkIterator(uint8Array, options); - } else { - throw new Error(response.statusText); - } -} -var getRequestInitFromRequest = (request) => { - const init2 = { - method: request.method, - headers: request.headers, - body: request.body, - mode: request.mode, - credentials: request.credentials, - cache: request.cache, - redirect: request.redirect, - referrer: request.referrer, - integrity: request.integrity - }; - return init2; -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -function isLocalPath(source) { - return typeof source === "string" && source.substr(0, 7) === "file://"; -} -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var FileDataSource = class extends DataSource { - constructor(input2, options = {}) { - super(); - this.input = input2; - this.options = options; - } - async iterator() { - if (isLocalPath(this.input) && env().get("IS_NODE")) { - const fs = require("fs"); - this.input = fs.readFileSync(this.input.substr(7)); - } - return new FileChunkIterator(this.input, this.options); - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -var URLDataSource = class extends DataSource { - constructor(url, fileOptions = {}) { - super(); - this.url = url; - this.fileOptions = fileOptions; - } - async iterator() { - if (isLocalPath(this.url)) { - return new FileDataSource(this.url, this.fileOptions).iterator(); - } else { - return urlChunkIterator(this.url, this.fileOptions); - } - } -}; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ -function csv(source, csvConfig = {}) { - return new CSVDataset(new URLDataSource(source), csvConfig); -} -function func(f) { - const iter = iteratorFromFunction(f); - return datasetFromIteratorFn(async () => iter); -} -function generator(generator2) { - return datasetFromIteratorFn(async () => { - const gen = await generator2(); - return iteratorFromFunction(() => gen.next()); - }); -} -async function webcam(webcamVideoElement, webcamConfig) { - return WebcamIterator.create(webcamVideoElement, webcamConfig); -} -async function microphone(microphoneConfig) { - return MicrophoneIterator.create(microphoneConfig); -} -/** @license See the LICENSE file. */ -var version12 = "3.3.0"; -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var version13 = { - tfjs: version, - "tfjs-core": version2, - "tfjs-data": version3, - "tfjs-layers": version4, - "tfjs-converter": version5, - "tfjs-backend-cpu": version7, - "tfjs-backend-webgl": version8, - "tfjs-backend-wasm": version9 -}; - -// src/tfjs/backend.ts -var config = { - name: "humangl", - priority: 99, - canvas: null, - gl: null, - width: 1024, - height: 1024, - webGLattr: { - alpha: false, - antialias: false, - premultipliedAlpha: false, - preserveDrawingBuffer: false, - depth: false, - stencil: false, - failIfMajorPerformanceCaveat: false, - desynchronized: true - } -}; -function register() { - if (!findBackend(config.name)) { - log("backend registration:", config.name); - try { - config.canvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(config.width, config.height) : document.createElement("canvas"); - } catch (err) { - log("error: cannot create canvas:", err); - return; - } - try { - config.gl = config.canvas.getContext("webgl2", config.webGLattr); - } catch (err) { - log("error: cannot get WebGL2 context:", err); - return; - } - try { - setWebGLContext(2, config.gl); - } catch (err) { - log("error: cannot set WebGL2 context:", err); - return; - } - try { - const ctx = new GPGPUContext(config.gl); - registerBackend(config.name, () => new MathBackendWebGL(ctx), config.priority); - } catch (err) { - log("error: cannot register WebGL backend:", err); - return; - } - try { - const kernels = getKernelsForBackend("webgl"); - kernels.forEach((kernelConfig) => { - const newKernelConfig = {...kernelConfig, backendName: config.name}; - registerKernel(newKernelConfig); - }); - } catch (err) { - log("error: cannot update WebGL backend registration:", err); - return; - } - try { - ENV.set("WEBGL_VERSION", 2); - } catch (err) { - log("error: cannot set WebGL backend flags:", err); - return; - } - log("backend registered:", config.name); - } -} - -// src/age/age.ts -var age_exports = {}; -__export(age_exports, { - load: () => load, - predict: () => predict -}); - -// src/profile.ts -var data = {}; -function run(modelName, profileData) { - if (!profileData || !profileData.kernels) - return; - const maxResults = 5; - const time2 = profileData.kernels.filter((a) => a.kernelTimeMs > 0).reduce((a, b) => a += b.kernelTimeMs, 0); - const slowest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.kernelTimeMs > 0).sort((a, b) => b.kernelTimeMs - a.kernelTimeMs); - const largest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.totalBytesSnapshot > 0).sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot); - if (slowest.length > maxResults) - slowest.length = maxResults; - if (largest.length > maxResults) - largest.length = maxResults; - data[modelName] = { - model: modelName, - newBytes: profileData.newBytes, - newTensors: profileData.newTensors, - peakBytes: profileData.peakBytes, - numKernelOps: profileData.kernels.length, - timeKernelOps: time2, - slowestKernelOps: slowest, - largestKernelOps: largest - }; - log("profiler", modelName, data[modelName]); -} - -// src/age/age.ts -var model2; -var last = {age: 0}; -var skipped = Number.MAX_SAFE_INTEGER; -async function load(config3) { - if (!model2) { - model2 = await loadGraphModel(config3.face.age.modelPath); - if (config3.debug) - log(`load model: ${config3.face.age.modelPath.match(/\/(.*)\./)[1]}`); - } - return model2; -} -async function predict(image3, config3) { - if (!model2) - return null; - if (skipped < config3.face.age.skipFrames && config3.videoOptimized && last.age && last.age > 0) { - skipped++; - return last; - } - if (config3.videoOptimized) - skipped = 0; - else - skipped = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model2.inputs[0].shape[2], model2.inputs[0].shape[1]], false); - const enhance3 = mul(resize, [255]); - dispose(resize); - let ageT; - const obj = {age: 0}; - if (!config3.profile) { - if (config3.face.age.enabled) - ageT = await model2.predict(enhance3); - } else { - const profileAge = config3.face.age.enabled ? await profile(() => model2.predict(enhance3)) : {}; - ageT = profileAge.result.clone(); - profileAge.result.dispose(); - run("age", profileAge); - } - enhance3.dispose(); - if (ageT) { - const data2 = ageT.dataSync(); - obj.age = Math.trunc(10 * data2[0]) / 10; - } - ageT.dispose(); - last = obj; - resolve(obj); - }); -} - -// src/gender/gender.ts -var gender_exports = {}; -__export(gender_exports, { - load: () => load2, - predict: () => predict2 -}); -var model3; -var last2 = {gender: ""}; -var skipped2 = Number.MAX_SAFE_INTEGER; -var alternative = false; -var rgb = [0.2989, 0.587, 0.114]; -async function load2(config3) { - if (!model3) { - model3 = await loadGraphModel(config3.face.gender.modelPath); - alternative = model3.inputs[0].shape[3] === 1; - if (config3.debug) - log(`load model: ${config3.face.gender.modelPath.match(/\/(.*)\./)[1]}`); - } - return model3; -} -async function predict2(image3, config3) { - if (!model3) - return null; - if (skipped2 < config3.face.gender.skipFrames && config3.videoOptimized && last2.gender !== "") { - skipped2++; - return last2; - } - if (config3.videoOptimized) - skipped2 = 0; - else - skipped2 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model3.inputs[0].shape[2], model3.inputs[0].shape[1]], false); - let enhance3; - if (alternative) { - enhance3 = tidy(() => { - const [red, green, blue] = split(resize, 3, 3); - const redNorm = mul(red, rgb[0]); - const greenNorm = mul(green, rgb[1]); - const blueNorm = mul(blue, rgb[2]); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - const normalize = grayscale.sub(0.5).mul(2); - return normalize; - }); - } else { - enhance3 = mul(resize, [255]); - } - dispose(resize); - let genderT; - const obj = {gender: "", confidence: 0}; - if (!config3.profile) { - if (config3.face.gender.enabled) - genderT = await model3.predict(enhance3); - } else { - const profileGender = config3.face.gender.enabled ? await profile(() => model3.predict(enhance3)) : {}; - genderT = profileGender.result.clone(); - profileGender.result.dispose(); - run("gender", profileGender); - } - enhance3.dispose(); - if (genderT) { - if (!Array.isArray(genderT)) { - const data2 = genderT.dataSync(); - if (alternative) { - if (data2[0] > config3.face.gender.minConfidence || data2[1] > config3.face.gender.minConfidence) { - obj.gender = data2[0] > data2[1] ? "female" : "male"; - obj.confidence = data2[0] > data2[1] ? Math.trunc(100 * data2[0]) / 100 : Math.trunc(100 * data2[1]) / 100; - } - } else { - const confidence = Math.trunc(200 * Math.abs(data2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = data2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - } - genderT.dispose(); - } else { - const gender2 = genderT[0].dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - genderT.forEach((t) => dispose(t)); - } - } - last2 = obj; - resolve(obj); - }); -} - -// src/emotion/emotion.ts -var emotion_exports = {}; -__export(emotion_exports, { - load: () => load3, - predict: () => predict3 -}); -var annotations = ["angry", "disgust", "fear", "happy", "sad", "surprise", "neutral"]; -var model4; -var last3 = []; -var skipped3 = Number.MAX_SAFE_INTEGER; -var rgb2 = [0.2989, 0.587, 0.114]; -async function load3(config3) { - if (!model4) { - model4 = await loadGraphModel(config3.face.emotion.modelPath); - if (config3.debug) - log(`load model: ${config3.face.emotion.modelPath.match(/\/(.*)\./)[1]}`); - } - return model4; -} -async function predict3(image3, config3) { - if (!model4) - return null; - if (skipped3 < config3.face.emotion.skipFrames && config3.videoOptimized && last3.length > 0) { - skipped3++; - return last3; - } - if (config3.videoOptimized) - skipped3 = 0; - else - skipped3 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model4.inputs[0].shape[2], model4.inputs[0].shape[1]], false); - const [red, green, blue] = split(resize, 3, 3); - resize.dispose(); - const redNorm = mul(red, rgb2[0]); - const greenNorm = mul(green, rgb2[1]); - const blueNorm = mul(blue, rgb2[2]); - red.dispose(); - green.dispose(); - blue.dispose(); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - redNorm.dispose(); - greenNorm.dispose(); - blueNorm.dispose(); - const normalize = tidy(() => grayscale.sub(0.5).mul(2)); - grayscale.dispose(); - const obj = []; - if (config3.face.emotion.enabled) { - let data2; - if (!config3.profile) { - const emotionT = await model4.predict(normalize); - data2 = emotionT.dataSync(); - dispose(emotionT); - } else { - const profileData = await profile(() => model4.predict(normalize)); - data2 = profileData.result.dataSync(); - profileData.result.dispose(); - run("emotion", profileData); - } - for (let i = 0; i < data2.length; i++) { - if (data2[i] > config3.face.emotion.minConfidence) - obj.push({score: Math.min(0.99, Math.trunc(100 * data2[i]) / 100), emotion: annotations[i]}); - } - obj.sort((a, b) => b.score - a.score); - } - normalize.dispose(); - last3 = obj; - resolve(obj); - }); -} - -// src/embedding/embedding.ts -var model5; -async function load4(config3) { - if (!model5) { - model5 = await loadGraphModel(config3.face.embedding.modelPath); - if (config3.debug) - log(`load model: ${config3.face.embedding.modelPath.match(/\/(.*)\./)[1]}`); - } - return model5; -} -function similarity(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum6, now3) => sum6 + now3, 0) ** (1 / order); - const res = Math.max(Math.trunc(1e3 * (1 - distance)) / 1e3, 0); - return res; -} -function enhance(input2) { - const image3 = tidy(() => { - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const tensor2 = input2.image || input2.tensor; - if (!(tensor2 instanceof Tensor)) - return null; - const crop = tensor2.shape.length === 3 ? image.cropAndResize(expandDims(tensor2, 0), box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]) : image.cropAndResize(tensor2, box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]); - const rgb3 = [0.2989, 0.587, 0.114]; - const [red, green, blue] = split(crop, 3, 3); - const redNorm = mul(red, rgb3[0]); - const greenNorm = mul(green, rgb3[1]); - const blueNorm = mul(blue, rgb3[2]); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - const merge = stack([grayscale, grayscale, grayscale], 3).squeeze(4); - const darken = merge.sub(merge.min()); - const lighten = darken.div(darken.max()); - return lighten; - }); - return image3; -} -async function predict4(input2, config3) { - if (!model5) - return []; - return new Promise(async (resolve) => { - let data2 = []; - if (config3.face.embedding.enabled) { - const image3 = enhance(input2); - if (!config3.profile) { - data2 = tidy(() => { - const res = model5.predict(image3); - const reshape6 = res.reshape([128, 2]); - const reduce2 = reshape6.logSumExp(1); - const output = reduce2.dataSync(); - return [...output]; - }); - } else { - const profileData = await profile(() => model5.predict({img_inputs: image3})); - data2 = [...profileData.result.dataSync()]; - profileData.result.dispose(); - run("emotion", profileData); - } - dispose(image3); - } - resolve(data2); - }); -} - -// src/faceres/faceres.ts -var faceres_exports = {}; -__export(faceres_exports, { - enhance: () => enhance2, - load: () => load5, - match: () => match, - predict: () => predict5, - similarity: () => similarity2 -}); -var model6; -var last4 = {age: 0}; -var skipped4 = Number.MAX_SAFE_INTEGER; -async function load5(config3) { - if (!model6) { - model6 = await loadGraphModel(config3.face.description.modelPath); - if (config3.debug) - log(`load model: ${config3.face.description.modelPath.match(/\/(.*)\./)[1]}`); - } - return model6; -} -function similarity2(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = 4 * embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum6, now3) => sum6 + now3, 0) ** (1 / order); - const res = Math.max(0, 100 - distance) / 100; - return res; -} -function match(embedding4, db, threshold2 = 0) { - let best = {similarity: 0, name: "", source: "", embedding: []}; - if (!embedding4 || !db || !Array.isArray(embedding4) || !Array.isArray(db)) - return best; - for (const f of db) { - if (f.embedding && f.name) { - const perc = similarity2(embedding4, f.embedding); - if (perc > threshold2 && perc > best.similarity) - best = {...f, similarity: perc}; - } - } - return best; -} -function enhance2(input2) { - const image3 = tidy(() => { - const tensor2 = input2.image || input2.tensor || input2; - if (!(tensor2 instanceof Tensor)) - return null; - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const crop = tensor2.shape.length === 3 ? image.cropAndResize(expandDims(tensor2, 0), box3, [0], [model6.inputs[0].shape[2], model6.inputs[0].shape[1]]) : image.cropAndResize(tensor2, box3, [0], [model6.inputs[0].shape[2], model6.inputs[0].shape[1]]); - const norm2 = crop.mul(255); - return norm2; - }); - return image3; -} -async function predict5(image3, config3) { - if (!model6) - return null; - if (skipped4 < config3.face.description.skipFrames && config3.videoOptimized && last4.age && last4.age > 0) { - skipped4++; - return last4; - } - if (config3.videoOptimized) - skipped4 = 0; - else - skipped4 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const enhanced = enhance2(image3); - let resT; - const obj = { - age: 0, - gender: "unknown", - genderConfidence: 0, - descriptor: [] - }; - if (!config3.profile) { - if (config3.face.description.enabled) - resT = await model6.predict(enhanced); - } else { - const profileDesc = config3.face.description.enabled ? await profile(() => model6.predict(enhanced)) : {}; - resT = profileDesc.result; - run("faceres", profileDesc); - } - dispose(enhanced); - if (resT) { - tidy(() => { - const gender2 = resT.find((t) => t.shape[1] === 1).dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.genderConfidence = Math.min(0.99, confidence); - } - const age2 = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0]; - const all5 = resT.find((t) => t.shape[1] === 100).dataSync(); - obj.age = Math.round(all5[age2 - 1] > all5[age2 + 1] ? 10 * age2 - 100 * all5[age2 - 1] : 10 * age2 + 100 * all5[age2 + 1]) / 10; - const desc = resT.find((t) => t.shape[1] === 1024); - obj.descriptor = [...desc.dataSync()]; - }); - resT.forEach((t) => dispose(t)); - } - last4 = obj; - resolve(obj); - }); -} - -// src/faceall.ts -var calculateFaceAngle = (face4, image_size) => { - const degrees = (theta) => theta * 180 / Math.PI; - const normalize = (v) => { - const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]); - v[0] /= length; - v[1] /= length; - v[2] /= length; - return v; - }; - const subVectors = (a, b) => { - const x = a[0] - b[0]; - const y = a[1] - b[1]; - const z = a[2] - b[2]; - return [x, y, z]; - }; - const crossVectors = (a, b) => { - const x = a[1] * b[2] - a[2] * b[1]; - const y = a[2] * b[0] - a[0] * b[2]; - const z = a[0] * b[1] - a[1] * b[0]; - return [x, y, z]; - }; - const rotationMatrixToEulerAngle = (r) => { - const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r; - let thetaX; - let thetaY; - let thetaZ; - if (r10 < 1) { - if (r10 > -1) { - thetaZ = Math.asin(r10); - thetaY = Math.atan2(-r20, r00); - thetaX = Math.atan2(-r12, r11); - } else { - thetaZ = -Math.PI / 2; - thetaY = -Math.atan2(r21, r22); - thetaX = 0; - } - } else { - thetaZ = Math.PI / 2; - thetaY = Math.atan2(r21, r22); - thetaX = 0; - } - return {pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ}; - }; - const meshToEulerAngle = (mesh2) => { - const radians = (a12, a22, b1, b2) => Math.atan2(b2 - a22, b1 - a12); - const angle2 = { - pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]), - yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]), - roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1]) - }; - return angle2; - }; - const mesh = face4.meshRaw; - if (!mesh || mesh.length < 300) - return {angle: {pitch: 0, yaw: 0, roll: 0}, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1]}; - const size = Math.max(face4.boxRaw[2] * image_size[0], face4.boxRaw[3] * image_size[1]) / 1.5; - const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [ - pt[0] * image_size[0] / size, - pt[1] * image_size[1] / size, - pt[2] - ]); - const y_axis = normalize(subVectors(pts[1], pts[0])); - let x_axis = normalize(subVectors(pts[3], pts[2])); - const z_axis = normalize(crossVectors(x_axis, y_axis)); - x_axis = crossVectors(y_axis, z_axis); - const matrix = [ - x_axis[0], - x_axis[1], - x_axis[2], - y_axis[0], - y_axis[1], - y_axis[2], - z_axis[0], - z_axis[1], - z_axis[2] - ]; - const angle = rotationMatrixToEulerAngle(matrix); - return {angle, matrix}; -}; -var detectFace = async (parent, input2) => { - var _a, _b, _c, _d, _e, _f, _g; - let timeStamp; - let ageRes; - let genderRes; - let emotionRes; - let embeddingRes; - let descRes; - const faceRes = []; - parent.state = "run:face"; - timeStamp = now(); - const faces = await ((_a = parent.models.face) == null ? void 0 : _a.estimateFaces(input2, parent.config)); - parent.perf.face = Math.trunc(now() - timeStamp); - if (!faces) - return []; - for (const face4 of faces) { - parent.analyze("Get Face"); - if (!face4.image || face4.image.isDisposedInternal) { - log("Face object is disposed:", face4.image); - continue; - } - const rotation = calculateFaceAngle(face4, [input2.shape[2], input2.shape[1]]); - parent.analyze("Start Age:"); - if (parent.config.async) { - ageRes = parent.config.face.age.enabled ? predict(face4.image, parent.config) : {}; - } else { - parent.state = "run:age"; - timeStamp = now(); - ageRes = parent.config.face.age.enabled ? await predict(face4.image, parent.config) : {}; - parent.perf.age = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Gender:"); - if (parent.config.async) { - genderRes = parent.config.face.gender.enabled ? predict2(face4.image, parent.config) : {}; - } else { - parent.state = "run:gender"; - timeStamp = now(); - genderRes = parent.config.face.gender.enabled ? await predict2(face4.image, parent.config) : {}; - parent.perf.gender = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Emotion:"); - if (parent.config.async) { - emotionRes = parent.config.face.emotion.enabled ? predict3(face4.image, parent.config) : {}; - } else { - parent.state = "run:emotion"; - timeStamp = now(); - emotionRes = parent.config.face.emotion.enabled ? await predict3(face4.image, parent.config) : {}; - parent.perf.emotion = Math.trunc(now() - timeStamp); - } - parent.analyze("End Emotion:"); - parent.analyze("Start Embedding:"); - if (parent.config.async) { - embeddingRes = parent.config.face.embedding.enabled ? predict4(face4, parent.config) : []; - } else { - parent.state = "run:embedding"; - timeStamp = now(); - embeddingRes = parent.config.face.embedding.enabled ? await predict4(face4, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Embedding:"); - parent.analyze("Start Description:"); - if (parent.config.async) { - descRes = parent.config.face.description.enabled ? predict5(face4, parent.config) : []; - } else { - parent.state = "run:description"; - timeStamp = now(); - descRes = parent.config.face.description.enabled ? await predict5(face4.image, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Description:"); - if (parent.config.async) { - [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]); - } - parent.analyze("Finish Face:"); - if (!parent.config.face.iris.enabled && ((_b = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _b.leftEyeIris) && ((_c = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _c.rightEyeIris)) { - delete face4.annotations.leftEyeIris; - delete face4.annotations.rightEyeIris; - } - const irisSize = ((_d = face4.annotations) == null ? void 0 : _d.leftEyeIris) && ((_e = face4.annotations) == null ? void 0 : _e.rightEyeIris) ? 11.7 * Math.max(Math.abs(face4.annotations.leftEyeIris[3][0] - face4.annotations.leftEyeIris[1][0]), Math.abs(face4.annotations.rightEyeIris[4][1] - face4.annotations.rightEyeIris[2][1])) : 0; - faceRes.push({ - ...face4, - age: descRes.age || ageRes.age, - gender: descRes.gender || genderRes.gender, - genderConfidence: descRes.genderConfidence || genderRes.confidence, - embedding: descRes.descriptor || embeddingRes, - emotion: emotionRes, - iris: irisSize !== 0 ? Math.trunc(irisSize) / 100 : 0, - rotation, - tensor: parent.config.face.detector.return ? (_f = face4.image) == null ? void 0 : _f.squeeze() : null - }); - (_g = face4.image) == null ? void 0 : _g.dispose(); - parent.analyze("End Face"); - } - parent.analyze("End FaceMesh:"); - if (parent.config.async) { - if (parent.perf.face) - delete parent.perf.face; - if (parent.perf.age) - delete parent.perf.age; - if (parent.perf.gender) - delete parent.perf.gender; - if (parent.perf.emotion) - delete parent.perf.emotion; - } - return faceRes; -}; - -// src/blazeface/facemesh.ts -var facemesh_exports = {}; -__export(facemesh_exports, { - MediaPipeFaceMesh: () => MediaPipeFaceMesh, - load: () => load7, - triangulation: () => triangulation, - uvmap: () => uvmap -}); - -// src/blazeface/blazeface.ts -var NUM_LANDMARKS = 6; -function generateAnchors(inputSize) { - const spec = {strides: [inputSize / 16, inputSize / 8], anchors: [2, 6]}; - const anchors3 = []; - for (let i = 0; i < spec.strides.length; i++) { - const stride = spec.strides[i]; - const gridRows = Math.floor((inputSize + stride - 1) / stride); - const gridCols = Math.floor((inputSize + stride - 1) / stride); - const anchorsNum = spec.anchors[i]; - for (let gridY = 0; gridY < gridRows; gridY++) { - const anchorY = stride * (gridY + 0.5); - for (let gridX = 0; gridX < gridCols; gridX++) { - const anchorX = stride * (gridX + 0.5); - for (let n = 0; n < anchorsNum; n++) { - anchors3.push([anchorX, anchorY]); - } - } - } - } - return anchors3; -} -var createBox = (startEndTensor) => ({ - startEndTensor, - startPoint: slice(startEndTensor, [0, 0], [-1, 2]), - endPoint: slice(startEndTensor, [0, 2], [-1, 2]) -}); -function decodeBounds(boxOutputs, anchors3, inputSize) { - const boxStarts = slice(boxOutputs, [0, 1], [-1, 2]); - const centers = add2(boxStarts, anchors3); - const boxSizes = slice(boxOutputs, [0, 3], [-1, 2]); - const boxSizesNormalized = div(boxSizes, inputSize); - const centersNormalized = div(centers, inputSize); - const halfBoxSize = div(boxSizesNormalized, 2); - const starts = sub(centersNormalized, halfBoxSize); - const ends = add2(centersNormalized, halfBoxSize); - const startNormalized = mul(starts, inputSize); - const endNormalized = mul(ends, inputSize); - const concatAxis = 1; - return concat2d([startNormalized, endNormalized], concatAxis); -} -var BlazeFaceModel = class { - constructor(model10, config3) { - this.model = model10; - this.anchorsData = generateAnchors(model10.inputs[0].shape[1]); - this.anchors = tensor2d(this.anchorsData); - this.inputSize = model10.inputs[0].shape[2]; - this.config = config3; - } - async getBoundingBoxes(inputImage) { - if (!inputImage || inputImage.isDisposedInternal || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1) - return null; - const [batch, boxes, scores] = tidy(() => { - const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]); - const normalizedImage = resizedImage.div(127.5).sub(0.5); - const batchedPrediction = this.model.predict(normalizedImage); - let batchOut; - if (Array.isArray(batchedPrediction)) { - const sorted = batchedPrediction.sort((a, b) => a.size - b.size); - const concat384 = concat([sorted[0], sorted[2]], 2); - const concat512 = concat([sorted[1], sorted[3]], 2); - const concat5 = concat([concat512, concat384], 1); - batchOut = concat5.squeeze(0); - } else { - batchOut = batchedPrediction.squeeze(); - } - const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]); - const logits = slice(batchOut, [0, 0], [-1, 1]); - const scoresOut = sigmoid(logits).squeeze(); - return [batchOut, boxesOut, scoresOut]; - }); - const boxIndicesTensor = await image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold); - const boxIndices = boxIndicesTensor.arraySync(); - boxIndicesTensor.dispose(); - const boundingBoxesMap = boxIndices.map((boxIndex) => slice(boxes, [boxIndex, 0], [1, -1])); - const boundingBoxes = boundingBoxesMap.map((boundingBox) => { - const vals = boundingBox.arraySync(); - boundingBox.dispose(); - return vals; - }); - const scoresVal = scores.dataSync(); - const annotatedBoxes = []; - for (let i = 0; i < boundingBoxes.length; i++) { - const boxIndex = boxIndices[i]; - const confidence = scoresVal[boxIndex]; - if (confidence > this.config.face.detector.minConfidence) { - const box3 = createBox(boundingBoxes[i]); - const anchor = this.anchorsData[boxIndex]; - const landmarks = tidy(() => slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1])); - annotatedBoxes.push({box: box3, landmarks, anchor, confidence}); - } - } - batch.dispose(); - boxes.dispose(); - scores.dispose(); - return { - boxes: annotatedBoxes, - scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize] - }; - } -}; -async function load6(config3) { - const blazeface2 = await loadGraphModel(config3.face.detector.modelPath, {fromTFHub: config3.face.detector.modelPath.includes("tfhub.dev")}); - const model10 = new BlazeFaceModel(blazeface2, config3); - if (config3.debug) - log(`load model: ${config3.face.detector.modelPath.match(/\/(.*)\./)[1]}`); - return model10; -} - -// src/blazeface/box.ts -function scaleBoxCoordinates(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - return {startPoint, endPoint}; -} -function getBoxSize(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; -} -function getBoxCenter(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; -} -function cutBoxFromImageAndResize(box3, image3, cropSize) { - const h = image3.shape[1]; - const w = image3.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return image.cropAndResize(image3, boxes, [0], cropSize); -} -function enlargeBox(box3, factor = 1.5) { - const center = getBoxCenter(box3); - const size = getBoxSize(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, landmarks: box3.landmarks}; -} -function squarifyBox(box3) { - const centers = getBoxCenter(box3); - const size = getBoxSize(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, landmarks: box3.landmarks}; -} - -// src/blazeface/util.ts -var IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]]; -function normalizeRadians(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); -} -function computeRotation(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians(radians); -} -function buildTranslationMatrix(x, y) { - return [[1, 0, x], [0, 1, y], [0, 0, 1]]; -} -function dot4(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; -} -function getColumnFrom2DArr(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; -} -function multiplyTransformMatrices(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot4(mat1[row], getColumnFrom2DArr(mat2, col))); - } - } - return product; -} -function buildRotationMatrix(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]); - return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix); -} -function invertTransformMatrix(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot4(rotationComponent[0], translationComponent), - -dot4(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; -} -function rotatePoint(homogeneousCoordinate, rotationMatrix) { - return [ - dot4(homogeneousCoordinate, rotationMatrix[0]), - dot4(homogeneousCoordinate, rotationMatrix[1]) - ]; -} - -// src/blazeface/coords.ts -var MESH_ANNOTATIONS = { - silhouette: [ - 10, - 338, - 297, - 332, - 284, - 251, - 389, - 356, - 454, - 323, - 361, - 288, - 397, - 365, - 379, - 378, - 400, - 377, - 152, - 148, - 176, - 149, - 150, - 136, - 172, - 58, - 132, - 93, - 234, - 127, - 162, - 21, - 54, - 103, - 67, - 109 - ], - lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], - lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], - lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], - lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], - rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173], - rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133], - rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190], - rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243], - rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189], - rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244], - rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245], - rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193], - rightEyebrowLower: [35, 124, 46, 53, 52, 65], - rightEyeIris: [473, 474, 475, 476, 477], - leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398], - leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362], - leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414], - leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463], - leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413], - leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464], - leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465], - leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417], - leftEyebrowLower: [265, 353, 276, 283, 282, 295], - leftEyeIris: [468, 469, 470, 471, 472], - midwayBetweenEyes: [168], - noseTip: [1], - noseBottom: [2], - noseRightCorner: [98], - noseLeftCorner: [327], - rightCheek: [205], - leftCheek: [425] -}; -var MESH_TO_IRIS_INDICES_MAP = [ - {key: "EyeUpper0", indices: [9, 10, 11, 12, 13, 14, 15]}, - {key: "EyeUpper1", indices: [25, 26, 27, 28, 29, 30, 31]}, - {key: "EyeUpper2", indices: [41, 42, 43, 44, 45, 46, 47]}, - {key: "EyeLower0", indices: [0, 1, 2, 3, 4, 5, 6, 7, 8]}, - {key: "EyeLower1", indices: [16, 17, 18, 19, 20, 21, 22, 23, 24]}, - {key: "EyeLower2", indices: [32, 33, 34, 35, 36, 37, 38, 39, 40]}, - {key: "EyeLower3", indices: [54, 55, 56, 57, 58, 59, 60, 61, 62]} -]; -var UV468 = [ - [0.499976992607117, 0.652534008026123], - [0.500025987625122, 0.547487020492554], - [0.499974012374878, 0.602371990680695], - [0.482113003730774, 0.471979022026062], - [0.500150978565216, 0.527155995368958], - [0.499909996986389, 0.498252987861633], - [0.499523013830185, 0.40106201171875], - [0.289712011814117, 0.380764007568359], - [0.499954998493195, 0.312398016452789], - [0.499987006187439, 0.269918978214264], - [0.500023007392883, 0.107050001621246], - [0.500023007392883, 0.666234016418457], - [0.5000159740448, 0.679224014282227], - [0.500023007392883, 0.692348003387451], - [0.499976992607117, 0.695277988910675], - [0.499976992607117, 0.70593398809433], - [0.499976992607117, 0.719385027885437], - [0.499976992607117, 0.737019002437592], - [0.499967992305756, 0.781370997428894], - 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178 -]; -var VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152]; -var VTX7 = [33, 133, 362, 263, 1, 78, 308]; -var UV68 = VTX68.map((x) => UV468[x]); -var UV33 = VTX33.map((x) => UV468[x]); -var UV7 = VTX7.map((x) => UV468[x]); - -// src/blazeface/facepipeline.ts -var leftOutline = MESH_ANNOTATIONS["leftEyeLower0"]; -var rightOutline = MESH_ANNOTATIONS["rightEyeLower0"]; -var eyeLandmarks = { - leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]], - rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]] -}; -var meshLandmarks = { - count: 468, - mouth: 13, - symmetryLine: [13, MESH_ANNOTATIONS["midwayBetweenEyes"][0]] -}; -var blazeFaceLandmarks = { - leftEye: 0, - rightEye: 1, - nose: 2, - mouth: 3, - leftEar: 4, - rightEar: 5, - symmetryLine: [3, 2] -}; -var irisLandmarks = { - upperCenter: 3, - lowerCenter: 4, - index: 71, - numCoordinates: 76 -}; -function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) { - for (let i = 0; i < MESH_TO_IRIS_INDICES_MAP.length; i++) { - const {key, indices} = MESH_TO_IRIS_INDICES_MAP[i]; - const originalIndices = MESH_ANNOTATIONS[`${prefix}${key}`]; - if (!keys || keys.includes(key)) { - for (let j = 0; j < indices.length; j++) { - const index = indices[j]; - rawCoords[originalIndices[j]] = [ - newCoords[index][0], - newCoords[index][1], - (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2 - ]; - } - } - } -} -var Pipeline = class { - constructor(boundingBoxDetector, meshDetector, irisModel) { - var _a, _b; - this.storedBoxes = []; - this.boundingBoxDetector = boundingBoxDetector; - this.meshDetector = meshDetector; - this.irisModel = irisModel; - this.boxSize = ((_a = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _a.inputs[0].shape[2]) || 0; - this.meshSize = (meshDetector == null ? void 0 : meshDetector.inputs[0].shape[2]) || ((_b = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _b.inputs[0].shape[2]); - this.irisSize = (irisModel == null ? void 0 : irisModel.inputs[0].shape[1]) || 0; - this.irisEnlarge = 2.3; - this.skipped = 0; - this.detectedFaces = 0; - } - transformRawCoords(rawCoords, box3, angle, rotationMatrix) { - const boxSize = getBoxSize({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const coordsScaled = rawCoords.map((coord) => [ - boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2), - boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2), - coord[2] - ]); - const coordsRotationMatrix = angle !== 0 ? buildRotationMatrix(angle, [0, 0]) : IDENTITY_MATRIX; - const coordsRotated = angle !== 0 ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled; - const inverseRotationMatrix = angle !== 0 ? invertTransformMatrix(rotationMatrix) : IDENTITY_MATRIX; - const boxCenter = [...getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}), 1]; - return coordsRotated.map((coord) => [ - coord[0] + dot4(boxCenter, inverseRotationMatrix[0]), - coord[1] + dot4(boxCenter, inverseRotationMatrix[1]), - coord[2] - ]); - } - getLeftToRightEyeDepthDifference(rawCoords) { - const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2]; - const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2]; - return leftEyeZ - rightEyeZ; - } - getEyeBox(rawCoords, face4, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) { - const box3 = squarifyBox(enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge)); - const boxSize = getBoxSize(box3); - let crop = image.cropAndResize(face4, [[ - box3.startPoint[1] / this.meshSize, - box3.startPoint[0] / this.meshSize, - box3.endPoint[1] / this.meshSize, - box3.endPoint[0] / this.meshSize - ]], [0], [this.irisSize, this.irisSize]); - if (flip && ENV.flags.IS_BROWSER) { - crop = image.flipLeftRight(crop); - } - return {box: box3, boxSize, crop}; - } - getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) { - const eyeRawCoords = []; - for (let i = 0; i < irisLandmarks.numCoordinates; i++) { - const x = eyeData[i * 3]; - const y = eyeData[i * 3 + 1]; - const z = eyeData[i * 3 + 2]; - eyeRawCoords.push([ - (flip ? 1 - x / this.irisSize : x / this.irisSize) * eyeBoxSize[0] + eyeBox.startPoint[0], - y / this.irisSize * eyeBoxSize[1] + eyeBox.startPoint[1], - z - ]); - } - return {rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index)}; - } - getAdjustedIrisCoords(rawCoords, irisCoords, direction) { - const upperCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2]; - const lowerCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2]; - const averageZ = (upperCenterZ + lowerCenterZ) / 2; - return irisCoords.map((coord, i) => { - let z = averageZ; - if (i === 2) { - z = upperCenterZ; - } else if (i === 4) { - z = lowerCenterZ; - } - return [coord[0], coord[1], z]; - }); - } - async predict(input2, config3) { - let useFreshBox = false; - let detector; - if (this.skipped === 0 || this.skipped > config3.face.detector.skipFrames || !config3.face.mesh.enabled || !config3.videoOptimized) { - detector = await this.boundingBoxDetector.getBoundingBoxes(input2); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (!config3.videoOptimized || detector && detector.boxes && (!config3.face.mesh.enabled || detector.boxes.length !== this.detectedFaces && this.detectedFaces !== config3.face.detector.maxFaces)) { - this.storedBoxes = []; - this.detectedFaces = 0; - for (const possible of detector.boxes) { - this.storedBoxes.push({startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence}); - } - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - if (config3.face.detector.skipInitial && this.detectedFaces === 0) - this.skipped = 0; - if (useFreshBox) { - if (!detector || !detector.boxes || detector.boxes.length === 0) { - this.storedBoxes = []; - this.detectedFaces = 0; - return null; - } - for (let i = 0; i < this.storedBoxes.length; i++) { - const scaledBox = scaleBoxCoordinates({startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint}, detector.scaleFactor); - const enlargedBox = enlargeBox(scaledBox); - const squarifiedBox = squarifyBox(enlargedBox); - const landmarks = this.storedBoxes[i].landmarks.arraySync(); - const confidence = this.storedBoxes[i].confidence; - this.storedBoxes[i] = {...squarifiedBox, confidence, landmarks}; - } - } - if (detector && detector.boxes) { - detector.boxes.forEach((prediction) => { - prediction.box.startPoint.dispose(); - prediction.box.endPoint.dispose(); - prediction.landmarks.dispose(); - }); - } - let results = tidy(() => this.storedBoxes.map((box3, i) => { - const boxConfidence = box3.confidence; - let face4; - let angle = 0; - let rotationMatrix; - if (config3.face.detector.rotation && config3.face.mesh.enabled && ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]]; - const rotatedImage = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.boxSize, this.boxSize]).div(255); - } else { - rotationMatrix = IDENTITY_MATRIX; - const clonedImage = input2.clone(); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.boxSize, this.boxSize]).div(255); - } - if (!config3.face.mesh.enabled) { - const prediction2 = { - coords: null, - box: box3, - faceConfidence: null, - boxConfidence, - confidence: box3.confidence, - image: face4 - }; - return prediction2; - } - const [, confidence, contourCoords] = this.meshDetector.predict(face4); - const faceConfidence = confidence.dataSync()[0]; - if (faceConfidence < config3.face.detector.minConfidence) - return null; - const coordsReshaped = reshape(contourCoords, [-1, 3]); - let rawCoords = coordsReshaped.arraySync(); - if (config3.face.iris.enabled) { - const {box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true); - const {box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]); - const eyePredictions = this.irisModel.predict(concat([leftEyeCrop, rightEyeCrop])); - const eyePredictionsData = eyePredictions.dataSync(); - const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3); - const {rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords} = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true); - const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3); - const {rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords} = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize); - const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords); - if (Math.abs(leftToRightEyeDepthDifference) < 30) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", null); - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", null); - } else if (leftToRightEyeDepthDifference < 1) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", ["EyeUpper0", "EyeLower0"]); - } else { - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", ["EyeUpper0", "EyeLower0"]); - } - const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, "left"); - const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, "right"); - rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords); - } - const transformedCoordsData = this.transformRawCoords(rawCoords, box3, angle, rotationMatrix); - box3 = enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); - const transformedCoords = tensor2d(transformedCoordsData); - if (config3.face.detector.rotation && config3.face.mesh.enabled && (config3.face.description.enabled || config3.face.embedding.enabled) && ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]]; - const rotatedImage = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - } - const prediction = { - coords: transformedCoords, - box: box3, - faceConfidence, - boxConfidence, - image: face4, - rawCoords - }; - const squarifiedLandmarksBox = squarifyBox(box3); - this.storedBoxes[i] = {...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box3.confidence, faceConfidence}; - return prediction; - })); - results = results.filter((a) => a !== null); - if (config3.face.mesh.enabled) - this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config3.face.detector.minConfidence); - this.detectedFaces = results.length; - return results; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint, landmarks}; - } -}; - -// src/blazeface/facemesh.ts -var MediaPipeFaceMesh = class { - constructor(blazeFace, blazeMeshModel, irisModel, config3) { - this.facePipeline = new Pipeline(blazeFace, blazeMeshModel, irisModel); - this.config = config3; - } - async estimateFaces(input2, config3) { - const predictions = await this.facePipeline.predict(input2, config3); - const results = []; - for (const prediction of predictions || []) { - if (prediction.isDisposedInternal) - continue; - const mesh = prediction.coords ? prediction.coords.arraySync() : []; - const meshRaw = mesh.map((pt) => [ - pt[0] / input2.shape[2], - pt[1] / input2.shape[1], - pt[2] / this.facePipeline.meshSize - ]); - const annotations3 = {}; - if (mesh && mesh.length > 0) { - for (const key of Object.keys(MESH_ANNOTATIONS)) - annotations3[key] = MESH_ANNOTATIONS[key].map((index) => mesh[index]); - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.startPoint[0]), - Math.max(0, prediction.box.startPoint[1]), - Math.min(input2.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]), - Math.min(input2.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]) - ] : 0; - const boxRaw = prediction.box ? [ - prediction.box.startPoint[0] / input2.shape[2], - prediction.box.startPoint[1] / input2.shape[1], - (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input2.shape[2], - (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input2.shape[1] - ] : []; - results.push({ - confidence: prediction.faceConfidence || prediction.boxConfidence || 0, - boxConfidence: prediction.boxConfidence, - faceConfidence: prediction.faceConfidence, - box: box3, - boxRaw, - mesh, - meshRaw, - annotations: annotations3, - image: prediction.image ? prediction.image.clone() : null - }); - if (prediction.coords) - prediction.coords.dispose(); - if (prediction.image) - prediction.image.dispose(); - } - return results; - } -}; -var faceModels = [null, null, null]; -async function load7(config3) { - faceModels = await Promise.all([ - !faceModels[0] && config3.face.enabled ? load6(config3) : null, - !faceModels[1] && config3.face.mesh.enabled ? loadGraphModel(config3.face.mesh.modelPath, {fromTFHub: config3.face.mesh.modelPath.includes("tfhub.dev")}) : null, - !faceModels[2] && config3.face.iris.enabled ? loadGraphModel(config3.face.iris.modelPath, {fromTFHub: config3.face.iris.modelPath.includes("tfhub.dev")}) : null - ]); - const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config3); - if (config3.face.mesh.enabled && config3.debug) - log(`load model: ${config3.face.mesh.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.face.iris.enabled && config3.debug) - log(`load model: ${config3.face.iris.modelPath.match(/\/(.*)\./)[1]}`); - return faceMesh; -} -var triangulation = TRI468; -var uvmap = UV468; - -// src/posenet/posenet.ts -var posenet_exports = {}; -__export(posenet_exports, { - PoseNet: () => PoseNet, - load: () => load8 -}); - -// src/posenet/modelBase.ts -function nameOutputResultsMobileNet(results) { - const [offsets, heatmap, displacementFwd, displacementBwd] = results; - return {offsets, heatmap, displacementFwd, displacementBwd}; -} -var BaseModel = class { - constructor(model10) { - this.model = model10; - } - predict(input2) { - return tidy(() => { - const asFloat = input2.toFloat().div(127.5).sub(1); - const asBatch = asFloat.expandDims(0); - const results = this.model.predict(asBatch); - const results3d = results.map((y) => y.squeeze([0])); - const namedResults = nameOutputResultsMobileNet(results3d); - return { - heatmapScores: namedResults.heatmap.sigmoid(), - offsets: namedResults.offsets, - displacementFwd: namedResults.displacementFwd, - displacementBwd: namedResults.displacementBwd - }; - }); - } - dispose() { - this.model.dispose(); - } -}; - -// src/posenet/heapSort.ts -function half(k) { - return Math.floor(k / 2); -} -var MaxHeap = class { - constructor(maxSize2, getElementValue) { - this.priorityQueue = new Array(maxSize2); - this.numberOfElements = -1; - this.getElementValue = getElementValue; - } - enqueue(x) { - this.priorityQueue[++this.numberOfElements] = x; - this.swim(this.numberOfElements); - } - dequeue() { - const max6 = this.priorityQueue[0]; - this.exchange(0, this.numberOfElements--); - this.sink(0); - this.priorityQueue[this.numberOfElements + 1] = null; - return max6; - } - empty() { - return this.numberOfElements === -1; - } - size() { - return this.numberOfElements + 1; - } - all() { - return this.priorityQueue.slice(0, this.numberOfElements + 1); - } - max() { - return this.priorityQueue[0]; - } - swim(k) { - while (k > 0 && this.less(half(k), k)) { - this.exchange(k, half(k)); - k = half(k); - } - } - sink(k) { - while (2 * k <= this.numberOfElements) { - let j = 2 * k; - if (j < this.numberOfElements && this.less(j, j + 1)) - j++; - if (!this.less(k, j)) - break; - this.exchange(k, j); - k = j; - } - } - getValueAt(i) { - return this.getElementValue(this.priorityQueue[i]); - } - less(i, j) { - return this.getValueAt(i) < this.getValueAt(j); - } - exchange(i, j) { - const t = this.priorityQueue[i]; - this.priorityQueue[i] = this.priorityQueue[j]; - this.priorityQueue[j] = t; - } -}; - -// src/posenet/buildParts.ts -function scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) { - const [height, width] = scores.shape; - let localMaximum = true; - const yStart = Math.max(heatmapY - localMaximumRadius, 0); - const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height); - for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) { - const xStart = Math.max(heatmapX - localMaximumRadius, 0); - const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width); - for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) { - if (scores.get(yCurrent, xCurrent, keypointId) > score) { - localMaximum = false; - break; - } - } - if (!localMaximum) - break; - } - return localMaximum; -} -function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) { - const [height, width, numKeypoints] = scores.shape; - const queue = new MaxHeap(height * width * numKeypoints, ({score}) => score); - for (let heatmapY = 0; heatmapY < height; ++heatmapY) { - for (let heatmapX = 0; heatmapX < width; ++heatmapX) { - for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) { - const score = scores.get(heatmapY, heatmapX, keypointId); - if (score < scoreThreshold) - continue; - if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) { - queue.enqueue({score, part: {heatmapY, heatmapX, id: keypointId}}); - } - } - } - } - return queue; -} - -// src/posenet/keypoints.ts -var partNames = [ - "nose", - "leftEye", - "rightEye", - "leftEar", - "rightEar", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle" -]; -var NUM_KEYPOINTS = partNames.length; -var partIds = partNames.reduce((result, jointName, i) => { - result[jointName] = i; - return result; -}, {}); -var connectedPartNames = [ - ["leftHip", "leftShoulder"], - ["leftElbow", "leftShoulder"], - ["leftElbow", "leftWrist"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["rightHip", "rightShoulder"], - ["rightElbow", "rightShoulder"], - ["rightElbow", "rightWrist"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"], - ["leftShoulder", "rightShoulder"], - ["leftHip", "rightHip"] -]; -var connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => [partIds[jointNameA], partIds[jointNameB]]); -var poseChain = [ - ["nose", "leftEye"], - ["leftEye", "leftEar"], - ["nose", "rightEye"], - ["rightEye", "rightEar"], - ["nose", "leftShoulder"], - ["leftShoulder", "leftElbow"], - ["leftElbow", "leftWrist"], - ["leftShoulder", "leftHip"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["nose", "rightShoulder"], - ["rightShoulder", "rightElbow"], - ["rightElbow", "rightWrist"], - ["rightShoulder", "rightHip"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"] -]; - -// src/posenet/vectors.ts -function getOffsetPoint(y, x, keypoint, offsets) { - return { - y: offsets.get(y, x, keypoint), - x: offsets.get(y, x, keypoint + NUM_KEYPOINTS) - }; -} -function getImageCoords(part, outputStride, offsets) { - const {heatmapY, heatmapX, id: keypoint} = part; - const {y, x} = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets); - return { - x: part.heatmapX * outputStride + x, - y: part.heatmapY * outputStride + y - }; -} -function clamp2(a, min6, max6) { - if (a < min6) - return min6; - if (a > max6) - return max6; - return a; -} -function squaredDistance(y1, x1, y2, x2) { - const dy = y2 - y1; - const dx = x2 - x1; - return dy * dy + dx * dx; -} -function addVectors(a, b) { - return {x: a.x + b.x, y: a.y + b.y}; -} - -// src/posenet/decoders.ts -function getPointsConfidence(heatmapScores, heatMapCoords) { - const numKeypoints = heatMapCoords.shape[0]; - const result = new Float32Array(numKeypoints); - for (let keypoint = 0; keypoint < numKeypoints; keypoint++) { - const y = heatMapCoords.get(keypoint, 0); - const x = heatMapCoords.get(keypoint, 1); - result[keypoint] = heatmapScores.get(y, x, keypoint); - } - return result; -} -function getOffsetPoint2(y, x, keypoint, offsetsBuffer) { - return { - y: offsetsBuffer.get(y, x, keypoint), - x: offsetsBuffer.get(y, x, keypoint + NUM_KEYPOINTS) - }; -} -function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) { - const result = []; - for (let keypoint = 0; keypoint < NUM_KEYPOINTS; keypoint++) { - const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf(); - const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf(); - const {x, y} = getOffsetPoint2(heatmapY, heatmapX, keypoint, offsetsBuffer); - result.push(y); - result.push(x); - } - return tensor2d(result, [NUM_KEYPOINTS, 2]); -} -function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) { - return tidy(() => heatMapCoordsBuffer.toTensor().mul(scalar(outputStride, "int32")).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer))); -} -function mod4(a, b) { - return tidy(() => { - const floored = a.div(scalar(b, "int32")); - return a.sub(floored.mul(scalar(b, "int32"))); - }); -} -function argmax2d(inputs) { - const [height, width, depth] = inputs.shape; - return tidy(() => { - const reshaped = inputs.reshape([height * width, depth]); - const coords4 = reshaped.argMax(0); - const yCoords = coords4.div(scalar(width, "int32")).expandDims(1); - const xCoords = mod4(coords4, width).expandDims(1); - return concat([yCoords, xCoords], 1); - }); -} - -// src/posenet/decodePose.ts -var parentChildrenTuples = poseChain.map(([parentJoinName, childJoinName]) => [partIds[parentJoinName], partIds[childJoinName]]); -var parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId); -var childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId); -var defaultOutputStride = 16; -function getDisplacement(edgeId, point2, displacements) { - const numEdges = displacements.shape[2] / 2; - return { - y: displacements.get(point2.y, point2.x, edgeId), - x: displacements.get(point2.y, point2.x, numEdges + edgeId) - }; -} -function getStridedIndexNearPoint(point2, outputStride, height, width) { - return { - y: clamp2(Math.round(point2.y / outputStride), 0, height - 1), - x: clamp2(Math.round(point2.x / outputStride), 0, width - 1) - }; -} -function traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) { - const [height, width] = scoresBuffer.shape; - const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width); - const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements); - const displacedPoint = addVectors(sourceKeypoint.position, displacement); - let targetKeypoint = displacedPoint; - for (let i = 0; i < offsetRefineStep; i++) { - const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const offsetPoint = getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets); - targetKeypoint = addVectors({ - x: targetKeypointIndices.x * outputStride, - y: targetKeypointIndices.y * outputStride - }, {x: offsetPoint.x, y: offsetPoint.y}); - } - const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId); - return {position: targetKeypoint, part: partNames[targetKeypointId], score}; -} -function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) { - const numParts = scores.shape[2]; - const numEdges = parentToChildEdges.length; - const instanceKeypoints = new Array(numParts); - const {part: rootPart, score: rootScore} = root; - const rootPoint = getImageCoords(rootPart, outputStride, offsets); - instanceKeypoints[rootPart.id] = { - score: rootScore, - part: partNames[rootPart.id], - position: rootPoint - }; - for (let edge = numEdges - 1; edge >= 0; --edge) { - const sourceKeypointId = parentToChildEdges[edge]; - const targetKeypointId = childToParentEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd); - } - } - for (let edge = 0; edge < numEdges; ++edge) { - const sourceKeypointId = childToParentEdges[edge]; - const targetKeypointId = parentToChildEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd); - } - } - return instanceKeypoints; -} -async function decodeSinglePose(heatmapScores, offsets, minScore) { - let totalScore = 0; - const heatmapValues = argmax2d(heatmapScores); - const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const heatmapValuesBuffer = allTensorBuffers[2]; - const offsetPoints = getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer); - const offsetPointsBuffer = await offsetPoints.buffer(); - const keypointConfidence = Array.from(getPointsConfidence(scoresBuffer, heatmapValuesBuffer)); - const instanceKeypoints = keypointConfidence.map((score, i) => { - totalScore += score; - return { - position: { - y: offsetPointsBuffer.get(i, 0), - x: offsetPointsBuffer.get(i, 1) - }, - part: partNames[i], - score - }; - }); - const filteredKeypoints = instanceKeypoints.filter((kpt3) => kpt3.score > minScore); - heatmapValues.dispose(); - offsetPoints.dispose(); - return {keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length}; -} - -// src/posenet/decodeMultiple.ts -var kLocalMaximumRadius = 1; -var defaultOutputStride2 = 16; -function withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, {x, y}, keypointId) { - return poses.some(({keypoints: keypoints3}) => { - const correspondingKeypoint = keypoints3[keypointId].position; - return squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius; - }); -} -function getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) { - const notOverlappedKeypointScores = instanceKeypoints.reduce((result, {position, score}, keypointId) => { - if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) - result += score; - return result; - }, 0); - return notOverlappedKeypointScores / instanceKeypoints.length; -} -function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) { - const poses = []; - const queue = buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer); - const squaredNmsRadius = nmsRadius ^ 2; - while (poses.length < maxDetections && !queue.empty()) { - const root = queue.dequeue(); - const rootImageCoords = getImageCoords(root.part, defaultOutputStride2, offsetsBuffer); - if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) - continue; - const keypoints3 = decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride2, displacementsFwdBuffer, displacementsBwdBuffer); - const score = getInstanceScore(poses, squaredNmsRadius, keypoints3); - if (score > scoreThreshold) - poses.push({keypoints: keypoints3, score}); - } - return poses; -} - -// src/posenet/util.ts -async function toTensorBuffers3D(tensors) { - return Promise.all(tensors.map((tensor2) => tensor2.buffer())); -} -function scalePose(pose, scaleY, scaleX) { - return { - score: pose.score, - keypoints: pose.keypoints.map(({score, part, position}) => ({ - score, - part, - position: {x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY)} - })) - }; -} -function resizeTo(image3, [targetH, targetW]) { - const input2 = image3.squeeze(0); - const resized = input2.resizeBilinear([targetH, targetW]); - input2.dispose(); - return resized; -} -function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) { - const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth)); - return scaledPoses; -} - -// src/posenet/posenet.ts -async function estimateMultiple(input2, res, config3, inputSize) { - return new Promise(async (resolve) => { - const allTensorBuffers = await toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const displacementsFwdBuffer = allTensorBuffers[2]; - const displacementsBwdBuffer = allTensorBuffers[3]; - const poses = await decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config3.body.nmsRadius, config3.body.maxDetections, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses(poses, [input2.shape[1], input2.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); -} -async function estimateSingle(input2, res, config3, inputSize) { - return new Promise(async (resolve) => { - const pose = await decodeSinglePose(res.heatmapScores, res.offsets, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses([pose], [input2.shape[1], input2.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); -} -var PoseNet = class { - constructor(model10) { - this.baseModel = model10; - this.inputSize = model10.model.inputs[0].shape[1]; - if (this.inputSize < 128) - this.inputSize = 257; - } - async estimatePoses(input2, config3) { - const resized = resizeTo(input2, [this.inputSize, this.inputSize]); - const res = this.baseModel.predict(resized, config3); - const poses = config3.body.maxDetections < 2 ? await estimateSingle(input2, res, config3, this.inputSize) : await estimateMultiple(input2, res, config3, this.inputSize); - res.heatmapScores.dispose(); - res.offsets.dispose(); - res.displacementFwd.dispose(); - res.displacementBwd.dispose(); - resized.dispose(); - return poses; - } - dispose() { - this.baseModel.dispose(); - } -}; -async function load8(config3) { - const model10 = await loadGraphModel(config3.body.modelPath); - const mobilenet = new BaseModel(model10); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - return new PoseNet(mobilenet); -} - -// src/handpose/handpose.ts -var handpose_exports = {}; -__export(handpose_exports, { - HandPose: () => HandPose, - load: () => load9 -}); - -// src/handpose/box.ts -function getBoxSize2(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; -} -function getBoxCenter2(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; -} -function cutBoxFromImageAndResize2(box3, image3, cropSize) { - const h = image3.shape[1]; - const w = image3.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return image.cropAndResize(image3, boxes, [0], cropSize); -} -function scaleBoxCoordinates2(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - const palmLandmarks = box3.palmLandmarks.map((coord) => { - const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]]; - return scaledCoord; - }); - return {startPoint, endPoint, palmLandmarks, confidence: box3.confidence}; -} -function enlargeBox2(box3, factor = 1.5) { - const center = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; -} -function squarifyBox2(box3) { - const centers = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; -} - -// src/handpose/handdetector.ts -var HandDetector = class { - constructor(model10, inputSize, anchorsAnnotated) { - this.model = model10; - this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]); - this.anchorsTensor = tensor2d(this.anchors); - this.inputSize = inputSize; - this.inputSizeTensor = tensor1d([inputSize, inputSize]); - this.doubleInputSizeTensor = tensor1d([inputSize * 2, inputSize * 2]); - } - normalizeBoxes(boxes) { - return tidy(() => { - const boxOffsets = slice(boxes, [0, 0], [-1, 2]); - const boxSizes = slice(boxes, [0, 2], [-1, 2]); - const boxCenterPoints = add2(div(boxOffsets, this.inputSizeTensor), this.anchorsTensor); - const halfBoxSizes = div(boxSizes, this.doubleInputSizeTensor); - const startPoints = mul(sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - const endPoints = mul(add2(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - return concat2d([startPoints, endPoints], 1); - }); - } - normalizeLandmarks(rawPalmLandmarks, index) { - return tidy(() => { - const landmarks = add2(div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]); - return mul(landmarks, this.inputSizeTensor); - }); - } - async getBoxes(input2, config3) { - const batched = this.model.predict(input2); - const predictions = batched.squeeze(); - batched.dispose(); - const scoresT = tidy(() => sigmoid(slice(predictions, [0, 0], [-1, 1])).squeeze()); - const scores = scoresT.dataSync(); - const rawBoxes = slice(predictions, [0, 1], [-1, 4]); - const boxes = this.normalizeBoxes(rawBoxes); - rawBoxes.dispose(); - const filteredT = await image.nonMaxSuppressionAsync(boxes, scores, config3.hand.maxHands, config3.hand.iouThreshold, config3.hand.scoreThreshold); - const filtered = filteredT.arraySync(); - scoresT.dispose(); - filteredT.dispose(); - const hands = []; - for (const index of filtered) { - if (scores[index] >= config3.hand.minConfidence) { - const matchingBox = slice(boxes, [index, 0], [1, -1]); - const rawPalmLandmarks = slice(predictions, [index, 5], [1, 14]); - const palmLandmarks = tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2])); - rawPalmLandmarks.dispose(); - hands.push({box: matchingBox, palmLandmarks, confidence: scores[index]}); - } - } - predictions.dispose(); - boxes.dispose(); - return hands; - } - async estimateHandBounds(input2, config3) { - const inputHeight = input2.shape[1]; - const inputWidth = input2.shape[2]; - const image3 = tidy(() => input2.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1)); - const predictions = await this.getBoxes(image3, config3); - image3.dispose(); - const hands = []; - if (!predictions || predictions.length === 0) - return hands; - for (const prediction of predictions) { - const boxes = prediction.box.dataSync(); - const startPoint = boxes.slice(0, 2); - const endPoint = boxes.slice(2, 4); - const palmLandmarks = prediction.palmLandmarks.arraySync(); - prediction.box.dispose(); - prediction.palmLandmarks.dispose(); - hands.push(scaleBoxCoordinates2({startPoint, endPoint, palmLandmarks, confidence: prediction.confidence}, [inputWidth / this.inputSize, inputHeight / this.inputSize])); - } - return hands; - } -}; - -// src/handpose/util.ts -function normalizeRadians2(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); -} -function computeRotation2(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians2(radians); -} -var buildTranslationMatrix2 = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]]; -function dot5(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; -} -function getColumnFrom2DArr2(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; -} -function multiplyTransformMatrices2(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot5(mat1[row], getColumnFrom2DArr2(mat2, col))); - } - } - return product; -} -function buildRotationMatrix2(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix2(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices2(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix2(-center[0], -center[1]); - return multiplyTransformMatrices2(translationTimesRotation, negativeTranslationMatrix); -} -function invertTransformMatrix2(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot5(rotationComponent[0], translationComponent), - -dot5(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; -} -function rotatePoint2(homogeneousCoordinate, rotationMatrix) { - return [ - dot5(homogeneousCoordinate, rotationMatrix[0]), - dot5(homogeneousCoordinate, rotationMatrix[1]) - ]; -} - -// src/handpose/handpipeline.ts -var PALM_BOX_ENLARGE_FACTOR = 5; -var HAND_BOX_ENLARGE_FACTOR = 1.65; -var PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2]; -var PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0; -var PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2; -var HandPipeline = class { - constructor(handDetector, landmarkDetector, inputSize) { - this.handDetector = handDetector; - this.landmarkDetector = landmarkDetector; - this.inputSize = inputSize; - this.storedBoxes = []; - this.skipped = 0; - this.detectedHands = 0; - } - getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) { - const rotatedPalmLandmarks = palmLandmarks.map((coord) => rotatePoint2([...coord, 1], rotationMatrix)); - const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks); - return enlargeBox2(squarifyBox2(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR); - } - getBoxForHandLandmarks(landmarks) { - const boundingBox = this.calculateLandmarksBoundingBox(landmarks); - const boxAroundHand = enlargeBox2(squarifyBox2(boundingBox), HAND_BOX_ENLARGE_FACTOR); - boxAroundHand.palmLandmarks = []; - for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) { - boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2)); - } - return boxAroundHand; - } - transformRawCoords(rawCoords, box22, angle, rotationMatrix) { - const boxSize = getBoxSize2(box22); - const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2]; - const coordsScaled = rawCoords.map((coord) => [ - scaleFactor[0] * (coord[0] - this.inputSize / 2), - scaleFactor[1] * (coord[1] - this.inputSize / 2), - scaleFactor[2] * coord[2] - ]); - const coordsRotationMatrix = buildRotationMatrix2(angle, [0, 0]); - const coordsRotated = coordsScaled.map((coord) => { - const rotated = rotatePoint2(coord, coordsRotationMatrix); - return [...rotated, coord[2]]; - }); - const inverseRotationMatrix = invertTransformMatrix2(rotationMatrix); - const boxCenter = [...getBoxCenter2(box22), 1]; - const originalBoxCenter = [ - dot5(boxCenter, inverseRotationMatrix[0]), - dot5(boxCenter, inverseRotationMatrix[1]) - ]; - return coordsRotated.map((coord) => [ - coord[0] + originalBoxCenter[0], - coord[1] + originalBoxCenter[1], - coord[2] - ]); - } - async estimateHands(image3, config3) { - let useFreshBox = false; - let boxes; - if (this.skipped === 0 || this.skipped > config3.hand.skipFrames || !config3.hand.landmarks || !config3.videoOptimized) { - boxes = await this.handDetector.estimateHandBounds(image3, config3); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (boxes && boxes.length > 0 && (boxes.length !== this.detectedHands && this.detectedHands !== config3.hand.maxHands || !config3.hand.landmarks)) { - this.detectedHands = 0; - this.storedBoxes = [...boxes]; - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - const hands = []; - if (config3.hand.skipInitial && this.detectedHands === 0) - this.skipped = 0; - for (let i = 0; i < this.storedBoxes.length; i++) { - const currentBox = this.storedBoxes[i]; - if (!currentBox) - continue; - if (config3.hand.landmarks) { - const angle = config3.hand.rotation ? computeRotation2(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0; - const palmCenter = getBoxCenter2(currentBox); - const palmCenterNormalized = [palmCenter[0] / image3.shape[2], palmCenter[1] / image3.shape[1]]; - const rotatedImage = config3.hand.rotation ? image.rotateWithOffset(image3, angle, 0, palmCenterNormalized) : image3.clone(); - const rotationMatrix = buildRotationMatrix2(-angle, palmCenter); - const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox; - const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]); - const handImage = croppedInput.div(255); - croppedInput.dispose(); - rotatedImage.dispose(); - const [confidenceT, keypoints3] = await this.landmarkDetector.predict(handImage); - handImage.dispose(); - const confidence = confidenceT.dataSync()[0]; - confidenceT.dispose(); - if (confidence >= config3.hand.minConfidence) { - const keypointsReshaped = reshape(keypoints3, [-1, 3]); - const rawCoords = keypointsReshaped.arraySync(); - keypoints3.dispose(); - keypointsReshaped.dispose(); - const coords4 = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix); - const nextBoundingBox = this.getBoxForHandLandmarks(coords4); - this.storedBoxes[i] = nextBoundingBox; - const result = { - landmarks: coords4, - confidence, - box: {topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint} - }; - hands.push(result); - } else { - this.storedBoxes[i] = null; - } - keypoints3.dispose(); - } else { - const enlarged = enlargeBox2(squarifyBox2(currentBox), HAND_BOX_ENLARGE_FACTOR); - const result = { - confidence: currentBox.confidence, - box: {topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint} - }; - hands.push(result); - } - } - this.storedBoxes = this.storedBoxes.filter((a) => a !== null); - this.detectedHands = hands.length; - return hands; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint}; - } -}; - -// src/handpose/anchors.ts -var anchors = [ - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - 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x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - } -]; - -// src/handpose/handpose.ts -var MESH_ANNOTATIONS2 = { - thumb: [1, 2, 3, 4], - indexFinger: [5, 6, 7, 8], - middleFinger: [9, 10, 11, 12], - ringFinger: [13, 14, 15, 16], - pinky: [17, 18, 19, 20], - palmBase: [0] -}; -var HandPose = class { - constructor(handPipeline) { - this.handPipeline = handPipeline; - } - static getAnnotations() { - return MESH_ANNOTATIONS2; - } - async estimateHands(input2, config3) { - const predictions = await this.handPipeline.estimateHands(input2, config3); - if (!predictions) - return []; - const hands = []; - for (const prediction of predictions) { - const annotations3 = {}; - if (prediction.landmarks) { - for (const key of Object.keys(MESH_ANNOTATIONS2)) { - annotations3[key] = MESH_ANNOTATIONS2[key].map((index) => prediction.landmarks[index]); - } - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.topLeft[0]), - Math.max(0, prediction.box.topLeft[1]), - Math.min(input2.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]), - Math.min(input2.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]) - ] : []; - const boxRaw = [ - prediction.box.topLeft[0] / input2.shape[2], - prediction.box.topLeft[1] / input2.shape[1], - (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input2.shape[2], - (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input2.shape[1] - ]; - hands.push({confidence: prediction.confidence, box: box3, boxRaw, landmarks: prediction.landmarks, annotations: annotations3}); - } - return hands; - } -}; -async function load9(config3) { - const [handDetectorModel, handPoseModel] = await Promise.all([ - config3.hand.enabled ? loadGraphModel(config3.hand.detector.modelPath, {fromTFHub: config3.hand.detector.modelPath.includes("tfhub.dev")}) : null, - config3.hand.landmarks ? loadGraphModel(config3.hand.skeleton.modelPath, {fromTFHub: config3.hand.skeleton.modelPath.includes("tfhub.dev")}) : null - ]); - const handDetector = new HandDetector(handDetectorModel, handDetectorModel == null ? void 0 : handDetectorModel.inputs[0].shape[2], anchors); - const handPipeline = new HandPipeline(handDetector, handPoseModel, handPoseModel == null ? void 0 : handPoseModel.inputs[0].shape[2]); - const handPose = new HandPose(handPipeline); - if (config3.hand.enabled && config3.debug) - log(`load model: ${config3.hand.detector.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.hand.landmarks && config3.debug) - log(`load model: ${config3.hand.skeleton.modelPath.match(/\/(.*)\./)[1]}`); - return handPose; -} - -// src/blazepose/blazepose.ts -var blazepose_exports = {}; -__export(blazepose_exports, { - load: () => load10, - predict: () => predict6 -}); - -// src/blazepose/annotations.ts -var full = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftPalm", - "rightPalm", - "leftIndex", - "rightIndex", - "leftPinky", - "rightPinky", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle", - "leftHeel", - "rightHeel", - "leftFoot", - "rightFoot", - "midHip", - "forehead", - "leftThumb", - "leftHand", - "rightThumb", - "rightHand" -]; -var upper = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "left:15", - "right:16", - "left:17", - "right:18", - "left:19", - "right:20", - "left:21", - "right:22", - "leftChest", - "rightChest", - "neck", - "forehead", - "left:27", - "right:28", - "left:29", - "right:30" -]; - -// src/blazepose/blazepose.ts -var model7; -async function load10(config3) { - if (!model7) { - model7 = await loadGraphModel(config3.body.modelPath); - model7.width = parseInt(model7.signature.inputs["input_1:0"].tensorShape.dim[2].size); - model7.height = parseInt(model7.signature.inputs["input_1:0"].tensorShape.dim[1].size); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model7; -} -async function predict6(image3, config3) { - if (!model7) - return null; - if (!config3.body.enabled) - return null; - const imgSize = {width: image3.shape[2], height: image3.shape[1]}; - const resize = image.resizeBilinear(image3, [model7.width, model7.height], false); - const normalize = div(resize, [255]); - resize.dispose(); - let points; - if (!config3.profile) { - const resT = await model7.predict(normalize); - points = resT.find((t) => t.size === 195 || t.size === 155).dataSync(); - resT.forEach((t) => t.dispose()); - } else { - const profileData = await profile(() => model7.predict(normalize)); - points = profileData.result.find((t) => t.size === 195 || t.size === 155).dataSync(); - profileData.result.forEach((t) => t.dispose()); - run("blazepose", profileData); - } - normalize.dispose(); - const keypoints3 = []; - const labels2 = points.length === 195 ? full : upper; - const depth = 5; - for (let i = 0; i < points.length / depth; i++) { - keypoints3.push({ - id: i, - part: labels2[i], - position: { - x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), - y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), - z: Math.trunc(points[depth * i + 2]) + 0 - }, - score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, - presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100 - }); - } - return [{keypoints: keypoints3}]; -} - -// src/efficientpose/efficientpose.ts -var model8; -var keypoints2 = {}; -var skipped5 = Number.MAX_SAFE_INTEGER; -var bodyParts = ["head", "neck", "rightShoulder", "rightElbow", "rightWrist", "chest", "leftShoulder", "leftElbow", "leftWrist", "pelvis", "rightHip", "rightKnee", "rightAnkle", "leftHip", "leftKnee", "leftAnkle"]; -async function load11(config3) { - if (!model8) { - model8 = await loadGraphModel(config3.body.modelPath); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model8; -} -function max2d(inputs, minScore) { - const [width, height] = inputs.shape; - return tidy(() => { - const mod5 = (a, b) => sub(a, mul(div(a, scalar(b, "int32")), scalar(b, "int32"))); - const reshaped = reshape(inputs, [height * width]); - const score = max(reshaped, 0).dataSync()[0]; - if (score > minScore) { - const coords4 = argMax(reshaped, 0); - const x = mod5(coords4, width).dataSync()[0]; - const y = div(coords4, scalar(width, "int32")).dataSync()[0]; - return [x, y, score]; - } - return [0, 0, score]; - }); -} -async function predict7(image3, config3) { - if (!model8) - return null; - if (skipped5 < config3.body.skipFrames && config3.videoOptimized && Object.keys(keypoints2).length > 0) { - skipped5++; - return keypoints2; - } - if (config3.videoOptimized) - skipped5 = 0; - else - skipped5 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const tensor2 = tidy(() => { - const resize = image.resizeBilinear(image3, [model8.inputs[0].shape[2], model8.inputs[0].shape[1]], false); - const enhance3 = mul(resize, 2); - const norm2 = enhance3.sub(1); - return norm2; - }); - let resT; - if (!config3.profile) { - if (config3.body.enabled) - resT = await model8.executeAsync(tensor2); - } else { - const profileT = config3.body.enabled ? await profile(() => model8.executeAsync(tensor2)) : {}; - resT = profileT.result.clone(); - profileT.result.dispose(); - run("body", profileT); - } - tensor2.dispose(); - if (resT) { - const parts = []; - const squeeze2 = resT.squeeze(); - dispose(resT); - const stack2 = squeeze2.unstack(2); - dispose(squeeze2); - for (let id = 0; id < stack2.length; id++) { - const [x, y, score] = max2d(stack2[id], config3.body.scoreThreshold); - if (score > config3.body.scoreThreshold) { - parts.push({ - id, - score, - part: bodyParts[id], - positionRaw: { - xRaw: x / model8.inputs[0].shape[2], - yRaw: y / model8.inputs[0].shape[1] - }, - position: { - x: Math.round(image3.shape[2] * x / model8.inputs[0].shape[2]), - y: Math.round(image3.shape[1] * y / model8.inputs[0].shape[1]) - } - }); - } - } - stack2.forEach((s) => dispose(s)); - keypoints2 = parts; - } - resolve([{keypoints: keypoints2}]); - }); -} - -// src/nanodet/nanodet.ts -var nanodet_exports = {}; -__export(nanodet_exports, { - load: () => load12, - predict: () => predict8 -}); - -// src/nanodet/labels.ts -var labels = [ - {class: 1, label: "person"}, - {class: 2, label: "bicycle"}, - {class: 3, label: "car"}, - {class: 4, label: "motorcycle"}, - {class: 5, label: "airplane"}, - {class: 6, label: "bus"}, - {class: 7, label: "train"}, - {class: 8, label: "truck"}, - {class: 9, label: "boat"}, - {class: 10, label: "traffic light"}, - {class: 11, label: "fire hydrant"}, - {class: 12, label: "stop sign"}, - {class: 13, label: "parking meter"}, - {class: 14, label: "bench"}, - {class: 15, label: "bird"}, - {class: 16, label: "cat"}, - {class: 17, label: "dog"}, - {class: 18, label: "horse"}, - {class: 19, label: "sheep"}, - {class: 20, label: "cow"}, - {class: 21, label: "elephant"}, - {class: 22, label: "bear"}, - {class: 23, label: "zebra"}, - {class: 24, label: "giraffe"}, - {class: 25, label: "backpack"}, - {class: 26, label: "umbrella"}, - {class: 27, label: "handbag"}, - {class: 28, label: "tie"}, - {class: 29, label: "suitcase"}, - {class: 30, label: "frisbee"}, - {class: 31, label: "skis"}, - {class: 32, label: "snowboard"}, - {class: 33, label: "sports ball"}, - {class: 34, label: "kite"}, - {class: 35, label: "baseball bat"}, - {class: 36, label: "baseball glove"}, - {class: 37, label: "skateboard"}, - {class: 38, label: "surfboard"}, - {class: 39, label: "tennis racket"}, - {class: 40, label: "bottle"}, - {class: 41, label: "wine glass"}, - {class: 42, label: "cup"}, - {class: 43, label: "fork"}, - {class: 44, label: "knife"}, - {class: 45, label: "spoon"}, - {class: 46, label: "bowl"}, - {class: 47, label: "banana"}, - {class: 48, label: "apple"}, - {class: 49, label: "sandwich"}, - {class: 50, label: "orange"}, - {class: 51, label: "broccoli"}, - {class: 52, label: "carrot"}, - {class: 53, label: "hot dog"}, - {class: 54, label: "pizza"}, - {class: 55, label: "donut"}, - {class: 56, label: "cake"}, - {class: 57, label: "chair"}, - {class: 58, label: "couch"}, - {class: 59, label: "potted plant"}, - {class: 60, label: "bed"}, - {class: 61, label: "dining table"}, - {class: 62, label: "toilet"}, - {class: 63, label: "tv"}, - {class: 64, label: "laptop"}, - {class: 65, label: "mouse"}, - {class: 66, label: "remote"}, - {class: 67, label: "keyboard"}, - {class: 68, label: "cell phone"}, - {class: 69, label: "microwave"}, - {class: 70, label: "oven"}, - {class: 71, label: "toaster"}, - {class: 72, label: "sink"}, - {class: 73, label: "refrigerator"}, - {class: 74, label: "book"}, - {class: 75, label: "clock"}, - {class: 76, label: "vase"}, - {class: 77, label: "scissors"}, - {class: 78, label: "teddy bear"}, - {class: 79, label: "hair drier"}, - {class: 80, label: "toothbrush"} -]; - -// src/nanodet/nanodet.ts -var model9; -var last5 = []; -var skipped6 = Number.MAX_SAFE_INTEGER; -var scaleBox = 2.5; -async function load12(config3) { - if (!model9) { - model9 = await loadGraphModel(config3.object.modelPath); - model9.inputSize = parseInt(Object.values(model9.modelSignature["inputs"])[0].tensorShape.dim[2].size); - if (config3.debug) - log(`load model: ${config3.object.modelPath.match(/\/(.*)\./)[1]}`); - } - return model9; -} -async function process2(res, inputSize, outputShape, config3) { - let id = 0; - let results = []; - for (const strideSize of [1, 2, 4]) { - tidy(() => { - var _a, _b; - const baseSize = strideSize * 13; - const scoresT = (_a = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] === labels.length)) == null ? void 0 : _a.squeeze(); - const featuresT = (_b = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] < labels.length)) == null ? void 0 : _b.squeeze(); - const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); - const boxIdx = boxesMax.argMax(2).arraySync(); - const scores = scoresT.arraySync(); - for (let i = 0; i < scoresT.shape[0]; i++) { - for (let j = 0; j < scoresT.shape[1]; j++) { - const score = scores[i][j]; - if (score > config3.object.minConfidence && j !== 61) { - const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; - const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; - const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); - const [x, y] = [ - cx - scaleBox / strideSize * boxOffset[0], - cy - scaleBox / strideSize * boxOffset[1] - ]; - const [w, h] = [ - cx + scaleBox / strideSize * boxOffset[2] - x, - cy + scaleBox / strideSize * boxOffset[3] - y - ]; - let boxRaw = [x, y, w, h]; - boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); - const box3 = [ - boxRaw[0] * outputShape[0], - boxRaw[1] * outputShape[1], - boxRaw[2] * outputShape[0], - boxRaw[3] * outputShape[1] - ]; - const result = { - id: id++, - strideSize, - score, - class: j + 1, - label: labels[j].label, - center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)], - centerRaw: [cx, cy], - box: box3.map((a) => Math.trunc(a)), - boxRaw - }; - results.push(result); - } - } - } - }); - } - res.forEach((t) => dispose(t)); - const nmsBoxes = results.map((a) => a.boxRaw); - const nmsScores = results.map((a) => a.score); - let nmsIdx = []; - if (nmsBoxes && nmsBoxes.length > 0) { - const nms = await image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config3.object.maxResults, config3.object.iouThreshold, config3.object.minConfidence); - nmsIdx = nms.dataSync(); - dispose(nms); - } - results = results.filter((a, idx) => nmsIdx.includes(idx)).sort((a, b) => b.score - a.score); - return results; -} -async function predict8(image3, config3) { - if (!model9) - return null; - if (skipped6 < config3.object.skipFrames && config3.videoOptimized && last5.length > 0) { - skipped6++; - return last5; - } - if (config3.videoOptimized) - skipped6 = 0; - else - skipped6 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const outputSize = [image3.shape[2], image3.shape[1]]; - const resize = image.resizeBilinear(image3, [model9.inputSize, model9.inputSize], false); - const norm2 = resize.div(255); - const transpose5 = norm2.transpose([0, 3, 1, 2]); - norm2.dispose(); - resize.dispose(); - let objectT; - if (!config3.profile) { - if (config3.object.enabled) - objectT = await model9.executeAsync(transpose5); - } else { - const profileObject = config3.object.enabled ? await profile(() => model9.executeAsync(transpose5)) : {}; - objectT = profileObject.result; - run("object", profileObject); - } - transpose5.dispose(); - const obj = await process2(objectT, model9.inputSize, outputSize, config3); - last5 = obj; - resolve(obj); - }); -} - -// src/gesture/gesture.ts -var body = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const leftWrist = res[i].keypoints.find((a) => a.part === "leftWrist"); - const rightWrist = res[i].keypoints.find((a) => a.part === "rightWrist"); - const nose = res[i].keypoints.find((a) => a.part === "nose"); - if (nose && leftWrist && rightWrist && leftWrist.position.y < nose.position.y && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "i give up"}); - else if (nose && leftWrist && leftWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise left hand"}); - else if (nose && rightWrist && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise right hand"}); - const leftShoulder = res[i].keypoints.find((a) => a.part === "leftShoulder"); - const rightShoulder = res[i].keypoints.find((a) => a.part === "rightShoulder"); - if (leftShoulder && rightShoulder) - gestures.push({body: i, gesture: `leaning ${leftShoulder.position.y > rightShoulder.position.y ? "left" : "right"}`}); - } - return gestures; -}; -var face = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (res[i].mesh && res[i].mesh.length > 0) { - const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; - if (Math.abs(eyeFacing) < 10) - gestures.push({face: i, gesture: "facing camera"}); - else - gestures.push({face: i, gesture: `facing ${eyeFacing < 0 ? "right" : "left"}`}); - const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); - if (openLeft < 0.2) - gestures.push({face: i, gesture: "blink left eye"}); - const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); - if (openRight < 0.2) - gestures.push({face: i, gesture: "blink right eye"}); - const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1])); - if (mouthOpen > 10) - gestures.push({face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open`}); - const chinDepth = res[i].mesh[152][2]; - if (Math.abs(chinDepth) > 10) - gestures.push({face: i, gesture: `head ${chinDepth < 0 ? "up" : "down"}`}); - } - } - return gestures; -}; -var iris = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) - continue; - const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0]; - const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1]; - const areaLeft = Math.abs(sizeXLeft * sizeYLeft); - const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0]; - const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1]; - const areaRight = Math.abs(sizeXRight * sizeYRight); - const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight); - if (difference < 0.25) - gestures.push({iris: i, gesture: "looking at camera"}); - } - return gestures; -}; -var hand = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const fingers = []; - for (const [finger, pos] of Object.entries(res[i]["annotations"])) { - if (finger !== "palmBase") - fingers.push({name: finger.toLowerCase(), position: pos[0]}); - } - if (fingers && fingers.length > 0) { - const closest = fingers.reduce((best, a) => best.position[2] < a.position[2] ? best : a); - const highest = fingers.reduce((best, a) => best.position[1] < a.position[1] ? best : a); - gestures.push({hand: i, gesture: `${closest.name} forward ${highest.name} up`}); - } - } - return gestures; -}; - -// src/image/imagefx.js -function GLProgram(gl, vertexSource, fragmentSource) { - const _collect = function(source, prefix, collection) { - const r = new RegExp("\\b" + prefix + " \\w+ (\\w+)", "ig"); - source.replace(r, (match2, name) => { - collection[name] = 0; - return match2; - }); - }; - const _compile = function(source, type) { - const shader = gl.createShader(type); - gl.shaderSource(shader, source); - gl.compileShader(shader); - if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) { - throw new Error("Filter: GL compile failed", gl.getShaderInfoLog(shader)); - } - return shader; - }; - this.uniform = {}; - this.attribute = {}; - const _vsh = _compile(vertexSource, gl.VERTEX_SHADER); - const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER); - this.id = gl.createProgram(); - gl.attachShader(this.id, _vsh); - gl.attachShader(this.id, _fsh); - gl.linkProgram(this.id); - if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) { - throw new Error("Filter: GL link failed", gl.getProgramInfoLog(this.id)); - } - gl.useProgram(this.id); - _collect(vertexSource, "attribute", this.attribute); - for (const a in this.attribute) - this.attribute[a] = gl.getAttribLocation(this.id, a); - _collect(vertexSource, "uniform", this.uniform); - _collect(fragmentSource, "uniform", this.uniform); - for (const u in this.uniform) - this.uniform[u] = gl.getUniformLocation(this.id, u); -} -function GLImageFilter(params) { - if (!params) - params = {}; - let _drawCount = 0; - let _sourceTexture = null; - let _lastInChain = false; - let _currentFramebufferIndex = -1; - let _tempFramebuffers = [null, null]; - let _filterChain = []; - let _width = -1; - let _height = -1; - let _vertexBuffer = null; - let _currentProgram = null; - const _filter = {}; - const _canvas = params.canvas || document.createElement("canvas"); - const _shaderProgramCache = {}; - const DRAW = {INTERMEDIATE: 1}; - const gl = _canvas.getContext("webgl"); - if (!gl) - throw new Error("Filter: getContext() failed"); - this.addFilter = function(name) { - const args = Array.prototype.slice.call(arguments, 1); - const filter = _filter[name]; - _filterChain.push({func: filter, args}); - }; - this.reset = function() { - _filterChain = []; - }; - const _resize = function(width, height) { - if (width === _width && height === _height) { - return; - } - _canvas.width = width; - _width = width; - _canvas.height = height; - _height = height; - if (!_vertexBuffer) { - const vertices = new Float32Array([ - -1, - -1, - 0, - 1, - 1, - -1, - 1, - 1, - -1, - 1, - 0, - 0, - -1, - 1, - 0, - 0, - 1, - -1, - 1, - 1, - 1, - 1, - 1, - 0 - ]); - _vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer); - gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW); - gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true); - } - gl.viewport(0, 0, _width, _height); - _tempFramebuffers = [null, null]; - }; - const _createFramebufferTexture = function(width, height) { - const fbo = gl.createFramebuffer(); - gl.bindFramebuffer(gl.FRAMEBUFFER, fbo); - const renderbuffer = gl.createRenderbuffer(); - gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer); - const texture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, texture); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0); - gl.bindTexture(gl.TEXTURE_2D, null); - gl.bindFramebuffer(gl.FRAMEBUFFER, null); - return {fbo, texture}; - }; - const _getTempFramebuffer = function(index) { - _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height); - return _tempFramebuffers[index]; - }; - const _draw = function(flags = null) { - var _a, _b; - let source = null; - let target = null; - let flipY = false; - if (_drawCount === 0) { - source = _sourceTexture; - } else { - source = (_a = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _a.texture; - } - _drawCount++; - if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) { - target = null; - flipY = _drawCount % 2 === 0; - } else { - _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2; - target = (_b = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _b.fbo; - } - gl.bindTexture(gl.TEXTURE_2D, source); - gl.bindFramebuffer(gl.FRAMEBUFFER, target); - gl.uniform1f(_currentProgram.uniform.flipY, flipY ? -1 : 1); - gl.drawArrays(gl.TRIANGLES, 0, 6); - }; - this.apply = function(image3) { - _resize(image3.width, image3.height); - _drawCount = 0; - if (!_sourceTexture) - _sourceTexture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, _sourceTexture); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image3); - if (_filterChain.length === 0) { - _draw(); - return _canvas; - } - for (let i = 0; i < _filterChain.length; i++) { - _lastInChain = i === _filterChain.length - 1; - const f = _filterChain[i]; - f.func.apply(this, f.args || []); - } - return _canvas; - }; - const _compileShader = function(fragmentSource) { - if (_shaderProgramCache[fragmentSource]) { - _currentProgram = _shaderProgramCache[fragmentSource]; - gl.useProgram(_currentProgram.id); - return _currentProgram; - } - const SHADER = {}; - SHADER.VERTEX_IDENTITY = [ - "precision highp float;", - "attribute vec2 pos;", - "attribute vec2 uv;", - "varying vec2 vUv;", - "uniform float flipY;", - "void main(void) {", - "vUv = uv;", - "gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);", - "}" - ].join("\n"); - SHADER.FRAGMENT_IDENTITY = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "void main(void) {", - "gl_FragColor = texture2D(texture, vUv);", - "}" - ].join("\n"); - _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource); - const floatSize = Float32Array.BYTES_PER_ELEMENT; - const vertSize = 4 * floatSize; - gl.enableVertexAttribArray(_currentProgram.attribute.pos); - gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize); - gl.enableVertexAttribArray(_currentProgram.attribute.uv); - gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize); - _shaderProgramCache[fragmentSource] = _currentProgram; - return _currentProgram; - }; - _filter.colorMatrix = function(matrix) { - const m = new Float32Array(matrix); - m[4] /= 255; - m[9] /= 255; - m[14] /= 255; - m[19] /= 255; - const shader = m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0 ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA : _filter.colorMatrix.SHADER.WITH_ALPHA; - const program = _compileShader(shader); - gl.uniform1fv(program.uniform.m, m); - _draw(); - }; - _filter.colorMatrix.SHADER = {}; - _filter.colorMatrix.SHADER.WITH_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];", - "gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];", - "}" - ].join("\n"); - _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];", - "gl_FragColor.a = c.a;", - "}" - ].join("\n"); - _filter.brightness = function(brightness) { - const b = (brightness || 0) + 1; - _filter.colorMatrix([ - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.saturation = function(amount) { - const x = (amount || 0) * 2 / 3 + 1; - const y = (x - 1) * -0.5; - _filter.colorMatrix([ - x, - y, - y, - 0, - 0, - y, - x, - y, - 0, - 0, - y, - y, - x, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturate = function() { - _filter.saturation(-1); - }; - _filter.contrast = function(amount) { - const v = (amount || 0) + 1; - const o = -128 * (v - 1); - _filter.colorMatrix([ - v, - 0, - 0, - 0, - o, - 0, - v, - 0, - 0, - o, - 0, - 0, - v, - 0, - o, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.negative = function() { - _filter.contrast(-2); - }; - _filter.hue = function(rotation) { - rotation = (rotation || 0) / 180 * Math.PI; - const cos4 = Math.cos(rotation); - const sin4 = Math.sin(rotation); - const lumR = 0.213; - const lumG = 0.715; - const lumB = 0.072; - _filter.colorMatrix([ - lumR + cos4 * (1 - lumR) + sin4 * -lumR, - lumG + cos4 * -lumG + sin4 * -lumG, - lumB + cos4 * -lumB + sin4 * (1 - lumB), - 0, - 0, - lumR + cos4 * -lumR + sin4 * 0.143, - lumG + cos4 * (1 - lumG) + sin4 * 0.14, - lumB + cos4 * -lumB + sin4 * -0.283, - 0, - 0, - lumR + cos4 * -lumR + sin4 * -(1 - lumR), - lumG + cos4 * -lumG + sin4 * lumG, - lumB + cos4 * (1 - lumB) + sin4 * lumB, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturateLuminance = function() { - _filter.colorMatrix([ - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.sepia = function() { - _filter.colorMatrix([ - 0.393, - 0.7689999, - 0.18899999, - 0, - 0, - 0.349, - 0.6859999, - 0.16799999, - 0, - 0, - 0.272, - 0.5339999, - 0.13099999, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.brownie = function() { - _filter.colorMatrix([ - 0.5997023498159715, - 0.34553243048391263, - -0.2708298674538042, - 0, - 47.43192855600873, - -0.037703249837783157, - 0.8609577587992641, - 0.15059552388459913, - 0, - -36.96841498319127, - 0.24113635128153335, - -0.07441037908422492, - 0.44972182064877153, - 0, - -7.562075277591283, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.vintagePinhole = function() { - _filter.colorMatrix([ - 0.6279345635605994, - 0.3202183420819367, - -0.03965408211312453, - 0, - 9.651285835294123, - 0.02578397704808868, - 0.6441188644374771, - 0.03259127616149294, - 0, - 7.462829176470591, - 0.0466055556782719, - -0.0851232987247891, - 0.5241648018700465, - 0, - 5.159190588235296, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.kodachrome = function() { - _filter.colorMatrix([ - 1.1285582396593525, - -0.3967382283601348, - -0.03992559172921793, - 0, - 63.72958762196502, - -0.16404339962244616, - 1.0835251566291304, - -0.05498805115633132, - 0, - 24.732407896706203, - -0.16786010706155763, - -0.5603416277695248, - 1.6014850761964943, - 0, - 35.62982807460946, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.technicolor = function() { - _filter.colorMatrix([ - 1.9125277891456083, - -0.8545344976951645, - -0.09155508482755585, - 0, - 11.793603434377337, - -0.3087833385928097, - 1.7658908555458428, - -0.10601743074722245, - 0, - -70.35205161461398, - -0.231103377548616, - -0.7501899197440212, - 1.847597816108189, - 0, - 30.950940869491138, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.polaroid = function() { - _filter.colorMatrix([ - 1.438, - -0.062, - -0.062, - 0, - 0, - -0.122, - 1.378, - -0.122, - 0, - 0, - -0.016, - -0.016, - 1.483, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.shiftToBGR = function() { - _filter.colorMatrix([ - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.convolution = function(matrix) { - const m = new Float32Array(matrix); - const pixelSizeX = 1 / _width; - const pixelSizeY = 1 / _height; - const program = _compileShader(_filter.convolution.SHADER); - gl.uniform1fv(program.uniform.m, m); - gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY); - _draw(); - }; - _filter.convolution.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "uniform float m[9];", - "void main(void) {", - "vec4 c11 = texture2D(texture, vUv - px);", - "vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));", - "vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));", - "vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );", - "vec4 c22 = texture2D(texture, vUv);", - "vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );", - "vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );", - "vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );", - "vec4 c33 = texture2D(texture, vUv + px );", - "gl_FragColor = ", - "c11 * m[0] + c12 * m[1] + c22 * m[2] +", - "c21 * m[3] + c22 * m[4] + c23 * m[5] +", - "c31 * m[6] + c32 * m[7] + c33 * m[8];", - "gl_FragColor.a = c22.a;", - "}" - ].join("\n"); - _filter.detectEdges = function() { - _filter.convolution.call(this, [ - 0, - 1, - 0, - 1, - -4, - 1, - 0, - 1, - 0 - ]); - }; - _filter.sobelX = function() { - _filter.convolution.call(this, [ - -1, - 0, - 1, - -2, - 0, - 2, - -1, - 0, - 1 - ]); - }; - _filter.sobelY = function() { - _filter.convolution.call(this, [ - -1, - -2, - -1, - 0, - 0, - 0, - 1, - 2, - 1 - ]); - }; - _filter.sharpen = function(amount) { - const a = amount || 1; - _filter.convolution.call(this, [ - 0, - -1 * a, - 0, - -1 * a, - 1 + 4 * a, - -1 * a, - 0, - -1 * a, - 0 - ]); - }; - _filter.emboss = function(size) { - const s = size || 1; - _filter.convolution.call(this, [ - -2 * s, - -1 * s, - 0, - -1 * s, - 1, - 1 * s, - 0, - 1 * s, - 2 * s - ]); - }; - _filter.blur = function(size) { - const blurSizeX = size / 7 / _width; - const blurSizeY = size / 7 / _height; - const program = _compileShader(_filter.blur.SHADER); - gl.uniform2f(program.uniform.px, 0, blurSizeY); - _draw(DRAW.INTERMEDIATE); - gl.uniform2f(program.uniform.px, blurSizeX, 0); - _draw(); - }; - _filter.blur.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;", - "gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv )*0.159576912161;", - "gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;", - "}" - ].join("\n"); - _filter.pixelate = function(size) { - const blurSizeX = size / _width; - const blurSizeY = size / _height; - const program = _compileShader(_filter.pixelate.SHADER); - gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY); - _draw(); - }; - _filter.pixelate.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform vec2 size;", - "uniform sampler2D texture;", - "vec2 pixelate(vec2 coord, vec2 size) {", - "return floor( coord / size ) * size;", - "}", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "vec2 coord = pixelate(vUv, size);", - "gl_FragColor += texture2D(texture, coord);", - "}" - ].join("\n"); -} - -// src/image/image.ts -var maxSize = 2048; -var inCanvas = null; -var outCanvas = null; -var fx = null; -function process3(input2, config3) { - let tensor2; - if (!input2) - throw new Error("Human: Input is missing"); - if (input2 instanceof Tensor) { - tensor2 = clone(input2); - } else { - const originalWidth = input2.naturalWidth || input2.videoWidth || input2.width || input2.shape && input2.shape[1] > 0; - const originalHeight = input2.naturalHeight || input2.videoHeight || input2.height || input2.shape && input2.shape[2] > 0; - let targetWidth = originalWidth; - let targetHeight = originalHeight; - if (targetWidth > maxSize) { - targetWidth = maxSize; - targetHeight = targetWidth * originalHeight / originalWidth; - } - if (targetHeight > maxSize) { - targetHeight = maxSize; - targetWidth = targetHeight * originalWidth / originalHeight; - } - if (config3.filter.width > 0) - targetWidth = config3.filter.width; - else if (config3.filter.height > 0) - targetWidth = originalWidth * (config3.filter.height / originalHeight); - if (config3.filter.height > 0) - targetHeight = config3.filter.height; - else if (config3.filter.width > 0) - targetHeight = originalHeight * (config3.filter.width / originalWidth); - if (!targetWidth || !targetHeight) { - log("Human: invalid input", input2); - return {tensor: null, canvas: null}; - } - if (!inCanvas || inCanvas.width !== targetWidth || inCanvas.height !== targetHeight) { - inCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - if (inCanvas.width !== targetWidth) - inCanvas.width = targetWidth; - if (inCanvas.height !== targetHeight) - inCanvas.height = targetHeight; - } - const ctx = inCanvas.getContext("2d"); - if (input2 instanceof ImageData) - ctx.putImageData(input2, 0, 0); - else - ctx.drawImage(input2, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height); - if (config3.filter.enabled) { - if (!fx || !outCanvas || inCanvas.width !== outCanvas.width || inCanvas.height !== outCanvas.height) { - outCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement("canvas"); - if (outCanvas.width !== inCanvas.width) - outCanvas.width = inCanvas.width; - if (outCanvas.height !== inCanvas.height) - outCanvas.height = inCanvas.height; - fx = ENV.flags.IS_BROWSER ? new GLImageFilter({canvas: outCanvas}) : null; - } - if (!fx) - return {tensor: null, canvas: inCanvas}; - fx.reset(); - fx.addFilter("brightness", config3.filter.brightness); - if (config3.filter.contrast !== 0) - fx.addFilter("contrast", config3.filter.contrast); - if (config3.filter.sharpness !== 0) - fx.addFilter("sharpen", config3.filter.sharpness); - if (config3.filter.blur !== 0) - fx.addFilter("blur", config3.filter.blur); - if (config3.filter.saturation !== 0) - fx.addFilter("saturation", config3.filter.saturation); - if (config3.filter.hue !== 0) - fx.addFilter("hue", config3.filter.hue); - if (config3.filter.negative) - fx.addFilter("negative"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.vintage) - fx.addFilter("brownie"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.kodachrome) - fx.addFilter("kodachrome"); - if (config3.filter.technicolor) - fx.addFilter("technicolor"); - if (config3.filter.polaroid) - fx.addFilter("polaroid"); - if (config3.filter.pixelate !== 0) - fx.addFilter("pixelate", config3.filter.pixelate); - fx.apply(inCanvas); - } else { - outCanvas = inCanvas; - if (fx) - fx = null; - } - let pixels; - if (outCanvas.data) { - const shape = [outCanvas.height, outCanvas.width, 3]; - pixels = tensor3d(outCanvas.data, shape, "int32"); - } else if (config3.backend === "webgl" || outCanvas instanceof ImageData) { - pixels = browser_exports.fromPixels(outCanvas); - } else { - const tempCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - tempCanvas.width = targetWidth; - tempCanvas.height = targetHeight; - const tempCtx = tempCanvas.getContext("2d"); - tempCtx == null ? void 0 : tempCtx.drawImage(outCanvas, 0, 0); - const data2 = tempCtx == null ? void 0 : tempCtx.getImageData(0, 0, targetWidth, targetHeight); - pixels = browser_exports.fromPixels(data2); - } - const casted = pixels.toFloat(); - tensor2 = casted.expandDims(0); - pixels.dispose(); - casted.dispose(); - } - const canvas2 = config3.filter.return ? outCanvas : null; - return {tensor: tensor2, canvas: canvas2}; -} - -// src/draw/draw.ts -var draw_exports = {}; -__export(draw_exports, { - all: () => all4, - body: () => body2, - canvas: () => canvas, - drawOptions: () => drawOptions, - face: () => face2, - gesture: () => gesture, - hand: () => hand2, - object: () => object -}); - -// src/config.ts -var config2 = { - backend: "webgl", - wasmPath: "../assets/", - debug: true, - async: true, - profile: false, - deallocate: false, - scoped: false, - videoOptimized: true, - warmup: "face", - filter: { - enabled: true, - width: 0, - height: 0, - return: true, - brightness: 0, - contrast: 0, - sharpness: 0, - blur: 0, - saturation: 0, - hue: 0, - negative: false, - sepia: false, - vintage: false, - kodachrome: false, - technicolor: false, - polaroid: false, - pixelate: 0 - }, - gesture: { - enabled: true - }, - face: { - enabled: true, - detector: { - modelPath: "../models/blazeface-back.json", - rotation: false, - maxFaces: 10, - skipFrames: 21, - skipInitial: false, - minConfidence: 0.2, - iouThreshold: 0.1, - scoreThreshold: 0.2, - return: false - }, - mesh: { - enabled: true, - modelPath: "../models/facemesh.json" - }, - iris: { - enabled: true, - modelPath: "../models/iris.json" - }, - description: { - enabled: true, - modelPath: "../models/faceres.json", - skipFrames: 31 - }, - emotion: { - enabled: true, - minConfidence: 0.1, - skipFrames: 32, - modelPath: "../models/emotion.json" - }, - age: { - enabled: false, - modelPath: "../models/age.json", - skipFrames: 33 - }, - gender: { - enabled: false, - minConfidence: 0.1, - modelPath: "../models/gender.json", - skipFrames: 34 - }, - embedding: { - enabled: false, - modelPath: "../models/mobileface.json" - } - }, - body: { - enabled: true, - modelPath: "../models/posenet.json", - maxDetections: 10, - scoreThreshold: 0.3, - nmsRadius: 20 - }, - hand: { - enabled: true, - rotation: false, - skipFrames: 12, - skipInitial: false, - minConfidence: 0.1, - iouThreshold: 0.1, - scoreThreshold: 0.5, - maxHands: 1, - landmarks: true, - detector: { - modelPath: "../models/handdetect.json" - }, - skeleton: { - modelPath: "../models/handskeleton.json" - } - }, - object: { - enabled: false, - modelPath: "../models/nanodet.json", - minConfidence: 0.2, - iouThreshold: 0.4, - maxResults: 10, - skipFrames: 41 - } -}; - -// src/draw/draw.ts -var drawOptions = { - color: "rgba(173, 216, 230, 0.3)", - labelColor: "rgba(173, 216, 230, 1)", - shadowColor: "black", - font: 'small-caps 16px "Segoe UI"', - lineHeight: 20, - lineWidth: 6, - pointSize: 2, - roundRect: 28, - drawPoints: false, - drawLabels: true, - drawBoxes: true, - drawPolygons: true, - fillPolygons: false, - useDepth: true, - useCurves: false, - bufferedOutput: false, - useRawBoxes: false -}; -function point(ctx, x, y, z = null) { - ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + 2 * (z || 0)}, ${127.5 - 2 * (z || 0)}, 255, 0.3)` : drawOptions.color; - ctx.beginPath(); - ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI); - ctx.fill(); -} -function rect(ctx, x, y, width, height) { - ctx.beginPath(); - if (drawOptions.useCurves) { - const cx = (x + x + width) / 2; - const cy = (y + y + height) / 2; - ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI); - } else { - ctx.lineWidth = drawOptions.lineWidth; - ctx.moveTo(x + drawOptions.roundRect, y); - ctx.lineTo(x + width - drawOptions.roundRect, y); - ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect); - ctx.lineTo(x + width, y + height - drawOptions.roundRect); - ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height); - ctx.lineTo(x + drawOptions.roundRect, y + height); - ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect); - ctx.lineTo(x, y + drawOptions.roundRect); - ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y); - ctx.closePath(); - } - ctx.stroke(); -} -function lines(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - ctx.beginPath(); - ctx.moveTo(points[0][0], points[0][1]); - for (const pt of points) { - ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.lineTo(pt[0], parseInt(pt[1])); - } - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } -} -function curves(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - if (!drawOptions.useCurves || points.length <= 2) { - lines(ctx, points); - return; - } - ctx.moveTo(points[0][0], points[0][1]); - for (let i = 0; i < points.length - 2; i++) { - const xc = (points[i][0] + points[i + 1][0]) / 2; - const yc = (points[i][1] + points[i + 1][1]) / 2; - ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc); - } - ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } -} -async function gesture(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.font = drawOptions.font; - ctx.fillStyle = drawOptions.color; - let i = 1; - for (let j = 0; j < result.length; j++) { - let where2 = []; - let what = []; - [where2, what] = Object.entries(result[j]); - if (what.length > 1 && what[1].length > 0) { - const person = where2[1] > 0 ? `#${where2[1]}` : ""; - const label = `${where2[0]} ${person}: ${what[1]}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, 8, 2 + i * drawOptions.lineHeight); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, 6, 0 + i * drawOptions.lineHeight); - i += 1; - } - } -} -async function face2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - for (const f of result) { - ctx.font = drawOptions.font; - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.drawBoxes) { - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * f.boxRaw[0], inCanvas2.height * f.boxRaw[1], inCanvas2.width * f.boxRaw[2], inCanvas2.height * f.boxRaw[3]); - else - rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]); - } - const labels2 = []; - labels2.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`); - if (f.genderConfidence) - labels2.push(`${f.gender || ""} ${Math.trunc(100 * f.genderConfidence)}% confident`); - if (f.age) - labels2.push(`age: ${f.age || ""}`); - if (f.iris) - labels2.push(`iris distance: ${f.iris}`); - if (f.emotion && f.emotion.length > 0) { - const emotion2 = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`); - labels2.push(emotion2.join(" ")); - } - if (f.rotation && f.rotation.angle && f.rotation.angle.roll) - labels2.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`); - if (labels2.length === 0) - labels2.push("face"); - ctx.fillStyle = drawOptions.color; - for (let i = labels2.length - 1; i >= 0; i--) { - const x = Math.max(f.box[0], 0); - const y = i * drawOptions.lineHeight + f.box[1]; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(labels2[i], x + 5, y + 16); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(labels2[i], x + 4, y + 15); - } - ctx.lineWidth = 1; - if (f.mesh && f.mesh.length > 0) { - if (drawOptions.drawPoints) { - for (const pt of f.mesh) - point(ctx, pt[0], pt[1], pt[2]); - } - if (drawOptions.drawPolygons) { - ctx.lineWidth = 1; - for (let i = 0; i < TRI468.length / 3; i++) { - const points = [ - TRI468[i * 3 + 0], - TRI468[i * 3 + 1], - TRI468[i * 3 + 2] - ].map((index) => f.mesh[index]); - lines(ctx, points); - } - if (f.annotations && f.annotations.leftEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - if (f.annotations && f.annotations.rightEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - } - } - } -} -var lastDrawnPose = []; -async function body2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - for (let i = 0; i < result.length; i++) { - if (!lastDrawnPose[i] && drawOptions.bufferedOutput) - lastDrawnPose[i] = {...result[i]}; - ctx.strokeStyle = drawOptions.color; - ctx.lineWidth = drawOptions.lineWidth; - if (drawOptions.drawPoints) { - for (let pt = 0; pt < result[i].keypoints.length; pt++) { - ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + 2 * result[i].keypoints[pt].position.z}, ${127.5 - 2 * result[i].keypoints[pt].position.z}, 255, 0.5)` : drawOptions.color; - if (drawOptions.bufferedOutput) { - lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2; - lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2; - point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]); - } else { - point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y); - } - } - } - if (drawOptions.drawLabels) { - ctx.font = drawOptions.font; - if (result[i].keypoints) { - for (const pt of result[i].keypoints) { - ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + 2 * pt.position.z}, ${127.5 - 2 * pt.position.z}, 255, 0.5)` : drawOptions.color; - ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4); - } - } - } - if (drawOptions.drawPolygons && result[i].keypoints) { - let part; - const points = []; - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - if (points.length === 4) - lines(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - } - } -} -async function hand2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText("hand", h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText("hand", h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - if (drawOptions.drawPoints) { - if (h.landmarks && h.landmarks.length > 0) { - for (const pt of h.landmarks) { - ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.5)` : drawOptions.color; - point(ctx, pt[0], pt[1]); - } - } - } - if (drawOptions.drawPolygons) { - const addPart = (part) => { - if (!part) - return; - for (let i = 0; i < part.length; i++) { - ctx.lineWidth = drawOptions.lineWidth; - ctx.beginPath(); - ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * part[i][2]}, ${127.5 - 2 * part[i][2]}, 255, 0.5)` : drawOptions.color; - ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]); - ctx.lineTo(part[i][0], part[i][1]); - ctx.stroke(); - } - }; - addPart(h.annotations.indexFinger); - addPart(h.annotations.middleFinger); - addPart(h.annotations.ringFinger); - addPart(h.annotations.pinky); - addPart(h.annotations.thumb); - } - } -} -async function object(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - const label = `${Math.round(100 * h.score)}% ${h.label}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - } -} -async function canvas(inCanvas2, outCanvas2) { - if (!inCanvas2 || !outCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement) || !(outCanvas2 instanceof HTMLCanvasElement)) - return; - const outCtx = inCanvas2.getContext("2d"); - outCtx == null ? void 0 : outCtx.drawImage(inCanvas2, 0, 0); -} -async function all4(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - face2(inCanvas2, result.face); - body2(inCanvas2, result.body); - hand2(inCanvas2, result.hand); - gesture(inCanvas2, result.gesture); - object(inCanvas2, result.object); -} - -// src/sample.ts -var face3 = ` + ${r}, and tensor's shape is: ${e.shape}`);let s=e.shape.slice(1),i=m2(s,n),o=r===0?0:e.size/r,l=z(()=>{let u=[];e=H(e,[1,r,o]);for(let h=0;h{switch(e.op){case"If":case"StatelessIf":{let r=k("thenBranch",e,t,n),a=k("elseBranch",e,t,n),s=k("cond",e,t,n),i=k("args",e,t,n);return(await s.data())[0]?n.functionMap[r].executeFunctionAsync(i,n.tensorArrayMap,n.tensorListMap):n.functionMap[a].executeFunctionAsync(i,n.tensorArrayMap,n.tensorListMap)}case"While":case"StatelessWhile":{let r=k("body",e,t,n),a=k("cond",e,t,n),s=k("args",e,t,n),i=await n.functionMap[a].executeFunctionAsync(s,n.tensorArrayMap,n.tensorListMap),o=s.map(u=>u.id),l=await i[0].data();i.forEach(u=>{!u.kept&&o.indexOf(u.id)===-1&&u.dispose()});let c=s;for(;l[0];){let u=c;c=await n.functionMap[r].executeFunctionAsync(c,n.tensorArrayMap,n.tensorListMap);let h=c.map(p=>p.id);u.forEach(p=>{!p.kept&&o.indexOf(p.id)===-1&&h.indexOf(p.id)===-1&&p.dispose()});let d=await 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r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n),i=k("includeBatchInIndex",e,t,n),{result:o,indexes:l}=xx(k("x",e,t,n),[s[1],s[2]],[r[1],r[2]],a,i);return[o,l]}case"AvgPool3D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[Jf(k("x",e,t,n),[s[1],s[2],s[3]],[r[1],r[2],r[3]],a)]}case"MaxPool3D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[dm(k("x",e,t,n),[s[1],s[2],s[3]],[r[1],r[2],r[3]],a)]}case"Dilation2D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("dilations",e,t,n),i=r[1],o=r[2],l=s[1],c=s[2];return[rm(k("x",e,t,n),k("filter",e,t,n),[i,o],a,[l,c],"NHWC")]}default:throw TypeError(`Node type ${e.op} is not implemented`)}},Hne=(e,t,n)=>{switch(e.op){case"Fill":{let r=k("shape",e,t,n),a=k("dtype",e,t,n),s=k("value",e,t,n);return[Gu(r,s,a)]}case"LinSpace":{let r=k("start",e,t,n),a=k("stop",e,t,n),s=k("num",e,t,n);return[dx(r,a,s)]}case"Multinomial":{let r=k("logits",e,t,n),a=k("numSamples",e,t,n),s=k("seed",e,t,n);return[wx(r,a,s)]}case"OneHot":{let r=k("indices",e,t,n),a=k("depth",e,t,n),s=k("onValue",e,t,n),i=k("offValue",e,t,n);return[rl(r,a,s,i)]}case"Ones":return[Or(k("shape",e,t,n),k("dtype",e,t,n))];case"OnesLike":return[Fn(k("x",e,t,n))];case"RandomUniform":return[Al(k("shape",e,t,n),k("minval",e,t,n),k("maxval",e,t,n),k("dtype",e,t,n))];case"Range":{let r=k("start",e,t,n),a=k("stop",e,t,n),s=k("step",e,t,n);return[Td(r,a,s,k("dtype",e,t,n))]}case"TruncatedNormal":{let r=k("shape",e,t,n),a=k("mean",e,t,n),s=k("stdDev",e,t,n),i=k("seed",e,t,n);return[Pd(r,a,s,k("dtype",e,t,n),i)]}case"Zeros":return[Ct(k("shape",e,t,n),k("dtype",e,t,n))];case"ZerosLike":return[je(k("x",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}};function A2(e,t,n){let r=k("boxes",e,t,n),a=k("scores",e,t,n),s=k("maxOutputSize",e,t,n),i=k("iouThreshold",e,t,n),o=k("scoreThreshold",e,t,n),l=k("softNmsSigma",e,t,n);return{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o,softNmsSigma:l}}var Gne=async(e,t,n)=>{switch(e.op){case"NonMaxSuppressionV5":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o,softNmsSigma:l}=A2(e,t,n),c=await ze.nonMaxSuppressionWithScoreAsync(r,a,s,i,o,l);return[c.selectedIndices,c.selectedScores]}case"NonMaxSuppressionV4":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o}=A2(e,t,n),l=k("padToMaxOutputSize",e,t,n),c=await ze.nonMaxSuppressionPaddedAsync(r,a,s,i,o,l);return[c.selectedIndices,c.validOutputs]}case"NonMaxSuppressionV3":case"NonMaxSuppressionV2":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o}=A2(e,t,n);return[await ze.nonMaxSuppressionAsync(r,a,s,i,o)]}case"Where":{let r=ye(k("condition",e,t,n),"bool"),a=[await Nm(r)];return 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r=k("image",e,t,n),a=k("boxes",e,t,n),s=k("boxInd",e,t,n),i=k("cropSize",e,t,n),o=k("method",e,t,n),l=k("extrapolationValue",e,t,n);return[ze.cropAndResize(r,a,s,i,o,l)]}default:throw TypeError(`Node type ${e.op} is not implemented`)}},Jne=(e,t,n)=>{switch(e.op){case"Equal":return[Fa(k("a",e,t,n),k("b",e,t,n))];case"NotEqual":return[di(k("a",e,t,n),k("b",e,t,n))];case"Greater":return[nr(k("a",e,t,n),k("b",e,t,n))];case"GreaterEqual":return[Da(k("a",e,t,n),k("b",e,t,n))];case"Less":return[bd(k("a",e,t,n),k("b",e,t,n))];case"LessEqual":return[ci(k("a",e,t,n),k("b",e,t,n))];case"LogicalAnd":return[rr(k("a",e,t,n),k("b",e,t,n))];case"LogicalNot":return[Xu(k("a",e,t,n))];case"LogicalOr":return[Id(k("a",e,t,n),k("b",e,t,n))];case"Select":case"SelectV2":return[_n(k("condition",e,t,n),k("a",e,t,n),k("b",e,t,n))];default:throw TypeError(`Node type ${e.op} is not 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c}processChildNodes(e,t,n,r,a,s){e.children.forEach(i=>{let[o]=ha(i.name,n);a[o]||!s.has(i.name)||(i.op==="Merge"?i.inputNames.some(l=>!!Cn(l,r,n))&&(a[o]=!0,t.push({contexts:n.currentContext,node:i})):i.inputNames.every(l=>!!Cn(l,r,n))&&(a[o]=!0,t.push({contexts:n.currentContext,node:i})))})}dispose(){Object.keys(this.weightMap).forEach(e=>this.weightMap[e].forEach(t=>t.dispose()))}checkInputShapeAndType(e){Object.keys(e).forEach(t=>{let n=e[t],[r]=Ln(t),a=this.graph.nodes[r];if(a.attrParams.shape&&a.attrParams.shape.value){let s=a.attrParams.shape.value,i=s.length===n.shape.length&&n.shape.every((o,l)=>s[l]===-1||s[l]===o);v.assert(i,()=>`The shape of dict['${a.name}'] provided in model.execute(dict) must be [${s}], but was [${n.shape}]`)}a.attrParams.dtype&&a.attrParams.dtype.value&&v.assert(n.dtype===a.attrParams.dtype.value,()=>`The dtype of dict['${a.name}'] provided in model.execute(dict) must be ${a.attrParams.dtype.value}, but was ${n.dtype}`)})}mapInputs(e){let t={};for(let n in e)if(this._signature!=null&&this._signature.inputs!=null&&this._signature.inputs[n]!=null){let r=this._signature.inputs[n];t[r.name]=e[n]}else t[n]=e[n];return t}checkInputs(e){let t=Object.keys(e).filter(n=>{let[r]=Ln(n);return this.graph.nodes[r]==null});if(t.length>0)throw new Error(`The dict provided in model.execute(dict) has keys: [${t}] that are not part of graph`)}mapOutputs(e){return e.map(t=>this._signature!=null&&this._signature.outputs!=null&&this._signature.outputs[t]!=null?this._signature.outputs[t].name:t,{})}checkOutputs(e){e.forEach(t=>{let[n]=Ln(t);if(!this.graph.nodes[n])throw new Error(`The output '${t}' is not found in the graph`)})}},hre=class{constructor(e={},t={}){this.hashTableNameToHandle=e,this.hashTableMap=t}addHashTable(e,t){this.hashTableNameToHandle[e]=t.handle,this.hashTableMap[t.id]=t}getHashTableHandleByName(e){return this.hashTableNameToHandle[e]}getHashTableById(e){return this.hashTableMap[e]}dispose(){for(let e in 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qt{constructor(e){super();this.upstream=e,this.lastRead=Promise.resolve({value:null,done:!1})}summary(){return`${this.upstream.summary()} -> Serial`}async next(){return this.lastRead=this.lastRead.then(()=>this.serialNext()),this.lastRead}async serialNext(){return this.upstream.next()}},zre=class extends qt{constructor(e,t){super();this.upstream=e,this.maxCount=t,this.count=0,this.lastRead=Promise.resolve({value:null,done:!1})}summary(){return`${this.upstream.summary()} -> Skip`}async next(){return this.lastRead=this.lastRead.then(()=>this.serialNext()),this.lastRead}async serialNext(){for(;this.count++ Take`}async next(){return this.count++>=this.maxCount?{value:null,done:!0}:this.upstream.next()}},Lre=class extends qt{constructor(e,t,n=!0){super();this.upstream=e,this.batchSize=t,this.enableSmallLastBatch=n,this.lastRead=Promise.resolve({value:null,done:!1})}summary(){return`${this.upstream.summary()} -> RowMajorBatch`}async next(){return 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qt{constructor(e,t){super();this.upstream=e,this.handler=t,this.count=0,this.lastRead=Promise.resolve({value:null,done:!1})}summary(){return`${this.upstream.summary()} -> handleErrors`}async next(){return this.lastRead=this.lastRead.then(()=>this.serialNext()),this.lastRead}async serialNext(){for(;;)try{return await this.upstream.next()}catch(e){if(!this.handler(e))return{value:null,done:!0}}}},u6=class extends qt{constructor(e,t){super();this.upstream=e,this.transform=t}summary(){return`${this.upstream.summary()} -> AsyncMap`}async next(){let e=await this.upstream.next();if(e.done)return{value:null,done:!0};let t=mr.getTensorsInContainer(e.value),n=await this.transform(e.value),r=mr.getTensorsInContainer(n);for(let a of t)mr.isTensorInList(a,r)||a.dispose();return{value:n,done:!1}}},w2=class extends qt{constructor(){super();this.outputQueue=new g2,this.lastRead=Promise.resolve({value:null,done:!1})}async next(){return 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Please provide 'user' or 'environment'`);try{this.stream=await navigator.mediaDevices.getUserMedia({video:{deviceId:this.webcamConfig.deviceId,facingMode:this.webcamConfig.facingMode?this.webcamConfig.facingMode:"user",width:this.webcamVideoElement.width,height:this.webcamVideoElement.height}})}catch(e){throw e.message=`Error thrown while initializing video stream: ${e.message}`,e}if(!this.stream)throw new Error("Could not obtain video from webcam.");try{this.webcamVideoElement.srcObject=this.stream}catch(e){console.log(e),this.webcamVideoElement.src=window.URL.createObjectURL(this.stream)}return this.webcamVideoElement.play(),this.isClosed=!1,new Promise(e=>{this.webcamVideoElement.onloadedmetadata=()=>{e()}})}async next(){if(this.isClosed)return{value:null,done:!0};let e;try{e=al.fromPixels(this.webcamVideoElement)}catch(t){throw new Error(`Error thrown converting video to pixels: ${JSON.stringify(t)}`)}if(this.resize)try{return{value:this.cropAndResizeFrame(e),done:!1}}catch(t){throw new Error(`Error thrown cropping the video: ${t.message}`)}finally{e.dispose()}else return{value:e,done:!1}}needToResize(){return!!(this.webcamConfig.resizeWidth&&this.webcamConfig.resizeHeight&&(this.webcamVideoElement.width!==this.webcamConfig.resizeWidth||this.webcamVideoElement.height!==this.webcamConfig.resizeHeight))}cropAndResizeFrame(e){return z(()=>{let t=Yt(ye(e,"float32"),0),n;n=ze.cropAndResize(t,this.cropBox,this.cropBoxInd,this.cropSize,"bilinear");let r=n.shape;return H(n,r.slice(1))})}async capture(){return(await this.next()).value}stop(){this.stream.getTracks().forEach(e=>e.stop());try{this.webcamVideoElement.srcObject=null}catch(e){console.log(e),this.webcamVideoElement.src=null}this.isClosed=!0}toArray(){throw new Error("Can not convert infinite video stream to array.")}},m6=class{},A6=class extends qt{split(e){return new qre(this,e)}},qre=class extends A6{constructor(e,t){super();this.upstream=e,this.impl=new Xre(e,t)}summary(){return this.impl.summary()}async next(){return this.impl.next()}},Xre=class extends w2{constructor(e,t){super();this.upstream=e,this.separator=t,this.carryover=""}summary(){return`${this.upstream.summary()} -> Split('${this.separator}')`}async pump(){let e=await this.upstream.next();if(e.done)return this.carryover===""?!1:(this.outputQueue.push(this.carryover),this.carryover="",!0);let t=e.value.split(this.separator);t[0]=this.carryover+t[0];for(let n of t.slice(0,-1))this.outputQueue.push(n);return this.carryover=t[t.length-1],!0}},Zre=class extends qt{decodeUTF8(){return new Kre(this)}},Kre=class extends A6{constructor(e){super();this.upstream=e,this.impl=new Yre(e)}summary(){return this.impl.summary()}async next(){return this.impl.next()}},Yre=class extends w2{constructor(e){super();if(this.upstream=e,J().get("IS_BROWSER"))this.decoder=new TextDecoder("utf-8");else{let{StringDecoder:t}=O8();this.decoder=new t("utf8")}}summary(){return`${this.upstream.summary()} -> Utf8`}async pump(){let e=await this.upstream.next(),t;if(e.done)return!1;t=e.value;let n;return J().get("IS_BROWSER")?n=this.decoder.decode(t,{stream:!0}):n=this.decoder.write(Buffer.from(t.buffer)),this.outputQueue.push(n),!0}},y6=class extends Zre{constructor(e,t={}){super();this.file=e,this.options=t,v.assert(e instanceof Uint8Array||(J().get("IS_BROWSER")?e instanceof File||e instanceof Blob:!1),()=>"FileChunkIterator only supports File, Blob and Uint8Array right now."),this.offset=t.offset||0,this.chunkSize=t.chunkSize||1024*1024}summary(){return`FileChunks ${this.file}`}async next(){return this.offset>=(this.file instanceof Uint8Array?this.file.byteLength:this.file.size)?{value:null,done:!0}:{value:await new Promise((e,t)=>{let n=this.offset+this.chunkSize;if(this.file instanceof Uint8Array)e(new Uint8Array(this.file.slice(this.offset,n)));else{let r=new FileReader;r.onload=s=>{let i=r.result;if(i instanceof 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H2={};pr(H2,{MediaPipeFaceMesh:()=>G2,load:()=>q2,triangulation:()=>R6,uvmap:()=>M6});var _6=6;function aae(e){let t={strides:[e/16,e/8],anchors:[2,6]},n=[];for(let r=0;r({startEndTensor:e,startPoint:Ee(e,[0,0],[-1,2]),endPoint:Ee(e,[0,2],[-1,2])});function iae(e,t,n){let r=Ee(e,[0,1],[-1,2]),a=se(r,t),s=Ee(e,[0,3],[-1,2]),i=me(s,n),o=me(a,n),l=me(i,2),c=Ae(o,l),u=se(o,l),h=P(c,n),d=P(u,n);return ul([h,d],1)}var v6=class{constructor(t,n){this.model=t,this.anchorsData=aae(t.inputs[0].shape[1]),this.anchors=kn(this.anchorsData),this.inputSize=t.inputs[0].shape[2],this.config=n}async getBoundingBoxes(t){if(!t||t.isDisposedInternal||t.shape.length!==4||t.shape[1]<1||t.shape[2]<1)return null;let[n,r,a]=z(()=>{let d=t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),p=this.model.predict(d),f;if(Array.isArray(p)){let g=p.sort((x,N)=>x.size-N.size),w=rt([g[0],g[2]],2),b=rt([g[1],g[3]],2);f=rt([b,w],1).squeeze(0)}else f=p.squeeze();let 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a.boxes)this.storedBoxes.push({startPoint:i.box.startPoint.dataSync(),endPoint:i.box.endPoint.dataSync(),landmarks:i.landmarks,confidence:i.confidence});this.storedBoxes.length>0&&(r=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),r){if(!a||!a.boxes||a.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let i=0;i{i.box.startPoint.dispose(),i.box.endPoint.dispose(),i.landmarks.dispose()});let s=z(()=>this.storedBoxes.map((i,o)=>{let l=i.confidence,c,u=0,h;if(n.face.detector.rotation&&n.face.mesh.enabled&&fr.flags.IS_BROWSER){let[_,x]=i.landmarks.length>=I0.count?I0.symmetryLine:E6.symmetryLine;u=W2(i.landmarks[_],i.landmarks[x]);let N=Hl({startPoint:i.startPoint,endPoint:i.endPoint}),T=[N[0]/t.shape[2],N[1]/t.shape[1]],C=ze.rotateWithOffset(t,u,0,T);h=k0(-u,N),n.face.mesh.enabled?c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.meshSize,this.meshSize]).div(255):c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.boxSize,this.boxSize]).div(255)}else{h=v0;let _=t.clone();n.face.mesh.enabled?c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},_,[this.meshSize,this.meshSize]).div(255):c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},_,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:i,faceConfidence:null,boxConfidence:l,confidence:i.confidence,image:c};let[,d,p]=this.meshDetector.predict(c),f=d.dataSync()[0];if(f=I0.count?I0.symmetryLine:E6.symmetryLine;u=W2(i.landmarks[_],i.landmarks[x]);let N=Hl({startPoint:i.startPoint,endPoint:i.endPoint}),T=[N[0]/t.shape[2],N[1]/t.shape[1]],C=ze.rotateWithOffset(t,u,0,T);h=k0(-u,N),c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.meshSize,this.meshSize]).div(255)}let w={coords:g,box:i,faceConfidence:f,boxConfidence:l,image:c,rawCoords:A},b=_0(i);return this.storedBoxes[o]={...b,landmarks:y,confidence:i.confidence,faceConfidence:f},w}));return s=s.filter(i=>i!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(i=>i.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=s.length,s}calculateLandmarksBoundingBox(t){let n=t.map(i=>i[0]),r=t.map(i=>i[1]),a=[Math.min(...n),Math.min(...r)],s=[Math.max(...n),Math.max(...r)];return{startPoint:a,endPoint:s,landmarks:t}}};var G2=class{constructor(t,n,r,a){this.facePipeline=new j2(t,n,r),this.config=a}async estimateFaces(t,n){let r=await this.facePipeline.predict(t,n),a=[];for(let s of r||[]){if(s.isDisposedInternal)continue;let i=s.coords?s.coords.arraySync():[],o=i.map(h=>[h[0]/t.shape[2],h[1]/t.shape[1],h[2]/this.facePipeline.meshSize]),l={};if(i&&i.length>0)for(let h of Object.keys(Xr))l[h]=Xr[h].map(d=>i[d]);let c=s.box?[Math.max(0,s.box.startPoint[0]),Math.max(0,s.box.startPoint[1]),Math.min(t.shape[2],s.box.endPoint[0])-Math.max(0,s.box.startPoint[0]),Math.min(t.shape[1],s.box.endPoint[1])-Math.max(0,s.box.startPoint[1])]:0,u=s.box?[s.box.startPoint[0]/t.shape[2],s.box.startPoint[1]/t.shape[1],(s.box.endPoint[0]-s.box.startPoint[0])/t.shape[2],(s.box.endPoint[1]-s.box.startPoint[1])/t.shape[1]]:[];a.push({confidence:s.faceConfidence||s.boxConfidence||0,boxConfidence:s.boxConfidence,faceConfidence:s.faceConfidence,box:c,boxRaw:u,mesh:i,meshRaw:o,annotations:l,image:s.image?s.image.clone():null}),s.coords&&s.coords.dispose(),s.image&&s.image.dispose()}return a}},Fi=[null,null,null];async function q2(e){Fi=await Promise.all([!Fi[0]&&e.face.enabled?k6(e):null,!Fi[1]&&e.face.mesh.enabled?ct(e.face.mesh.modelPath,{fromTFHub:e.face.mesh.modelPath.includes("tfhub.dev")}):null,!Fi[2]&&e.face.iris.enabled?ct(e.face.iris.modelPath,{fromTFHub:e.face.iris.modelPath.includes("tfhub.dev")}):null]);let t=new G2(Fi[0],Fi[1],Fi[2],e);return e.face.mesh.enabled&&e.debug&&Ne(`load model: ${e.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),e.face.iris.enabled&&e.debug&&Ne(`load model: ${e.face.iris.modelPath.match(/\/(.*)\./)[1]}`),t}var R6=Mi,M6=Uc;var rg={};pr(rg,{PoseNet:()=>ag,load:()=>sg});function dae(e){let[t,n,r,a]=e;return{offsets:t,heatmap:n,displacementFwd:r,displacementBwd:a}}var X2=class{constructor(t){this.model=t}predict(t){return z(()=>{let r=t.toFloat().div(127.5).sub(1).expandDims(0),s=this.model.predict(r).map(o=>o.squeeze([0])),i=dae(s);return{heatmapScores:i.heatmap.sigmoid(),offsets:i.offsets,displacementFwd:i.displacementFwd,displacementBwd:i.displacementBwd}})}dispose(){this.model.dispose()}};function K2(e){return Math.floor(e/2)}var Z2=class{constructor(t,n){this.priorityQueue=new Array(t),this.numberOfElements=-1,this.getElementValue=n}enqueue(t){this.priorityQueue[++this.numberOfElements]=t,this.swim(this.numberOfElements)}dequeue(){let t=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,t}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(t){for(;t>0&&this.less(K2(t),t);)this.exchange(t,K2(t)),t=K2(t)}sink(t){for(;2*t<=this.numberOfElements;){let n=2*t;if(nt){l=!1;break}if(!l)break}return l}function F6(e,t,n){let[r,a,s]=n.shape,i=new Z2(r*a*s,({score:o})=>o);for(let o=0;o(e[t]=n,e),{}),fae=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],whe=fae.map(([e,t])=>[jc[e],jc[t]]),$6=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function Y2(e,t,n,r){return{y:r.get(e,t,n),x:r.get(e,t,n+Zl)}}function S0(e,t,n){let{heatmapY:r,heatmapX:a,id:s}=e,{y:i,x:o}=Y2(r,a,s,n);return{x:e.heatmapX*t+o,y:e.heatmapY*t+i}}function J2(e,t,n){return en?n:e}function D6(e,t,n,r){let a=n-e,s=r-t;return a*a+s*s}function Q2(e,t){return{x:e.x+t.x,y:e.y+t.y}}function O6(e,t){let n=t.shape[0],r=new Float32Array(n);for(let a=0;ae.toTensor().mul(ge(t,"int32")).toFloat().add(Aae(e,n)))}function yae(e,t){return z(()=>{let n=e.div(ge(t,"int32"));return e.sub(n.mul(ge(t,"int32")))})}function P6(e){let[t,n,r]=e.shape;return z(()=>{let s=e.reshape([t*n,r]).argMax(0),i=s.div(ge(n,"int32")).expandDims(1),o=yae(s,n).expandDims(1);return rt([i,o],1)})}var L6=$6.map(([e,t])=>[jc[e],jc[t]]),eg=L6.map(([,e])=>e),W6=L6.map(([e])=>e),gae=16;function xae(e,t,n){let r=n.shape[2]/2;return{y:n.get(t.y,t.x,e),x:n.get(t.y,t.x,r+e)}}function tg(e,t,n,r){return{y:J2(Math.round(e.y/t),0,n-1),x:J2(Math.round(e.x/t),0,r-1)}}function B6(e,t,n,r,a,s,i,o=2){let[l,c]=r.shape,u=tg(t.position,s,l,c),h=xae(e,u,i),p=Q2(t.position,h);for(let A=0;A=0;--d){let p=eg[d],f=W6[d];l[p]&&!l[f]&&(l[f]=B6(d,l[p],f,t,n,r,s))}for(let d=0;d(r+=f,{position:{y:u.get(m,0),x:u.get(m,1)},part:Kl[m],score:f})),p=d.filter(f=>f.score>n);return a.dispose(),c.dispose(),{keypoints:p,score:r/d.length}}var wae=1,j6=16;function H6(e,t,{x:n,y:r},a){return e.some(({keypoints:s})=>{let i=s[a].position;return D6(r,n,i.y,i.x)<=t})}function bae(e,t,n){return n.reduce((a,{position:s,score:i},o)=>(H6(e,t,s,o)||(a+=i),a),0)/n.length}function G6(e,t,n,r,a,s,i){let o=[],l=F6(i,wae,e),c=a^2;for(;o.lengthi&&o.push({keypoints:d,score:p})}return o}async function q6(e){return Promise.all(e.map(t=>t.buffer()))}function _ae(e,t,n){return{score:e.score,keypoints:e.keypoints.map(({score:r,part:a,position:s})=>({score:r,part:a,position:{x:Math.trunc(s.x*n),y:Math.trunc(s.y*t)}}))}}function X6(e,[t,n]){let r=e.squeeze(0),a=r.resizeBilinear([t,n]);return r.dispose(),a}function ng(e,[t,n],[r,a]){return e.map(i=>_ae(i,t/r,n/a))}async function vae(e,t,n,r){return new Promise(async a=>{let s=await q6([t.heatmapScores,t.offsets,t.displacementFwd,t.displacementBwd]),i=s[0],o=s[1],l=s[2],c=s[3],u=await G6(i,o,l,c,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),h=ng(u,[e.shape[1],e.shape[2]],[r,r]);a(h)})}async function kae(e,t,n,r){return new Promise(async a=>{let s=await U6(t.heatmapScores,t.offsets,n.body.scoreThreshold),i=ng([s],[e.shape[1],e.shape[2]],[r,r]);a(i)})}var ag=class{constructor(t){this.baseModel=t,this.inputSize=t.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(t,n){let r=X6(t,[this.inputSize,this.inputSize]),a=this.baseModel.predict(r,n),s=n.body.maxDetections<2?await kae(t,a,n,this.inputSize):await vae(t,a,n,this.inputSize);return a.heatmapScores.dispose(),a.offsets.dispose(),a.displacementFwd.dispose(),a.displacementBwd.dispose(),r.dispose(),s}dispose(){this.baseModel.dispose()}};async function sg(e){let t=await ct(e.body.modelPath),n=new X2(t);return e.debug&&Ne(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`),new ag(n)}var cg={};pr(cg,{HandPose:()=>dg,load:()=>pg});function T0(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function Hc(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function K6(e,t,n){let r=t.shape[1],a=t.shape[2],s=[[e.startPoint[1]/r,e.startPoint[0]/a,e.endPoint[1]/r,e.endPoint[0]/a]];return ze.cropAndResize(t,s,[0],n)}function Z6(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],r=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]],a=e.palmLandmarks.map(s=>[s[0]*t[0],s[1]*t[1]]);return{startPoint:n,endPoint:r,palmLandmarks:a,confidence:e.confidence}}function C0(e,t=1.5){let n=Hc(e),r=T0(e),a=[t*r[0]/2,t*r[1]/2],s=[n[0]-a[0],n[1]-a[1]],i=[n[0]+a[0],n[1]+a[1]];return{startPoint:s,endPoint:i,palmLandmarks:e.palmLandmarks}}function E0(e){let t=Hc(e),n=T0(e),a=Math.max(...n)/2,s=[t[0]-a,t[1]-a],i=[t[0]+a,t[1]+a];return{startPoint:s,endPoint:i,palmLandmarks:e.palmLandmarks}}var ig=class{constructor(t,n,r){this.model=t,this.anchors=r.map(a=>[a.x_center,a.y_center]),this.anchorsTensor=kn(this.anchors),this.inputSize=n,this.inputSizeTensor=sn([n,n]),this.doubleInputSizeTensor=sn([n*2,n*2])}normalizeBoxes(t){return z(()=>{let n=Ee(t,[0,0],[-1,2]),r=Ee(t,[0,2],[-1,2]),a=se(me(n,this.inputSizeTensor),this.anchorsTensor),s=me(r,this.doubleInputSizeTensor),i=P(Ae(a,s),this.inputSizeTensor),o=P(se(a,s),this.inputSizeTensor);return ul([i,o],1)})}normalizeLandmarks(t,n){return z(()=>{let r=se(me(t.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return P(r,this.inputSizeTensor)})}async getBoxes(t,n){let r=this.model.predict(t),a=r.squeeze();r.dispose();let s=z(()=>Rn(Ee(a,[0,0],[-1,1])).squeeze()),i=s.dataSync(),o=Ee(a,[0,1],[-1,4]),l=this.normalizeBoxes(o);o.dispose();let c=await ze.nonMaxSuppressionAsync(l,i,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),u=c.arraySync();s.dispose(),c.dispose();let h=[];for(let d of u)if(i[d]>=n.hand.minConfidence){let p=Ee(l,[d,0],[1,-1]),f=Ee(a,[d,5],[1,14]),m=z(()=>this.normalizeLandmarks(f,d).reshape([-1,2]));f.dispose(),h.push({box:p,palmLandmarks:m,confidence:i[d]})}return a.dispose(),l.dispose(),h}async estimateHandBounds(t,n){let r=t.shape[1],a=t.shape[2],s=z(()=>t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),i=await this.getBoxes(s,n);s.dispose();let o=[];if(!i||i.length===0)return o;for(let l of i){let c=l.box.dataSync(),u=c.slice(0,2),h=c.slice(2,4),d=l.palmLandmarks.arraySync();l.box.dispose(),l.palmLandmarks.dispose(),o.push(Z6({startPoint:u,endPoint:h,palmLandmarks:d,confidence:l.confidence},[a/this.inputSize,r/this.inputSize]))}return o}};function Iae(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function Y6(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return Iae(n)}var J6=(e,t)=>[[1,0,e],[0,1,t],[0,0,1]];function Ja(e,t){let n=0;for(let r=0;rlg([...s,1],n)),a=this.calculateLandmarksBoundingBox(r);return C0(E0(a),Sae)}getBoxForHandLandmarks(t){let n=this.calculateLandmarksBoundingBox(t),r=C0(E0(n),t4);r.palmLandmarks=[];for(let a=0;a[i[0]*(p[0]-this.inputSize/2),i[1]*(p[1]-this.inputSize/2),i[2]*p[2]]),l=og(r,[0,0]),c=o.map(p=>[...lg(p,l),p[2]]),u=e4(a),h=[...Hc(n),1],d=[Ja(h,u[0]),Ja(h,u[1])];return c.map(p=>[p[0]+d[0],p[1]+d[1],p[2]])}async estimateHands(t,n){let r=!1,a;(this.skipped===0||this.skipped>n.hand.skipFrames||!n.hand.landmarks||!n.videoOptimized)&&(a=await this.handDetector.estimateHandBounds(t,n),this.skipped=0),n.videoOptimized&&this.skipped++,a&&a.length>0&&(a.length!==this.detectedHands&&this.detectedHands!==n.hand.maxHands||!n.hand.landmarks)&&(this.detectedHands=0,this.storedBoxes=[...a],this.storedBoxes.length>0&&(r=!0));let s=[];n.hand.skipInitial&&this.detectedHands===0&&(this.skipped=0);for(let i=0;i=n.hand.minConfidence){let w=H(y,[-1,3]),b=w.arraySync();y.dispose(),w.dispose();let _=this.transformRawCoords(b,p,l,d),x=this.getBoxForHandLandmarks(_);this.storedBoxes[i]=x;let N={landmarks:_,confidence:g,box:{topLeft:x.startPoint,bottomRight:x.endPoint}};s.push(N)}else this.storedBoxes[i]=null;y.dispose()}else{let l=C0(E0(o),t4),c={confidence:o.confidence,box:{topLeft:l.startPoint,bottomRight:l.endPoint}};s.push(c)}}return this.storedBoxes=this.storedBoxes.filter(i=>i!==null),this.detectedHands=s.length,s}calculateLandmarksBoundingBox(t){let n=t.map(i=>i[0]),r=t.map(i=>i[1]),a=[Math.min(...n),Math.min(...r)],s=[Math.max(...n),Math.max(...r)];return{startPoint:a,endPoint:s}}};var 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a4=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],s4=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var cr;async function mg(e){return cr||(cr=await ct(e.body.modelPath),cr.width=parseInt(cr.signature.inputs["input_1:0"].tensorShape.dim[2].size),cr.height=parseInt(cr.signature.inputs["input_1:0"].tensorShape.dim[1].size),e.debug&&Ne(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`)),cr}async function Ag(e,t){if(!cr||!t.body.enabled)return null;let n={width:e.shape[2],height:e.shape[1]},r=ze.resizeBilinear(e,[cr.width,cr.height],!1),a=me(r,[255]);r.dispose();let s;if(t.profile){let c=await an(()=>cr.predict(a));s=c.result.find(u=>u.size===195||u.size===155).dataSync(),c.result.forEach(u=>u.dispose()),fn("blazepose",c)}else{let c=await cr.predict(a);s=c.find(u=>u.size===195||u.size===155).dataSync(),c.forEach(u=>u.dispose())}a.dispose();let i=[],o=s.length===195?a4:s4,l=5;for(let c=0;c{let a=(o,l)=>Ae(o,P(me(o,ge(l,"int32")),ge(l,"int32"))),s=H(e,[r*n]),i=vn(s,0).dataSync()[0];if(i>t){let o=ii(s,0),l=a(o,n).dataSync()[0],c=me(o,ge(n,"int32")).dataSync()[0];return[l,c,i]}return[0,0,i]})}async function gg(e,t){return 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s=Math.abs(r.annotations.rightEyeIris[3][0]-r.annotations.rightEyeIris[1][0])/2,i=Math.abs(r.annotations.rightEyeIris[4][1]-r.annotations.rightEyeIris[2][1])/2;n.ellipse(r.annotations.rightEyeIris[0][0],r.annotations.rightEyeIris[0][1],s,i,0,0,2*Math.PI),n.stroke(),ie.fillPolygons&&(n.fillStyle=ie.useDepth?"rgba(255, 255, 200, 0.3)":ie.color,n.fill())}}}}}var Qa=[];async function p4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round";for(let r=0;ri.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),s.length===4&&Ig(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="leftHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftKnee"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftAnkle"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftHeel"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftFoot"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightKnee"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightAnkle"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightHeel"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightFoot"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftElbow"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftWrist"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftPalm"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightElbow"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightWrist"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightPalm"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s)}}}}async function f4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round",n.font=ie.font;for(let r of t){if(ie.drawBoxes&&(n.strokeStyle=ie.color,n.fillStyle=ie.color,ie.useRawBoxes?Yl(n,e.width*r.boxRaw[0],e.height*r.boxRaw[1],e.width*r.boxRaw[2],e.height*r.boxRaw[3]):Yl(n,r.box[0],r.box[1],r.box[2],r.box[3]),ie.drawLabels&&(ie.shadowColor&&ie.shadowColor!==""&&(n.fillStyle=ie.shadowColor,n.fillText("hand",r.box[0]+3,1+r.box[1]+ie.lineHeight,r.box[2])),n.fillStyle=ie.labelColor,n.fillText("hand",r.box[0]+2,0+r.box[1]+ie.lineHeight,r.box[2])),n.stroke()),ie.drawPoints&&r.landmarks&&r.landmarks.length>0)for(let a of r.landmarks)n.fillStyle=ie.useDepth?`rgba(${127.5+2*a[2]}, ${127.5-2*a[2]}, 255, 0.5)`:ie.color,z0(n,a[0],a[1]);if(ie.drawPolygons){let a=s=>{if(!!s)for(let i=0;i0?i-1:0][0],s[i>0?i-1:0][1]),n.lineTo(s[i][0],s[i][1]),n.stroke()};a(r.annotations.indexFinger),a(r.annotations.middleFinger),a(r.annotations.ringFinger),a(r.annotations.pinky),a(r.annotations.thumb)}}}}async function m4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round",n.font=ie.font;for(let r of t)if(ie.drawBoxes){if(n.strokeStyle=ie.color,n.fillStyle=ie.color,ie.useRawBoxes?Yl(n,e.width*r.boxRaw[0],e.height*r.boxRaw[1],e.width*r.boxRaw[2],e.height*r.boxRaw[3]):Yl(n,r.box[0],r.box[1],r.box[2],r.box[3]),ie.drawLabels){let a=`${Math.round(100*r.score)}% ${r.label}`;ie.shadowColor&&ie.shadowColor!==""&&(n.fillStyle=ie.shadowColor,n.fillText(a,r.box[0]+3,1+r.box[1]+ie.lineHeight,r.box[2])),n.fillStyle=ie.labelColor,n.fillText(a,r.box[0]+2,0+r.box[1]+ie.lineHeight,r.box[2])}n.stroke()}}}async function $ae(e,t){if(!e||!t||!(e instanceof HTMLCanvasElement)||!(t instanceof HTMLCanvasElement))return;let n=e.getContext("2d");n==null||n.drawImage(e,0,0)}async function Dae(e,t){!t||!e||e instanceof HTMLCanvasElement&&(d4(e,t.face),p4(e,t.body),f4(e,t.hand),h4(e,t.gesture),m4(e,t.object))}var P0=` /9j/4AAQSkZJRgABAQEAYABgAAD/4QBoRXhpZgAATU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUA AAABAAAARgEoAAMAAAABAAIAAAExAAIAAAARAAAATgAAAAAAAABgAAAAAQAAAGAAAAABcGFpbnQu bmV0IDQuMi4xMwAA/9sAQwAGBAUGBQQGBgUGBwcGCAoQCgoJCQoUDg8MEBcUGBgXFBYWGh0lHxob @@ -99697,8 +4321,7 @@ PQ4GJ+ashuK0MhWaoWcA0AaOmASMK7jRNPWYBmHyiuepO2x10qfcv6vYxCzYqoGK4HVYVTJrmb5l c6oaM5TUJ8EgGsG4kLNUHT0M64OaqMMikSRsuKbnFMRLG3zVehOaGNE445NNlnVFpDMu6uie9Vo1 8z5mOAOST2pDK91cNN+5tsrH3PrW54a06KxT7fdrlh/q1Pc+tJ6IUdZGvHPLezMcnBOWbsPap5r3 ylFtbdT1xUWNWzU0/Zbwlgfmx8zGsHWtRHmMqE59aAMyNifvHPc1f0gtPdqkY5JosJHeNci2tktY -euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`; -var body3 = ` +euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`,L0=` /9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAsICAoIBwsKCQoNDAsNERwSEQ8PESIZGhQcKSQrKigk JyctMkA3LTA9MCcnOEw5PUNFSElIKzZPVU5GVEBHSEX/2wBDAQwNDREPESESEiFFLicuRUVFRUVF RUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUX/wAARCASwBLADASIA @@ -100266,446 +4889,179 @@ AAAAAAJAAAAAAAAAAAAAABAJEAAAAAAAAAAAAAAAIEoBKAAAAAAAAAAAAAAABAlAAAAAAAIAAAAA BAkBAkBAkBAlACEgMZjdjbFW8bWrEx8YWANb6Fp+bfwab+vLDKMFK9qxH5L0bAr8OPRPKz2AY7J2 SbAjYZAI2E7AIEgIEgIEgMdkSy2NgY7MdlmyNoBXsxmFuyNgVTVjNV3KjlBRNTlXTVHKCrlIqt5T lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/ -2Q==`; - -// package.json -var version14 = "1.2.5"; - -// src/human.ts -var _numTensors, _analyzeMemoryLeaks, _checkSanity, _firstRun, _sanity, _checkBackend, _warmupBitmap, _warmupCanvas, _warmupNode; -var Human = class { - constructor(userConfig = {}) { - _numTensors.set(this, void 0); - _analyzeMemoryLeaks.set(this, void 0); - _checkSanity.set(this, void 0); - _firstRun.set(this, void 0); - this.analyze = (...msg) => { - if (!__privateGet(this, _analyzeMemoryLeaks)) - return; - const current = this.tf.engine().state.numTensors; - const previous = __privateGet(this, _numTensors); - __privateSet(this, _numTensors, current); - const leaked = current - previous; - if (leaked !== 0) - log(...msg, leaked); - }; - _sanity.set(this, (input2) => { - if (!__privateGet(this, _checkSanity)) - return null; - if (!input2) - return "input is not defined"; - if (this.tf.ENV.flags.IS_NODE && !(input2 instanceof Tensor)) - return "input must be a tensor"; - try { - this.tf.getBackend(); - } catch (e) { - return "backend not loaded"; - } - return null; - }); - _checkBackend.set(this, async (force = false) => { - if (this.config.backend && this.config.backend !== "" && force || this.tf.getBackend() !== this.config.backend) { - const timeStamp = now(); - this.state = "backend"; - if (this.config.backend && this.config.backend !== "") { - if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === "tensorflow") - this.config.backend = "webgl"; - if (this.tf.ENV.flags.IS_NODE && (this.config.backend === "webgl" || this.config.backend === "wasm")) - this.config.backend = "tensorflow"; - if (this.config.debug) - log("setting backend:", this.config.backend); - if (this.config.backend === "wasm") { - if (this.config.debug) - log("wasm path:", this.config.wasmPath); - this.tf.setWasmPaths(this.config.wasmPath); - const simd = await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"); - const mt = await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT"); - if (this.config.debug) - log(`wasm execution: ${simd ? "SIMD" : "no SIMD"} ${mt ? "multithreaded" : "singlethreaded"}`); - if (!simd) - log("warning: wasm simd support is not enabled"); - } - if (this.config.backend === "humangl") - register(); - try { - await this.tf.setBackend(this.config.backend); - } catch (err) { - log("error: cannot set backend:", this.config.backend, err); - } - } - this.tf.enableProdMode(); - if (this.tf.getBackend() === "webgl" || this.tf.getBackend() === "humangl") { - this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS", false); - this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV", true); - if (this.config.deallocate) { - log("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:", this.config.deallocate); - this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD", this.config.deallocate ? 0 : -1); - } - const gl = await this.tf.backend().getGPGPUContext().gl; - if (this.config.debug) - log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`); - } - await this.tf.ready(); - this.perf.backend = Math.trunc(now() - timeStamp); - } - }); - _warmupBitmap.set(this, async () => { - const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); - let blob; - let res; - switch (this.config.warmup) { - case "face": - blob = await b64toBlob(face3); - break; - case "full": - blob = await b64toBlob(body3); - break; - default: - blob = null; - } - if (blob) { - const bitmap = await createImageBitmap(blob); - res = await this.detect(bitmap, this.config); - bitmap.close(); - } - return res; - }); - _warmupCanvas.set(this, async () => new Promise((resolve) => { - let src; - let size = 0; - switch (this.config.warmup) { - case "face": - size = 256; - src = "data:image/jpeg;base64," + face3; - break; - case "full": - case "body": - size = 1200; - src = "data:image/jpeg;base64," + body3; - break; - default: - src = null; - } - const img = new Image(); - img.onload = async () => { - const canvas2 = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(size, size) : document.createElement("canvas"); - canvas2.width = img.naturalWidth; - canvas2.height = img.naturalHeight; - const ctx = canvas2.getContext("2d"); - ctx == null ? void 0 : ctx.drawImage(img, 0, 0); - const res = await this.detect(canvas2, this.config); - resolve(res); - }; - if (src) - img.src = src; - else - resolve(null); - })); - _warmupNode.set(this, async () => { - const atob2 = (str) => Buffer.from(str, "base64"); - const img = this.config.warmup === "face" ? atob2(face3) : atob2(body3); - const data2 = (void 0).decodeJpeg(img); - const expanded = data2.expandDims(0); - this.tf.dispose(data2); - const res = await this.detect(expanded, this.config); - this.tf.dispose(expanded); - return res; - }); - this.tf = tfjs_esm_exports; - this.draw = draw_exports; - this.version = version14; - this.config = mergeDeep(config2, userConfig); - this.state = "idle"; - __privateSet(this, _numTensors, 0); - __privateSet(this, _analyzeMemoryLeaks, false); - __privateSet(this, _checkSanity, false); - __privateSet(this, _firstRun, true); - this.perf = {}; - this.models = { - face: null, - posenet: null, - blazepose: null, - efficientpose: null, - handpose: null, - iris: null, - age: null, - gender: null, - emotion: null, - embedding: null, - nanodet: null, - faceres: null - }; - this.image = (input2) => process3(input2, this.config); - this.classes = { - facemesh: facemesh_exports, - age: age_exports, - gender: gender_exports, - emotion: emotion_exports, - faceres: faceres_exports, - body: this.config.body.modelPath.includes("posenet") ? posenet_exports : blazepose_exports, - hand: handpose_exports, - nanodet: nanodet_exports - }; - this.faceTriangulation = triangulation; - this.faceUVMap = uvmap; - this.sysinfo = info(); - } - profileData() { - if (this.config.profile) - return data; - return {}; - } - similarity(embedding1, embedding22) { - if (this.config.face.description.enabled) - return similarity2(embedding1, embedding22); - if (this.config.face.embedding.enabled) - return similarity(embedding1, embedding22); - return 0; - } - enhance(input2) { - return enhance2(input2); - } - match(faceEmbedding, db, threshold2 = 0) { - return match(faceEmbedding, db, threshold2); - } - async load(userConfig = {}) { - this.state = "load"; - const timeStamp = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log(`version: ${this.version}`); - if (this.config.debug) - log(`tfjs version: ${this.tf.version_core}`); - if (this.config.debug) - log("platform:", this.sysinfo.platform); - if (this.config.debug) - log("agent:", this.sysinfo.agent); - await __privateGet(this, _checkBackend).call(this, true); - if (this.tf.ENV.flags.IS_BROWSER) { - if (this.config.debug) - log("configuration:", this.config); - if (this.config.debug) - log("tf flags:", this.tf.ENV.flags); - } - } - if (this.config.async) { - [ - this.models.face, - this.models.age, - this.models.gender, - this.models.emotion, - this.models.embedding, - this.models.handpose, - this.models.posenet, - this.models.blazepose, - this.models.efficientpose, - this.models.nanodet, - this.models.faceres - ] = await Promise.all([ - this.models.face || (this.config.face.enabled ? load7(this.config) : null), - this.models.age || (this.config.face.enabled && this.config.face.age.enabled ? load(this.config) : null), - this.models.gender || (this.config.face.enabled && this.config.face.gender.enabled ? load2(this.config) : null), - this.models.emotion || (this.config.face.enabled && this.config.face.emotion.enabled ? load3(this.config) : null), - this.models.embedding || (this.config.face.enabled && this.config.face.embedding.enabled ? load4(this.config) : null), - this.models.handpose || (this.config.hand.enabled ? load9(this.config) : null), - this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes("posenet") ? load8(this.config) : null), - this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes("blazepose") ? load10(this.config) : null), - this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes("efficientpose") ? load11(this.config) : null), - this.models.nanodet || (this.config.object.enabled ? load12(this.config) : null), - this.models.faceres || (this.config.face.enabled && this.config.face.description.enabled ? load5(this.config) : null) - ]); - } else { - if (this.config.face.enabled && !this.models.face) - this.models.face = await load7(this.config); - if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) - this.models.age = await load(this.config); - if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) - this.models.gender = await load2(this.config); - if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) - this.models.emotion = await load3(this.config); - if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) - this.models.embedding = await load4(this.config); - if (this.config.hand.enabled && !this.models.handpose) - this.models.handpose = await load9(this.config); - if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes("posenet")) - this.models.posenet = await load8(this.config); - if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes("blazepose")) - this.models.blazepose = await load10(this.config); - if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes("efficientpose")) - this.models.efficientpose = await load11(this.config); - if (this.config.object.enabled && !this.models.nanodet) - this.models.nanodet = await load12(this.config); - if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) - this.models.faceres = await load5(this.config); - } - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log("tf engine state:", this.tf.engine().state.numBytes, "bytes", this.tf.engine().state.numTensors, "tensors"); - __privateSet(this, _firstRun, false); - } - const current = Math.trunc(now() - timeStamp); - if (current > (this.perf.load || 0)) - this.perf.load = current; - } - async detect(input2, userConfig = {}) { - return new Promise(async (resolve) => { - var _a, _b, _c, _d; - this.state = "config"; - let timeStamp; - this.config = mergeDeep(this.config, userConfig); - this.state = "check"; - const error = __privateGet(this, _sanity).call(this, input2); - if (error) { - log(error, input2); - resolve({error}); - } - const timeStart = now(); - await __privateGet(this, _checkBackend).call(this); - await this.load(); - if (this.config.scoped) - this.tf.engine().startScope(); - this.analyze("Start Scope:"); - timeStamp = now(); - const process4 = process3(input2, this.config); - if (!process4 || !process4.tensor) { - log("could not convert input to tensor"); - resolve({error: "could not convert input to tensor"}); - return; - } - this.perf.image = Math.trunc(now() - timeStamp); - this.analyze("Get Image:"); - let bodyRes; - let handRes; - let faceRes; - let objectRes; - let current; - if (this.config.async) { - faceRes = this.config.face.enabled ? detectFace(this, process4.tensor) : []; - if (this.perf.face) - delete this.perf.face; - } else { - this.state = "run:face"; - timeStamp = now(); - faceRes = this.config.face.enabled ? await detectFace(this, process4.tensor) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.face = current; - } - this.analyze("Start Body:"); - if (this.config.async) { - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? (_a = this.models.posenet) == null ? void 0 : _a.estimatePoses(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? predict7(process4.tensor, this.config) : []; - if (this.perf.body) - delete this.perf.body; - } else { - this.state = "run:body"; - timeStamp = now(); - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? await ((_b = this.models.posenet) == null ? void 0 : _b.estimatePoses(process4.tensor, this.config)) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? await predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? await predict7(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.body = current; - } - this.analyze("End Body:"); - this.analyze("Start Hand:"); - if (this.config.async) { - handRes = this.config.hand.enabled ? (_c = this.models.handpose) == null ? void 0 : _c.estimateHands(process4.tensor, this.config) : []; - if (this.perf.hand) - delete this.perf.hand; - } else { - this.state = "run:hand"; - timeStamp = now(); - handRes = this.config.hand.enabled ? await ((_d = this.models.handpose) == null ? void 0 : _d.estimateHands(process4.tensor, this.config)) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.hand = current; - } - this.analyze("End Hand:"); - this.analyze("Start Object:"); - if (this.config.async) { - objectRes = this.config.object.enabled ? predict8(process4.tensor, this.config) : []; - if (this.perf.object) - delete this.perf.object; - } else { - this.state = "run:object"; - timeStamp = now(); - objectRes = this.config.object.enabled ? await predict8(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.object = current; - } - this.analyze("End Object:"); - if (this.config.async) { - [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]); - } - process4.tensor.dispose(); - if (this.config.scoped) - this.tf.engine().endScope(); - this.analyze("End Scope:"); - let gestureRes = []; - if (this.config.gesture.enabled) { - timeStamp = now(); - gestureRes = [...face(faceRes), ...body(bodyRes), ...hand(handRes), ...iris(faceRes)]; - if (!this.config.async) - this.perf.gesture = Math.trunc(now() - timeStamp); - else if (this.perf.gesture) - delete this.perf.gesture; - } - this.perf.total = Math.trunc(now() - timeStart); - this.state = "idle"; - const result = { - face: faceRes, - body: bodyRes, - hand: handRes, - gesture: gestureRes, - object: objectRes, - performance: this.perf, - canvas: process4.canvas - }; - resolve(result); - }); - } - async warmup(userConfig = {}) { - const t0 = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - const save = this.config.videoOptimized; - this.config.videoOptimized = false; - let res; - if (typeof createImageBitmap === "function") - res = await __privateGet(this, _warmupBitmap).call(this); - else if (typeof Image !== "undefined") - res = await __privateGet(this, _warmupCanvas).call(this); - else - res = await __privateGet(this, _warmupNode).call(this); - this.config.videoOptimized = save; - const t1 = now(); - if (this.config.debug) - log("Warmup", this.config.warmup, Math.round(t1 - t0), "ms", res); - return res; - } -}; -_numTensors = new WeakMap(); -_analyzeMemoryLeaks = new WeakMap(); -_checkSanity = new WeakMap(); -_firstRun = new WeakMap(); -_sanity = new WeakMap(); -_checkBackend = new WeakMap(); -_warmupBitmap = new WeakMap(); -_warmupCanvas = new WeakMap(); -_warmupNode = new WeakMap(); -export { - Human, - Human as default -}; +2Q==`;var A4="1.2.5";var Jl,qc,Xc,$i,W0,Kc,B0,V0,U0,Oae=class{constructor(t={}){Jl.set(this,void 0);qc.set(this,void 0);Xc.set(this,void 0);$i.set(this,void 0);this.analyze=(...t)=>{if(!Jn(this,qc))return;let n=this.tf.engine().state.numTensors,r=Jn(this,Jl);rs(this,Jl,n);let a=n-r;a!==0&&Ne(...t,a)};W0.set(this,t=>{if(!Jn(this,Xc))return null;if(!t)return"input is not defined";if(this.tf.ENV.flags.IS_NODE&&!(t instanceof We))return"input must be a tensor";try{this.tf.getBackend()}catch(n){return"backend not loaded"}return null});Kc.set(this,async(t=!1)=>{if(this.config.backend&&this.config.backend!==""&&t||this.tf.getBackend()!==this.config.backend){let n=Ye();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&Ne("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&Ne("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let r=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),a=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&Ne(`wasm execution: ${r?"SIMD":"no SIMD"} ${a?"multithreaded":"singlethreaded"}`),r||Ne("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&x6();try{await this.tf.setBackend(this.config.backend)}catch(r){Ne("error: cannot set backend:",this.config.backend,r)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(Ne("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let r=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&Ne(`gl version:${r.getParameter(r.VERSION)} renderer:${r.getParameter(r.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(Ye()-n)}});B0.set(this,async()=>{let t=(a,s="application/octet-stream")=>fetch(`data:${s};base64,${a}`).then(i=>i.blob()),n,r;switch(this.config.warmup){case"face":n=await t(P0);break;case"full":n=await t(L0);break;default:n=null}if(n){let a=await createImageBitmap(n);r=await this.detect(a,this.config),a.close()}return r});V0.set(this,async()=>new Promise(t=>{let n,r=0;switch(this.config.warmup){case"face":r=256,n="data:image/jpeg;base64,"+P0;break;case"full":case"body":r=1200,n="data:image/jpeg;base64,"+L0;break;default:n=null}let a=new Image;a.onload=async()=>{let s=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(r,r):document.createElement("canvas");s.width=a.naturalWidth,s.height=a.naturalHeight;let i=s.getContext("2d");i==null||i.drawImage(a,0,0);let o=await this.detect(s,this.config);t(o)},n?a.src=n:t(null)}));U0.set(this,async()=>{let t=i=>Buffer.from(i,"base64"),n=this.config.warmup==="face"?t(P0):t(L0),r=(void 0).decodeJpeg(n),a=r.expandDims(0);this.tf.dispose(r);let s=await this.detect(a,this.config);return this.tf.dispose(a),s});this.tf=xh,this.draw=kg,this.version=A4,this.config=qi(ht,t),this.state="idle",rs(this,Jl,0),rs(this,qc,!1),rs(this,Xc,!1),rs(this,$i,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>vg(n,this.config),this.classes={facemesh:H2,age:_2,gender:k2,emotion:C2,faceres:D2,body:this.config.body.modelPath.includes("posenet")?rg:fg,hand:cg,nanodet:xg},this.faceTriangulation=R6,this.faceUVMap=M6,this.sysinfo=Lg()}profileData(){return this.config.profile?c0:{}}similarity(t,n){return this.config.face.description.enabled?z2(t,n):this.config.face.embedding.enabled?w6(t,n):0}enhance(t){return P2(t)}match(t,n,r=0){return b6(t,n,r)}async load(t={}){this.state="load";let n=Ye();t&&(this.config=qi(this.config,t)),Jn(this,$i)&&(this.config.debug&&Ne(`version: ${this.version}`),this.config.debug&&Ne(`tfjs version: ${this.tf.version_core}`),this.config.debug&&Ne("platform:",this.sysinfo.platform),this.config.debug&&Ne("agent:",this.sysinfo.agent),await Jn(this,Kc).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&Ne("configuration:",this.config),this.config.debug&&Ne("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?q2(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?v2(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?T2(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?M2(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?F2(this.config):null),this.models.handpose||(this.config.hand.enabled?pg(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?sg(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?mg(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?yg(this.config):null),this.models.nanodet||(this.config.object.enabled?bg(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?O2(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await q2(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await v2(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await T2(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await M2(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await F2(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await pg(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await sg(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await mg(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await yg(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await bg(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await O2(this.config))),Jn(this,$i)&&(this.config.debug&&Ne("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),rs(this,$i,!1));let r=Math.trunc(Ye()-n);r>(this.perf.load||0)&&(this.perf.load=r)}async detect(t,n={}){return new Promise(async r=>{var m,A,y,g;this.state="config";let a;this.config=qi(this.config,n),this.state="check";let s=Jn(this,W0).call(this,t);s&&(Ne(s,t),r({error:s}));let i=Ye();await Jn(this,Kc).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),a=Ye();let o=vg(t,this.config);if(!o||!o.tensor){Ne("could not convert input to tensor"),r({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(Ye()-a),this.analyze("Get Image:");let l,c,u,h,d;this.config.async?(u=this.config.face.enabled?L2(this,o.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",a=Ye(),u=this.config.face.enabled?await L2(this,o.tensor):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.face=d)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?l=this.config.body.enabled?(m=this.models.posenet)==null?void 0:m.estimatePoses(o.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?l=this.config.body.enabled?Ag(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(l=this.config.body.enabled?gg(o.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",a=Ye(),this.config.body.modelPath.includes("posenet")?l=this.config.body.enabled?await((A=this.models.posenet)==null?void 0:A.estimatePoses(o.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?l=this.config.body.enabled?await Ag(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(l=this.config.body.enabled?await gg(o.tensor,this.config):[]),d=Math.trunc(Ye()-a),d>0&&(this.perf.body=d)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(c=this.config.hand.enabled?(y=this.models.handpose)==null?void 0:y.estimateHands(o.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",a=Ye(),c=this.config.hand.enabled?await((g=this.models.handpose)==null?void 0:g.estimateHands(o.tensor,this.config)):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.hand=d)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(h=this.config.object.enabled?_g(o.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",a=Ye(),h=this.config.object.enabled?await _g(o.tensor,this.config):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.object=d)),this.analyze("End Object:"),this.config.async&&([u,l,c,h]=await Promise.all([u,l,c,h])),o.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let p=[];this.config.gesture.enabled&&(a=Ye(),p=[...o4(u),...i4(l),...u4(c),...l4(u)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(Ye()-a)),this.perf.total=Math.trunc(Ye()-i),this.state="idle";let f={face:u,body:l,hand:c,gesture:p,object:h,performance:this.perf,canvas:o.canvas};r(f)})}async warmup(t={}){let n=Ye();t&&(this.config=qi(this.config,t));let r=this.config.videoOptimized;this.config.videoOptimized=!1;let a;typeof createImageBitmap=="function"?a=await Jn(this,B0).call(this):typeof Image!="undefined"?a=await Jn(this,V0).call(this):a=await Jn(this,U0).call(this),this.config.videoOptimized=r;let s=Ye();return this.config.debug&&Ne("Warmup",this.config.warmup,Math.round(s-n),"ms",a),a}};Jl=new WeakMap,qc=new WeakMap,Xc=new WeakMap,$i=new WeakMap,W0=new WeakMap,Kc=new WeakMap,B0=new WeakMap,V0=new WeakMap,U0=new WeakMap;export{Oae as Human,Oae as default}; +/** + * @license + * Copyright 2017 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google Inc. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the License); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2021 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** @license See the LICENSE file. */ //# sourceMappingURL=human.esm.js.map diff --git a/dist/human.esm.js.map b/dist/human.esm.js.map index eb27bf5c..2d4426e3 100644 --- a/dist/human.esm.js.map +++ b/dist/human.esm.js.map @@ -1,7 +1,7 @@ { "version": 3, "sources": ["../src/helpers.ts", "../src/sysinfo.ts", 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"../src/blazeface/blazeface.ts", "../src/blazeface/box.ts", "../src/blazeface/util.ts", "../src/blazeface/coords.ts", "../src/blazeface/facepipeline.ts", "../src/posenet/posenet.ts", "../src/posenet/modelBase.ts", "../src/posenet/heapSort.ts", "../src/posenet/buildParts.ts", "../src/posenet/keypoints.ts", "../src/posenet/vectors.ts", "../src/posenet/decoders.ts", "../src/posenet/decodePose.ts", "../src/posenet/decodeMultiple.ts", "../src/posenet/util.ts", "../src/handpose/handpose.ts", "../src/handpose/box.ts", "../src/handpose/handdetector.ts", "../src/handpose/util.ts", "../src/handpose/handpipeline.ts", "../src/handpose/anchors.ts", "../src/blazepose/blazepose.ts", "../src/blazepose/annotations.ts", "../src/efficientpose/efficientpose.ts", "../src/nanodet/nanodet.ts", "../src/nanodet/labels.ts", "../src/gesture/gesture.ts", "../src/image/imagefx.js", "../src/image/image.ts", "../src/draw/draw.ts", "../src/config.ts", "../src/sample.ts", "../src/human.ts"], - "sourcesContent": ["// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n// \n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n// \n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = data.toString();\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "", "/*\nCopyright 2014 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\nvar global = this,\n width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\nmath['seed' + rngname] = seedrandom;\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n}\n\n// End anonymous scope, and pass initial values.\n})(\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", "", "", "\nvar WasmBackendModuleThreadedSimd = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModuleThreadedSimd) {\n WasmBackendModuleThreadedSimd = WasmBackendModuleThreadedSimd || {};\n\nfunction GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP8}function GROWABLE_HEAP_U8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU8}function GROWABLE_HEAP_I32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP32}function GROWABLE_HEAP_U32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU32}function GROWABLE_HEAP_F64(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPF64}var Module=typeof WasmBackendModuleThreadedSimd!==\"undefined\"?WasmBackendModuleThreadedSimd:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var ENVIRONMENT_IS_PTHREAD=Module[\"ENVIRONMENT_IS_PTHREAD\"]||false;if(ENVIRONMENT_IS_PTHREAD){buffer=Module[\"buffer\"]}var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"};var nodeWorkerThreads;try{nodeWorkerThreads=require(\"worker_threads\")}catch(e){console.error('The \"worker_threads\" module is not supported in this node.js build - perhaps a newer version is needed?');throw e}global.Worker=nodeWorkerThreads.Worker}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(typeof _scriptDir !== \"undefined\" && _scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}if(ENVIRONMENT_IS_NODE){read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret}}else{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}if(ENVIRONMENT_IS_NODE){if(typeof performance===\"undefined\"){global.performance=require(\"perf_hooks\").performance}}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var Atomics_load=Atomics.load;var Atomics_store=Atomics.store;var Atomics_compareExchange=Atomics.compareExchange;var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var wasmModule;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx)){var u0=heap[idx++];if(!u0)return str;if(!(u0&128)){str+=String.fromCharCode(u0);continue}var u1=heap[idx++]&63;if((u0&224)==192){str+=String.fromCharCode((u0&31)<<6|u1);continue}var u2=heap[idx++]&63;if((u0&240)==224){u0=(u0&15)<<12|u1<<6|u2}else{u0=(u0&7)<<18|u1<<12|u2<<6|heap[idx++]&63}if(u0<65536){str+=String.fromCharCode(u0)}else{var ch=u0-65536;str+=String.fromCharCode(55296|ch>>10,56320|ch&1023)}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(GROWABLE_HEAP_U8(),ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,GROWABLE_HEAP_U8(),outPtr,maxBytesToWrite)}function lengthBytesUTF8(str){var len=0;for(var i=0;i=55296&&u<=57343)u=65536+((u&1023)<<10)|str.charCodeAt(++i)&1023;if(u<=127)++len;else if(u<=2047)len+=2;else if(u<=65535)len+=3;else len+=4}return len}function writeArrayToMemory(array,buffer){GROWABLE_HEAP_I8().set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;if(ENVIRONMENT_IS_PTHREAD){wasmMemory=Module[\"wasmMemory\"];buffer=Module[\"buffer\"]}else{if(Module[\"wasmMemory\"]){wasmMemory=Module[\"wasmMemory\"]}else{wasmMemory=new WebAssembly.Memory({\"initial\":INITIAL_MEMORY/65536,\"maximum\":2147483648/65536,\"shared\":true});if(!(wasmMemory.buffer instanceof SharedArrayBuffer)){err(\"requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag\");if(ENVIRONMENT_IS_NODE){console.log(\"(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)\")}throw Error(\"bad memory\")}}}if(wasmMemory){buffer=wasmMemory.buffer}INITIAL_MEMORY=buffer.byteLength;updateGlobalBufferAndViews(buffer);var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATEXIT__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;var runtimeExited=false;if(!ENVIRONMENT_IS_PTHREAD)__ATINIT__.push({func:function(){___wasm_call_ctors()}});if(ENVIRONMENT_IS_PTHREAD)runtimeInitialized=true;function preRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){if(ENVIRONMENT_IS_PTHREAD)return;callRuntimeCallbacks(__ATMAIN__)}function exitRuntime(){if(ENVIRONMENT_IS_PTHREAD)return;runtimeExited=true}function postRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){assert(!ENVIRONMENT_IS_PTHREAD,\"addRunDependency cannot be used in a pthread worker\");runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}if(ENVIRONMENT_IS_PTHREAD)console.error(\"Pthread aborting at \"+(new Error).stack);what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm-threaded-simd.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmTable=Module[\"asm\"][\"F\"];wasmModule=module;if(!ENVIRONMENT_IS_PTHREAD){var numWorkersToLoad=PThread.unusedWorkers.length;PThread.unusedWorkers.forEach(function(w){PThread.loadWasmModuleToWorker(w,function(){if(!--numWorkersToLoad)removeRunDependency(\"wasm-instantiate\")})})}}if(!ENVIRONMENT_IS_PTHREAD){addRunDependency(\"wasm-instantiate\")}function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"],output[\"module\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}var ASM_CONSTS={8991:function($0,$1){setTimeout(function(){__emscripten_do_dispatch_to_thread($0,$1)},0)}};function initPthreadsJS(){PThread.initRuntime()}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _emscripten_futex_wake(addr,count){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0||count<0)return-28;if(count==0)return 0;if(count>=2147483647)count=Infinity;var mainThreadWaitAddress=Atomics.load(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2);var mainThreadWoken=0;if(mainThreadWaitAddress==addr){var loadedAddr=Atomics.compareExchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,mainThreadWaitAddress,0);if(loadedAddr==mainThreadWaitAddress){--count;mainThreadWoken=1;if(count<=0)return 1}}var ret=Atomics.notify(GROWABLE_HEAP_I32(),addr>>2,count);if(ret>=0)return ret+mainThreadWoken;throw\"Atomics.notify returned an unexpected value \"+ret}Module[\"_emscripten_futex_wake\"]=_emscripten_futex_wake;function killThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! killThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in killThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];pthread.worker.terminate();PThread.freeThreadData(pthread);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker),1);pthread.worker.pthread=undefined}function cancelThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cancelThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cancelThread!\";var pthread=PThread.pthreads[pthread_ptr];pthread.worker.postMessage({\"cmd\":\"cancel\"})}function cleanupThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cleanupThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cleanupThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];if(pthread){var worker=pthread.worker;PThread.returnWorkerToPool(worker)}}var PThread={unusedWorkers:[],runningWorkers:[],initMainThreadBlock:function(){var pthreadPoolSize=8;for(var i=0;i>2]=tb;var headPtr=tb+152;GROWABLE_HEAP_I32()[headPtr>>2]=headPtr;var tlsMemory=_malloc(512);for(var i=0;i<128;++i)GROWABLE_HEAP_U32()[tlsMemory/4+i]=0;Atomics.store(GROWABLE_HEAP_U32(),tb+100>>2,tlsMemory);Atomics.store(GROWABLE_HEAP_U32(),tb+40>>2,tb);__emscripten_thread_init(tb,!ENVIRONMENT_IS_WORKER,1);_emscripten_register_main_browser_thread_id(tb)},initWorker:function(){},pthreads:{},threadExitHandlers:[],setThreadStatus:function(){},runExitHandlers:function(){while(PThread.threadExitHandlers.length>0){PThread.threadExitHandlers.pop()()}if(ENVIRONMENT_IS_PTHREAD&&_pthread_self())___pthread_tsd_run_dtors()},threadExit:function(exitCode){var tb=_pthread_self();if(tb){Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,exitCode);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+56>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+60>>2,0);PThread.runExitHandlers();_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exit\"})}}},threadCancel:function(){PThread.runExitHandlers();var tb=_pthread_self();Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,-1);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);postMessage({\"cmd\":\"cancelDone\"})},terminateAllThreads:function(){for(var t in PThread.pthreads){var pthread=PThread.pthreads[t];if(pthread&&pthread.worker){PThread.returnWorkerToPool(pthread.worker)}}PThread.pthreads={};for(var i=0;i>2];GROWABLE_HEAP_I32()[pthread.threadInfoStruct+100>>2]=0;_free(tlsMemory);_free(pthread.threadInfoStruct)}pthread.threadInfoStruct=0;if(pthread.allocatedOwnStack&&pthread.stackBase)_free(pthread.stackBase);pthread.stackBase=0;if(pthread.worker)pthread.worker.pthread=null},returnWorkerToPool:function(worker){PThread.runWithoutMainThreadQueuedCalls(function(){delete PThread.pthreads[worker.pthread.threadInfoStruct];PThread.unusedWorkers.push(worker);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker),1);PThread.freeThreadData(worker.pthread);worker.pthread=undefined})},runWithoutMainThreadQueuedCalls:function(func){GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=0;try{func()}finally{GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=1}},receiveObjectTransfer:function(data){},loadWasmModuleToWorker:function(worker,onFinishedLoading){worker.onmessage=function(e){var d=e[\"data\"];var cmd=d[\"cmd\"];if(worker.pthread)PThread.currentProxiedOperationCallerThread=worker.pthread.threadInfoStruct;if(d[\"targetThread\"]&&d[\"targetThread\"]!=_pthread_self()){var thread=PThread.pthreads[d.targetThread];if(thread){thread.worker.postMessage(e.data,d[\"transferList\"])}else{console.error('Internal error! Worker sent a message \"'+cmd+'\" to target pthread '+d[\"targetThread\"]+\", but that thread no longer exists!\")}PThread.currentProxiedOperationCallerThread=undefined;return}if(cmd===\"processQueuedMainThreadWork\"){_emscripten_main_thread_process_queued_calls()}else if(cmd===\"spawnThread\"){spawnThread(e.data)}else if(cmd===\"cleanupThread\"){cleanupThread(d[\"thread\"])}else if(cmd===\"killThread\"){killThread(d[\"thread\"])}else if(cmd===\"cancelThread\"){cancelThread(d[\"thread\"])}else if(cmd===\"loaded\"){worker.loaded=true;if(onFinishedLoading)onFinishedLoading(worker);if(worker.runPthread){worker.runPthread();delete worker.runPthread}}else if(cmd===\"print\"){out(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"printErr\"){err(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"alert\"){alert(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"exit\"){var detached=worker.pthread&&Atomics.load(GROWABLE_HEAP_U32(),worker.pthread.threadInfoStruct+64>>2);if(detached){PThread.returnWorkerToPool(worker)}}else if(cmd===\"exitProcess\"){try{exit(d[\"returnCode\"])}catch(e){if(e instanceof ExitStatus)return;throw e}}else if(cmd===\"cancelDone\"){PThread.returnWorkerToPool(worker)}else if(cmd===\"objectTransfer\"){PThread.receiveObjectTransfer(e.data)}else if(e.data.target===\"setimmediate\"){worker.postMessage(e.data)}else{err(\"worker sent an unknown command \"+cmd)}PThread.currentProxiedOperationCallerThread=undefined};worker.onerror=function(e){err(\"pthread sent an error! \"+e.filename+\":\"+e.lineno+\": \"+e.message)};if(ENVIRONMENT_IS_NODE){worker.on(\"message\",function(data){worker.onmessage({data:data})});worker.on(\"error\",function(data){worker.onerror(data)});worker.on(\"exit\",function(data){})}worker.postMessage({\"cmd\":\"load\",\"urlOrBlob\":Module[\"mainScriptUrlOrBlob\"]||_scriptDir,\"wasmMemory\":wasmMemory,\"wasmModule\":wasmModule})},allocateUnusedWorker:function(){var pthreadMainJs=locateFile(\"tfjs-backend-wasm-threaded-simd.worker.js\");PThread.unusedWorkers.push(new Worker(pthreadMainJs))},getNewWorker:function(){if(PThread.unusedWorkers.length==0){PThread.allocateUnusedWorker();PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0])}if(PThread.unusedWorkers.length>0)return PThread.unusedWorkers.pop();else return null},busySpinWait:function(msecs){var t=performance.now()+msecs;while(performance.now()>2]=value;return value}function _atexit(func,arg){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(1,1,func,arg)}function __emscripten_notify_thread_queue(targetThreadId,mainThreadId){if(targetThreadId==mainThreadId){postMessage({\"cmd\":\"processQueuedMainThreadWork\"})}else if(ENVIRONMENT_IS_PTHREAD){postMessage({\"targetThread\":targetThreadId,\"cmd\":\"processThreadQueue\"})}else{var pthread=PThread.pthreads[targetThreadId];var worker=pthread&&pthread.worker;if(!worker){return}worker.postMessage({\"cmd\":\"processThreadQueue\"})}return 1}function _abort(){abort()}function _emscripten_asm_const_int(code,sigPtr,argbuf){var args=readAsmConstArgs(sigPtr,argbuf);return ASM_CONSTS[code].apply(null,args)}function _emscripten_conditional_set_current_thread_status(expectedStatus,newStatus){}function _emscripten_futex_wait(addr,val,timeout){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0)return-28;if(!ENVIRONMENT_IS_WEB){var ret=Atomics.wait(GROWABLE_HEAP_I32(),addr>>2,val,timeout);if(ret===\"timed-out\")return-73;if(ret===\"not-equal\")return-6;if(ret===\"ok\")return 0;throw\"Atomics.wait returned an unexpected value \"+ret}else{if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}var tNow=performance.now();var tEnd=tNow+timeout;var lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr);while(1){tNow=performance.now();if(tNow>tEnd){lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);return-73}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);if(lastAddr==0){break}_emscripten_main_thread_process_queued_calls();if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr)}return 0}}function _emscripten_memcpy_big(dest,src,num){GROWABLE_HEAP_U8().copyWithin(dest,src,src+num)}function _emscripten_num_logical_cores(){if(ENVIRONMENT_IS_NODE)return require(\"os\").cpus().length;return navigator[\"hardwareConcurrency\"]}function _emscripten_proxy_to_main_thread_js(index,sync){var numCallArgs=arguments.length-2;var stack=stackSave();var serializedNumCallArgs=numCallArgs;var args=stackAlloc(serializedNumCallArgs*8);var b=args>>3;for(var i=0;i>=2;while(ch=GROWABLE_HEAP_U8()[sigPtr++]){var double=ch<105;if(double&&buf&1)buf++;readAsmConstArgsArray.push(double?GROWABLE_HEAP_F64()[buf++>>1]:GROWABLE_HEAP_I32()[buf]);++buf}return readAsmConstArgsArray}function _emscripten_receive_on_main_thread_js(index,numCallArgs,args){_emscripten_receive_on_main_thread_js_callArgs.length=numCallArgs;var b=args>>3;for(var i=0;i>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();if(requestedSize<=oldSize){return false}var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var JSEvents={inEventHandler:0,removeAllEventListeners:function(){for(var i=JSEvents.eventHandlers.length-1;i>=0;--i){JSEvents._removeHandler(i)}JSEvents.eventHandlers=[];JSEvents.deferredCalls=[]},registerRemoveEventListeners:function(){if(!JSEvents.removeEventListenersRegistered){__ATEXIT__.push(JSEvents.removeAllEventListeners);JSEvents.removeEventListenersRegistered=true}},deferredCalls:[],deferCall:function(targetFunction,precedence,argsList){function arraysHaveEqualContent(arrA,arrB){if(arrA.length!=arrB.length)return false;for(var i in arrA){if(arrA[i]!=arrB[i])return false}return true}for(var i in JSEvents.deferredCalls){var call=JSEvents.deferredCalls[i];if(call.targetFunction==targetFunction&&arraysHaveEqualContent(call.argsList,argsList)){return}}JSEvents.deferredCalls.push({targetFunction:targetFunction,precedence:precedence,argsList:argsList});JSEvents.deferredCalls.sort(function(x,y){return x.precedence>2]=eventTypeId;GROWABLE_HEAP_I32()[varargs+4>>2]=eventData;GROWABLE_HEAP_I32()[varargs+8>>2]=userData;__emscripten_call_on_thread(0,targetThread,637534208,eventHandlerFunc,eventData,varargs);stackRestore(stackTop)},getTargetThreadForEventCallback:function(targetThread){switch(targetThread){case 1:return 0;case 2:return PThread.currentProxiedOperationCallerThread;default:return targetThread}},getNodeNameForTarget:function(target){if(!target)return\"\";if(target==window)return\"#window\";if(target==screen)return\"#screen\";return target&&target.nodeName?target.nodeName:\"\"},fullscreenEnabled:function(){return document.fullscreenEnabled||document.webkitFullscreenEnabled}};function stringToNewUTF8(jsString){var length=lengthBytesUTF8(jsString)+1;var cString=_malloc(length);stringToUTF8(jsString,cString,length);return cString}function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height){var stackTop=stackSave();var varargs=stackAlloc(12);var targetCanvasPtr=0;if(targetCanvas){targetCanvasPtr=stringToNewUTF8(targetCanvas)}GROWABLE_HEAP_I32()[varargs>>2]=targetCanvasPtr;GROWABLE_HEAP_I32()[varargs+4>>2]=width;GROWABLE_HEAP_I32()[varargs+8>>2]=height;__emscripten_call_on_thread(0,targetThread,657457152,0,targetCanvasPtr,varargs);stackRestore(stackTop)}function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread,targetCanvas,width,height){targetCanvas=targetCanvas?UTF8ToString(targetCanvas):\"\";_emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height)}function maybeCStringToJsString(cString){return cString>2?UTF8ToString(cString):cString}var specialHTMLTargets=[0,typeof document!==\"undefined\"?document:0,typeof window!==\"undefined\"?window:0];function findEventTarget(target){target=maybeCStringToJsString(target);var domElement=specialHTMLTargets[target]||(typeof document!==\"undefined\"?document.querySelector(target):undefined);return domElement}function findCanvasEventTarget(target){return findEventTarget(target)}function _emscripten_set_canvas_element_size_calling_thread(target,width,height){var canvas=findCanvasEventTarget(target);if(!canvas)return-4;if(canvas.canvasSharedPtr){GROWABLE_HEAP_I32()[canvas.canvasSharedPtr>>2]=width;GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+4>>2]=height}if(canvas.offscreenCanvas||!canvas.controlTransferredOffscreen){if(canvas.offscreenCanvas)canvas=canvas.offscreenCanvas;var autoResizeViewport=false;if(canvas.GLctxObject&&canvas.GLctxObject.GLctx){var prevViewport=canvas.GLctxObject.GLctx.getParameter(2978);autoResizeViewport=prevViewport[0]===0&&prevViewport[1]===0&&prevViewport[2]===canvas.width&&prevViewport[3]===canvas.height}canvas.width=width;canvas.height=height;if(autoResizeViewport){canvas.GLctxObject.GLctx.viewport(0,0,width,height)}}else if(canvas.canvasSharedPtr){var targetThread=GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+8>>2];_emscripten_set_offscreencanvas_size_on_target_thread(targetThread,target,width,height);return 1}else{return-4}return 0}function _emscripten_set_canvas_element_size_main_thread(target,width,height){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(2,1,target,width,height);return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}function _emscripten_set_canvas_element_size(target,width,height){var canvas=findCanvasEventTarget(target);if(canvas){return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}else{return _emscripten_set_canvas_element_size_main_thread(target,width,height)}}function _emscripten_set_current_thread_status(newStatus){}function _emscripten_set_thread_name(threadId,name){}function __webgl_enable_ANGLE_instanced_arrays(ctx){var ext=ctx.getExtension(\"ANGLE_instanced_arrays\");if(ext){ctx[\"vertexAttribDivisor\"]=function(index,divisor){ext[\"vertexAttribDivisorANGLE\"](index,divisor)};ctx[\"drawArraysInstanced\"]=function(mode,first,count,primcount){ext[\"drawArraysInstancedANGLE\"](mode,first,count,primcount)};ctx[\"drawElementsInstanced\"]=function(mode,count,type,indices,primcount){ext[\"drawElementsInstancedANGLE\"](mode,count,type,indices,primcount)};return 1}}function __webgl_enable_OES_vertex_array_object(ctx){var ext=ctx.getExtension(\"OES_vertex_array_object\");if(ext){ctx[\"createVertexArray\"]=function(){return ext[\"createVertexArrayOES\"]()};ctx[\"deleteVertexArray\"]=function(vao){ext[\"deleteVertexArrayOES\"](vao)};ctx[\"bindVertexArray\"]=function(vao){ext[\"bindVertexArrayOES\"](vao)};ctx[\"isVertexArray\"]=function(vao){return ext[\"isVertexArrayOES\"](vao)};return 1}}function __webgl_enable_WEBGL_draw_buffers(ctx){var ext=ctx.getExtension(\"WEBGL_draw_buffers\");if(ext){ctx[\"drawBuffers\"]=function(n,bufs){ext[\"drawBuffersWEBGL\"](n,bufs)};return 1}}function __webgl_enable_WEBGL_multi_draw(ctx){return!!(ctx.multiDrawWebgl=ctx.getExtension(\"WEBGL_multi_draw\"))}var GL={counter:1,buffers:[],programs:[],framebuffers:[],renderbuffers:[],textures:[],uniforms:[],shaders:[],vaos:[],contexts:{},offscreenCanvases:{},timerQueriesEXT:[],programInfos:{},stringCache:{},unpackAlignment:4,recordError:function recordError(errorCode){if(!GL.lastError){GL.lastError=errorCode}},getNewId:function(table){var ret=GL.counter++;for(var i=table.length;i>2]:-1;source+=UTF8ToString(GROWABLE_HEAP_I32()[string+i*4>>2],len<0?undefined:len)}return source},createContext:function(canvas,webGLContextAttributes){var ctx=canvas.getContext(\"webgl\",webGLContextAttributes);if(!ctx)return 0;var handle=GL.registerContext(ctx,webGLContextAttributes);return handle},registerContext:function(ctx,webGLContextAttributes){var handle=_malloc(8);GROWABLE_HEAP_I32()[handle+4>>2]=_pthread_self();var context={handle:handle,attributes:webGLContextAttributes,version:webGLContextAttributes.majorVersion,GLctx:ctx};if(ctx.canvas)ctx.canvas.GLctxObject=context;GL.contexts[handle]=context;if(typeof webGLContextAttributes.enableExtensionsByDefault===\"undefined\"||webGLContextAttributes.enableExtensionsByDefault){GL.initExtensions(context)}return handle},makeContextCurrent:function(contextHandle){GL.currentContext=GL.contexts[contextHandle];Module.ctx=GLctx=GL.currentContext&&GL.currentContext.GLctx;return!(contextHandle&&!GLctx)},getContext:function(contextHandle){return GL.contexts[contextHandle]},deleteContext:function(contextHandle){if(GL.currentContext===GL.contexts[contextHandle])GL.currentContext=null;if(typeof JSEvents===\"object\")JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas);if(GL.contexts[contextHandle]&&GL.contexts[contextHandle].GLctx.canvas)GL.contexts[contextHandle].GLctx.canvas.GLctxObject=undefined;_free(GL.contexts[contextHandle].handle);GL.contexts[contextHandle]=null},initExtensions:function(context){if(!context)context=GL.currentContext;if(context.initExtensionsDone)return;context.initExtensionsDone=true;var GLctx=context.GLctx;__webgl_enable_ANGLE_instanced_arrays(GLctx);__webgl_enable_OES_vertex_array_object(GLctx);__webgl_enable_WEBGL_draw_buffers(GLctx);GLctx.disjointTimerQueryExt=GLctx.getExtension(\"EXT_disjoint_timer_query\");__webgl_enable_WEBGL_multi_draw(GLctx);var exts=GLctx.getSupportedExtensions()||[];exts.forEach(function(ext){if(ext.indexOf(\"lose_context\")<0&&ext.indexOf(\"debug\")<0){GLctx.getExtension(ext)}})},populateUniformTable:function(program){var p=GL.programs[program];var ptable=GL.programInfos[program]={uniforms:{},maxUniformLength:0,maxAttributeLength:-1,maxUniformBlockNameLength:-1};var utable=ptable.uniforms;var numUniforms=GLctx.getProgramParameter(p,35718);for(var i=0;i>2;var powerPreference=GROWABLE_HEAP_I32()[a+(24>>2)];var contextAttributes={\"alpha\":!!GROWABLE_HEAP_I32()[a+(0>>2)],\"depth\":!!GROWABLE_HEAP_I32()[a+(4>>2)],\"stencil\":!!GROWABLE_HEAP_I32()[a+(8>>2)],\"antialias\":!!GROWABLE_HEAP_I32()[a+(12>>2)],\"premultipliedAlpha\":!!GROWABLE_HEAP_I32()[a+(16>>2)],\"preserveDrawingBuffer\":!!GROWABLE_HEAP_I32()[a+(20>>2)],\"powerPreference\":__emscripten_webgl_power_preferences[powerPreference],\"failIfMajorPerformanceCaveat\":!!GROWABLE_HEAP_I32()[a+(28>>2)],majorVersion:GROWABLE_HEAP_I32()[a+(32>>2)],minorVersion:GROWABLE_HEAP_I32()[a+(36>>2)],enableExtensionsByDefault:GROWABLE_HEAP_I32()[a+(40>>2)],explicitSwapControl:GROWABLE_HEAP_I32()[a+(44>>2)],proxyContextToMainThread:GROWABLE_HEAP_I32()[a+(48>>2)],renderViaOffscreenBackBuffer:GROWABLE_HEAP_I32()[a+(52>>2)]};var canvas=findCanvasEventTarget(target);if(!canvas){return 0}if(contextAttributes.explicitSwapControl){return 0}var contextHandle=GL.createContext(canvas,contextAttributes);return contextHandle}function _emscripten_webgl_create_context(a0,a1){return _emscripten_webgl_do_create_context(a0,a1)}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=GROWABLE_HEAP_I32()[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(3,1,fd);return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(4,1,fd,offset_low,offset_high,whence,newOffset)}function _fd_write(fd,iov,iovcnt,pnum){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(5,1,fd,iov,iovcnt,pnum);var num=0;for(var i=0;i>2];var len=GROWABLE_HEAP_I32()[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}function _pthread_cleanup_pop(execute){var routine=PThread.threadExitHandlers.pop();if(execute)routine()}function _pthread_cleanup_push(routine,arg){PThread.threadExitHandlers.push(function(){wasmTable.get(routine)(arg)})}function spawnThread(threadParams){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! spawnThread() can only ever be called from main application thread!\";var worker=PThread.getNewWorker();if(worker.pthread!==undefined)throw\"Internal error!\";if(!threadParams.pthread_ptr)throw\"Internal error, no pthread ptr!\";PThread.runningWorkers.push(worker);var tlsMemory=_malloc(128*4);for(var i=0;i<128;++i){GROWABLE_HEAP_I32()[tlsMemory+i*4>>2]=0}var stackHigh=threadParams.stackBase+threadParams.stackSize;var 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asmLibraryArg={\"e\":___assert_fail,\"r\":___call_main,\"x\":__emscripten_notify_thread_queue,\"b\":_abort,\"y\":_emscripten_asm_const_int,\"j\":_emscripten_conditional_set_current_thread_status,\"c\":_emscripten_futex_wait,\"d\":_emscripten_futex_wake,\"f\":_emscripten_get_now,\"p\":_emscripten_memcpy_big,\"z\":_emscripten_num_logical_cores,\"u\":_emscripten_receive_on_main_thread_js,\"q\":_emscripten_resize_heap,\"v\":_emscripten_set_canvas_element_size,\"i\":_emscripten_set_current_thread_status,\"t\":_emscripten_set_thread_name,\"w\":_emscripten_webgl_create_context,\"m\":_fd_close,\"n\":_fd_seek,\"g\":_fd_write,\"o\":initPthreadsJS,\"a\":wasmMemory||Module[\"wasmMemory\"],\"k\":_pthread_cleanup_pop,\"l\":_pthread_cleanup_push,\"h\":_pthread_create,\"s\":_sysconf};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"A\"]).apply(null,arguments)};var 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_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=function(){return(_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=Module[\"asm\"][\"gb\"]).apply(null,arguments)};var __emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=function(){return(__emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=Module[\"asm\"][\"hb\"]).apply(null,arguments)};var _emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=function(){return(_emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=Module[\"asm\"][\"ib\"]).apply(null,arguments)};var _emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=function(){return(_emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=Module[\"asm\"][\"jb\"]).apply(null,arguments)};var __emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=function(){return(__emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=Module[\"asm\"][\"kb\"]).apply(null,arguments)};var _emscripten_tls_init=Module[\"_emscripten_tls_init\"]=function(){return(_emscripten_tls_init=Module[\"_emscripten_tls_init\"]=Module[\"asm\"][\"lb\"]).apply(null,arguments)};var __emscripten_thread_init=Module[\"__emscripten_thread_init\"]=function(){return(__emscripten_thread_init=Module[\"__emscripten_thread_init\"]=Module[\"asm\"][\"mb\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"nb\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"ob\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"pb\"]).apply(null,arguments)};var _emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=function(){return(_emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=Module[\"asm\"][\"qb\"]).apply(null,arguments)};var _memalign=Module[\"_memalign\"]=function(){return(_memalign=Module[\"_memalign\"]=Module[\"asm\"][\"rb\"]).apply(null,arguments)};var __emscripten_allow_main_runtime_queued_calls=Module[\"__emscripten_allow_main_runtime_queued_calls\"]=9880;var __emscripten_main_thread_futex=Module[\"__emscripten_main_thread_futex\"]=11368;Module[\"cwrap\"]=cwrap;Module[\"PThread\"]=PThread;Module[\"PThread\"]=PThread;Module[\"wasmMemory\"]=wasmMemory;Module[\"ExitStatus\"]=ExitStatus;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}if(ENVIRONMENT_IS_PTHREAD){readyPromiseResolve(Module);postMessage({\"cmd\":\"loaded\"});return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;function exit(status,implicit){if(implicit&&noExitRuntime&&status===0){return}if(!implicit){if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exitProcess\",\"returnCode\":status});throw new ExitStatus(status)}else{}}if(noExitRuntime){}else{PThread.terminateAllThreads();EXITSTATUS=status;exitRuntime();if(Module[\"onExit\"])Module[\"onExit\"](status);ABORT=true}quit_(status,new ExitStatus(status))}if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}if(ENVIRONMENT_IS_PTHREAD){noExitRuntime=false;PThread.initWorker()}run();\n\n\n return WasmBackendModuleThreadedSimd.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModuleThreadedSimd;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModuleThreadedSimd; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModuleThreadedSimd\"] = WasmBackendModuleThreadedSimd;\n", "\nvar WasmBackendModule = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModule) {\n WasmBackendModule = WasmBackendModule || {};\n\nvar Module=typeof WasmBackendModule!==\"undefined\"?WasmBackendModule:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"}}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(_scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx))++endPtr;if(endPtr-idx>16&&heap.subarray&&UTF8Decoder){return UTF8Decoder.decode(heap.subarray(idx,endPtr))}else{var str=\"\";while(idx>10,56320|ch&1023)}}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(HEAPU8,ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,HEAPU8,outPtr,maxBytesToWrite)}function writeArrayToMemory(array,buffer){HEAP8.set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;__ATINIT__.push({func:function(){___wasm_call_ctors()}});function preRun(){if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){callRuntimeCallbacks(__ATMAIN__)}function postRun(){if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmMemory=Module[\"asm\"][\"g\"];updateGlobalBufferAndViews(wasmMemory.buffer);wasmTable=Module[\"asm\"][\"m\"];removeRunDependency(\"wasm-instantiate\")}addRunDependency(\"wasm-instantiate\");function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _abort(){abort()}function _emscripten_memcpy_big(dest,src,num){HEAPU8.copyWithin(dest,src,src+num)}function _emscripten_get_heap_size(){return HEAPU8.length}function emscripten_realloc_buffer(size){try{wasmMemory.grow(size-buffer.byteLength+65535>>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=HEAP32[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){}function _fd_write(fd,iov,iovcnt,pnum){var num=0;for(var i=0;i>2];var len=HEAP32[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}var asmLibraryArg={\"a\":_abort,\"d\":_emscripten_memcpy_big,\"e\":_emscripten_resize_heap,\"f\":_fd_close,\"c\":_fd_seek,\"b\":_fd_write};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"h\"]).apply(null,arguments)};var _init=Module[\"_init\"]=function(){return(_init=Module[\"_init\"]=Module[\"asm\"][\"i\"]).apply(null,arguments)};var _register_tensor=Module[\"_register_tensor\"]=function(){return(_register_tensor=Module[\"_register_tensor\"]=Module[\"asm\"][\"j\"]).apply(null,arguments)};var _dispose_data=Module[\"_dispose_data\"]=function(){return(_dispose_data=Module[\"_dispose_data\"]=Module[\"asm\"][\"k\"]).apply(null,arguments)};var _dispose=Module[\"_dispose\"]=function(){return(_dispose=Module[\"_dispose\"]=Module[\"asm\"][\"l\"]).apply(null,arguments)};var _Abs=Module[\"_Abs\"]=function(){return(_Abs=Module[\"_Abs\"]=Module[\"asm\"][\"n\"]).apply(null,arguments)};var _Add=Module[\"_Add\"]=function(){return(_Add=Module[\"_Add\"]=Module[\"asm\"][\"o\"]).apply(null,arguments)};var _AddN=Module[\"_AddN\"]=function(){return(_AddN=Module[\"_AddN\"]=Module[\"asm\"][\"p\"]).apply(null,arguments)};var _ArgMax=Module[\"_ArgMax\"]=function(){return(_ArgMax=Module[\"_ArgMax\"]=Module[\"asm\"][\"q\"]).apply(null,arguments)};var _AvgPool=Module[\"_AvgPool\"]=function(){return(_AvgPool=Module[\"_AvgPool\"]=Module[\"asm\"][\"r\"]).apply(null,arguments)};var _BatchMatMul=Module[\"_BatchMatMul\"]=function(){return(_BatchMatMul=Module[\"_BatchMatMul\"]=Module[\"asm\"][\"s\"]).apply(null,arguments)};var _Ceil=Module[\"_Ceil\"]=function(){return(_Ceil=Module[\"_Ceil\"]=Module[\"asm\"][\"t\"]).apply(null,arguments)};var _ClipByValue=Module[\"_ClipByValue\"]=function(){return(_ClipByValue=Module[\"_ClipByValue\"]=Module[\"asm\"][\"u\"]).apply(null,arguments)};var 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_Tile=Module[\"_Tile\"]=function(){return(_Tile=Module[\"_Tile\"]=Module[\"asm\"][\"Da\"]).apply(null,arguments)};var _TopK=Module[\"_TopK\"]=function(){return(_TopK=Module[\"_TopK\"]=Module[\"asm\"][\"Ea\"]).apply(null,arguments)};var _Transpose=Module[\"_Transpose\"]=function(){return(_Transpose=Module[\"_Transpose\"]=Module[\"asm\"][\"Fa\"]).apply(null,arguments)};var __FusedMatMul=Module[\"__FusedMatMul\"]=function(){return(__FusedMatMul=Module[\"__FusedMatMul\"]=Module[\"asm\"][\"Ga\"]).apply(null,arguments)};var _malloc=Module[\"_malloc\"]=function(){return(_malloc=Module[\"_malloc\"]=Module[\"asm\"][\"Ha\"]).apply(null,arguments)};var _free=Module[\"_free\"]=function(){return(_free=Module[\"_free\"]=Module[\"asm\"][\"Ia\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"Ja\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"Ka\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"La\"]).apply(null,arguments)};Module[\"cwrap\"]=cwrap;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}run();\n\n\n return WasmBackendModule.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModule;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModule; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModule\"] = WasmBackendModule;\n", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n//\n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n//\n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = String(data);\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "/*\nCopyright 2019 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (global, pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\n\nvar width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n} else {\n // When included as a plain script, set up Math.seedrandom global.\n math['seed' + rngname] = seedrandom;\n}\n\n\n// End anonymous scope, and pass initial values.\n})(\n // global: `self` in browsers (including strict mode and web workers),\n // otherwise `this` in Node and other environments\n (typeof self !== 'undefined') ? self : this,\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 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null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "export const wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(\" \");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(\" \");postMessage({cmd:\"alert\",text:text,threadId:Module[\"_pthread_self\"]()})}var err=threadPrintErr;this.alert=threadAlert;Module[\"instantiateWasm\"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module[\"wasmModule\"],info);Module[\"wasmModule\"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd===\"load\"){Module[\"wasmModule\"]=e.data.wasmModule;Module[\"wasmMemory\"]=e.data.wasmMemory;Module[\"buffer\"]=Module[\"wasmMemory\"].buffer;Module[\"ENVIRONMENT_IS_PTHREAD\"]=true;if(typeof e.data.urlOrBlob===\"string\"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd===\"objectTransfer\"){Module[\"PThread\"].receiveObjectTransfer(e.data)}else if(e.data.cmd===\"run\"){Module[\"__performance_now_clock_drift\"]=performance.now()-e.data.time;Module[\"__emscripten_thread_init\"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module[\"establishStackSpace\"](top,max);Module[\"_emscripten_tls_init\"]();Module[\"PThread\"].receiveObjectTransfer(e.data);Module[\"PThread\"].setThreadStatus(Module[\"_pthread_self\"](),1);try{var result=Module[\"invokeEntryPoint\"](e.data.start_routine,e.data.arg);if(!Module[\"getNoExitRuntime\"]())Module[\"PThread\"].threadExit(result)}catch(ex){if(ex===\"Canceled!\"){Module[\"PThread\"].threadCancel()}else if(ex!=\"unwind\"){if(ex instanceof Module[\"ExitStatus\"]){if(Module[\"getNoExitRuntime\"]()){}else{Module[\"PThread\"].threadExit(ex.status)}}else{Module[\"PThread\"].threadExit(-2);throw ex}}}}else if(e.data.cmd===\"cancel\"){if(Module[\"_pthread_self\"]()){Module[\"PThread\"].threadCancel()}}else if(e.data.target===\"setimmediate\"){}else if(e.data.cmd===\"processThreadQueue\"){if(Module[\"_pthread_self\"]()){Module[\"_emscripten_current_thread_process_queued_calls\"]()}}else{err(\"worker.js received unknown command \"+e.data.cmd);err(e.data)}}catch(ex){err(\"worker.js onmessage() captured an uncaught exception: \"+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require(\"worker_threads\");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on(\"message\",function(data){onmessage({data:data})});var nodeFS=require(\"fs\");var nodeRead=function(filename){return nodeFS.readFileSync(filename,\"utf8\")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance===\"undefined\"){performance={now:function(){return Date.now()}}}}';", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 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[0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n 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0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) {\n log('Human: invalid input', input);\n return { tensor: null, canvas: null };\n }\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n"], - "mappings": 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+ "sourcesContent": ["// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n// \n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n// \n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = data.toString();\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "", "/*\nCopyright 2014 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\nvar global = this,\n width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\nmath['seed' + rngname] = seedrandom;\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n}\n\n// End anonymous scope, and pass initial values.\n})(\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", "", "", "\nvar WasmBackendModuleThreadedSimd = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModuleThreadedSimd) {\n WasmBackendModuleThreadedSimd = WasmBackendModuleThreadedSimd || {};\n\nfunction GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP8}function GROWABLE_HEAP_U8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU8}function GROWABLE_HEAP_I32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP32}function GROWABLE_HEAP_U32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU32}function GROWABLE_HEAP_F64(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPF64}var Module=typeof WasmBackendModuleThreadedSimd!==\"undefined\"?WasmBackendModuleThreadedSimd:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var ENVIRONMENT_IS_PTHREAD=Module[\"ENVIRONMENT_IS_PTHREAD\"]||false;if(ENVIRONMENT_IS_PTHREAD){buffer=Module[\"buffer\"]}var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"};var nodeWorkerThreads;try{nodeWorkerThreads=require(\"worker_threads\")}catch(e){console.error('The \"worker_threads\" module is not supported in this node.js build - perhaps a newer version is needed?');throw e}global.Worker=nodeWorkerThreads.Worker}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(typeof _scriptDir !== \"undefined\" && _scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}if(ENVIRONMENT_IS_NODE){read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret}}else{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}if(ENVIRONMENT_IS_NODE){if(typeof performance===\"undefined\"){global.performance=require(\"perf_hooks\").performance}}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var Atomics_load=Atomics.load;var Atomics_store=Atomics.store;var Atomics_compareExchange=Atomics.compareExchange;var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var wasmModule;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx)){var u0=heap[idx++];if(!u0)return str;if(!(u0&128)){str+=String.fromCharCode(u0);continue}var u1=heap[idx++]&63;if((u0&224)==192){str+=String.fromCharCode((u0&31)<<6|u1);continue}var u2=heap[idx++]&63;if((u0&240)==224){u0=(u0&15)<<12|u1<<6|u2}else{u0=(u0&7)<<18|u1<<12|u2<<6|heap[idx++]&63}if(u0<65536){str+=String.fromCharCode(u0)}else{var ch=u0-65536;str+=String.fromCharCode(55296|ch>>10,56320|ch&1023)}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(GROWABLE_HEAP_U8(),ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,GROWABLE_HEAP_U8(),outPtr,maxBytesToWrite)}function lengthBytesUTF8(str){var len=0;for(var i=0;i=55296&&u<=57343)u=65536+((u&1023)<<10)|str.charCodeAt(++i)&1023;if(u<=127)++len;else if(u<=2047)len+=2;else if(u<=65535)len+=3;else len+=4}return len}function writeArrayToMemory(array,buffer){GROWABLE_HEAP_I8().set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;if(ENVIRONMENT_IS_PTHREAD){wasmMemory=Module[\"wasmMemory\"];buffer=Module[\"buffer\"]}else{if(Module[\"wasmMemory\"]){wasmMemory=Module[\"wasmMemory\"]}else{wasmMemory=new WebAssembly.Memory({\"initial\":INITIAL_MEMORY/65536,\"maximum\":2147483648/65536,\"shared\":true});if(!(wasmMemory.buffer instanceof SharedArrayBuffer)){err(\"requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag\");if(ENVIRONMENT_IS_NODE){console.log(\"(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)\")}throw Error(\"bad memory\")}}}if(wasmMemory){buffer=wasmMemory.buffer}INITIAL_MEMORY=buffer.byteLength;updateGlobalBufferAndViews(buffer);var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATEXIT__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;var runtimeExited=false;if(!ENVIRONMENT_IS_PTHREAD)__ATINIT__.push({func:function(){___wasm_call_ctors()}});if(ENVIRONMENT_IS_PTHREAD)runtimeInitialized=true;function preRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){if(ENVIRONMENT_IS_PTHREAD)return;callRuntimeCallbacks(__ATMAIN__)}function exitRuntime(){if(ENVIRONMENT_IS_PTHREAD)return;runtimeExited=true}function postRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){assert(!ENVIRONMENT_IS_PTHREAD,\"addRunDependency cannot be used in a pthread worker\");runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}if(ENVIRONMENT_IS_PTHREAD)console.error(\"Pthread aborting at \"+(new Error).stack);what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm-threaded-simd.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmTable=Module[\"asm\"][\"F\"];wasmModule=module;if(!ENVIRONMENT_IS_PTHREAD){var numWorkersToLoad=PThread.unusedWorkers.length;PThread.unusedWorkers.forEach(function(w){PThread.loadWasmModuleToWorker(w,function(){if(!--numWorkersToLoad)removeRunDependency(\"wasm-instantiate\")})})}}if(!ENVIRONMENT_IS_PTHREAD){addRunDependency(\"wasm-instantiate\")}function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"],output[\"module\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}var ASM_CONSTS={8991:function($0,$1){setTimeout(function(){__emscripten_do_dispatch_to_thread($0,$1)},0)}};function initPthreadsJS(){PThread.initRuntime()}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _emscripten_futex_wake(addr,count){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0||count<0)return-28;if(count==0)return 0;if(count>=2147483647)count=Infinity;var mainThreadWaitAddress=Atomics.load(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2);var mainThreadWoken=0;if(mainThreadWaitAddress==addr){var loadedAddr=Atomics.compareExchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,mainThreadWaitAddress,0);if(loadedAddr==mainThreadWaitAddress){--count;mainThreadWoken=1;if(count<=0)return 1}}var ret=Atomics.notify(GROWABLE_HEAP_I32(),addr>>2,count);if(ret>=0)return ret+mainThreadWoken;throw\"Atomics.notify returned an unexpected value \"+ret}Module[\"_emscripten_futex_wake\"]=_emscripten_futex_wake;function killThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! killThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in killThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];pthread.worker.terminate();PThread.freeThreadData(pthread);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker),1);pthread.worker.pthread=undefined}function cancelThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cancelThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cancelThread!\";var pthread=PThread.pthreads[pthread_ptr];pthread.worker.postMessage({\"cmd\":\"cancel\"})}function cleanupThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cleanupThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cleanupThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];if(pthread){var worker=pthread.worker;PThread.returnWorkerToPool(worker)}}var PThread={unusedWorkers:[],runningWorkers:[],initMainThreadBlock:function(){var pthreadPoolSize=8;for(var i=0;i>2]=tb;var headPtr=tb+152;GROWABLE_HEAP_I32()[headPtr>>2]=headPtr;var tlsMemory=_malloc(512);for(var i=0;i<128;++i)GROWABLE_HEAP_U32()[tlsMemory/4+i]=0;Atomics.store(GROWABLE_HEAP_U32(),tb+100>>2,tlsMemory);Atomics.store(GROWABLE_HEAP_U32(),tb+40>>2,tb);__emscripten_thread_init(tb,!ENVIRONMENT_IS_WORKER,1);_emscripten_register_main_browser_thread_id(tb)},initWorker:function(){},pthreads:{},threadExitHandlers:[],setThreadStatus:function(){},runExitHandlers:function(){while(PThread.threadExitHandlers.length>0){PThread.threadExitHandlers.pop()()}if(ENVIRONMENT_IS_PTHREAD&&_pthread_self())___pthread_tsd_run_dtors()},threadExit:function(exitCode){var tb=_pthread_self();if(tb){Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,exitCode);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+56>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+60>>2,0);PThread.runExitHandlers();_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exit\"})}}},threadCancel:function(){PThread.runExitHandlers();var tb=_pthread_self();Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,-1);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);postMessage({\"cmd\":\"cancelDone\"})},terminateAllThreads:function(){for(var t in PThread.pthreads){var pthread=PThread.pthreads[t];if(pthread&&pthread.worker){PThread.returnWorkerToPool(pthread.worker)}}PThread.pthreads={};for(var i=0;i>2];GROWABLE_HEAP_I32()[pthread.threadInfoStruct+100>>2]=0;_free(tlsMemory);_free(pthread.threadInfoStruct)}pthread.threadInfoStruct=0;if(pthread.allocatedOwnStack&&pthread.stackBase)_free(pthread.stackBase);pthread.stackBase=0;if(pthread.worker)pthread.worker.pthread=null},returnWorkerToPool:function(worker){PThread.runWithoutMainThreadQueuedCalls(function(){delete PThread.pthreads[worker.pthread.threadInfoStruct];PThread.unusedWorkers.push(worker);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker),1);PThread.freeThreadData(worker.pthread);worker.pthread=undefined})},runWithoutMainThreadQueuedCalls:function(func){GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=0;try{func()}finally{GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=1}},receiveObjectTransfer:function(data){},loadWasmModuleToWorker:function(worker,onFinishedLoading){worker.onmessage=function(e){var d=e[\"data\"];var cmd=d[\"cmd\"];if(worker.pthread)PThread.currentProxiedOperationCallerThread=worker.pthread.threadInfoStruct;if(d[\"targetThread\"]&&d[\"targetThread\"]!=_pthread_self()){var thread=PThread.pthreads[d.targetThread];if(thread){thread.worker.postMessage(e.data,d[\"transferList\"])}else{console.error('Internal error! Worker sent a message \"'+cmd+'\" to target pthread '+d[\"targetThread\"]+\", but that thread no longer exists!\")}PThread.currentProxiedOperationCallerThread=undefined;return}if(cmd===\"processQueuedMainThreadWork\"){_emscripten_main_thread_process_queued_calls()}else if(cmd===\"spawnThread\"){spawnThread(e.data)}else if(cmd===\"cleanupThread\"){cleanupThread(d[\"thread\"])}else if(cmd===\"killThread\"){killThread(d[\"thread\"])}else if(cmd===\"cancelThread\"){cancelThread(d[\"thread\"])}else if(cmd===\"loaded\"){worker.loaded=true;if(onFinishedLoading)onFinishedLoading(worker);if(worker.runPthread){worker.runPthread();delete worker.runPthread}}else if(cmd===\"print\"){out(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"printErr\"){err(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"alert\"){alert(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"exit\"){var detached=worker.pthread&&Atomics.load(GROWABLE_HEAP_U32(),worker.pthread.threadInfoStruct+64>>2);if(detached){PThread.returnWorkerToPool(worker)}}else if(cmd===\"exitProcess\"){try{exit(d[\"returnCode\"])}catch(e){if(e instanceof ExitStatus)return;throw e}}else if(cmd===\"cancelDone\"){PThread.returnWorkerToPool(worker)}else if(cmd===\"objectTransfer\"){PThread.receiveObjectTransfer(e.data)}else if(e.data.target===\"setimmediate\"){worker.postMessage(e.data)}else{err(\"worker sent an unknown command \"+cmd)}PThread.currentProxiedOperationCallerThread=undefined};worker.onerror=function(e){err(\"pthread sent an error! \"+e.filename+\":\"+e.lineno+\": \"+e.message)};if(ENVIRONMENT_IS_NODE){worker.on(\"message\",function(data){worker.onmessage({data:data})});worker.on(\"error\",function(data){worker.onerror(data)});worker.on(\"exit\",function(data){})}worker.postMessage({\"cmd\":\"load\",\"urlOrBlob\":Module[\"mainScriptUrlOrBlob\"]||_scriptDir,\"wasmMemory\":wasmMemory,\"wasmModule\":wasmModule})},allocateUnusedWorker:function(){var pthreadMainJs=locateFile(\"tfjs-backend-wasm-threaded-simd.worker.js\");PThread.unusedWorkers.push(new Worker(pthreadMainJs))},getNewWorker:function(){if(PThread.unusedWorkers.length==0){PThread.allocateUnusedWorker();PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0])}if(PThread.unusedWorkers.length>0)return PThread.unusedWorkers.pop();else return null},busySpinWait:function(msecs){var t=performance.now()+msecs;while(performance.now()>2]=value;return value}function _atexit(func,arg){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(1,1,func,arg)}function __emscripten_notify_thread_queue(targetThreadId,mainThreadId){if(targetThreadId==mainThreadId){postMessage({\"cmd\":\"processQueuedMainThreadWork\"})}else if(ENVIRONMENT_IS_PTHREAD){postMessage({\"targetThread\":targetThreadId,\"cmd\":\"processThreadQueue\"})}else{var pthread=PThread.pthreads[targetThreadId];var worker=pthread&&pthread.worker;if(!worker){return}worker.postMessage({\"cmd\":\"processThreadQueue\"})}return 1}function _abort(){abort()}function _emscripten_asm_const_int(code,sigPtr,argbuf){var args=readAsmConstArgs(sigPtr,argbuf);return ASM_CONSTS[code].apply(null,args)}function _emscripten_conditional_set_current_thread_status(expectedStatus,newStatus){}function _emscripten_futex_wait(addr,val,timeout){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0)return-28;if(!ENVIRONMENT_IS_WEB){var ret=Atomics.wait(GROWABLE_HEAP_I32(),addr>>2,val,timeout);if(ret===\"timed-out\")return-73;if(ret===\"not-equal\")return-6;if(ret===\"ok\")return 0;throw\"Atomics.wait returned an unexpected value \"+ret}else{if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}var tNow=performance.now();var tEnd=tNow+timeout;var lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr);while(1){tNow=performance.now();if(tNow>tEnd){lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);return-73}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);if(lastAddr==0){break}_emscripten_main_thread_process_queued_calls();if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr)}return 0}}function _emscripten_memcpy_big(dest,src,num){GROWABLE_HEAP_U8().copyWithin(dest,src,src+num)}function _emscripten_num_logical_cores(){if(ENVIRONMENT_IS_NODE)return require(\"os\").cpus().length;return navigator[\"hardwareConcurrency\"]}function _emscripten_proxy_to_main_thread_js(index,sync){var numCallArgs=arguments.length-2;var stack=stackSave();var serializedNumCallArgs=numCallArgs;var args=stackAlloc(serializedNumCallArgs*8);var b=args>>3;for(var i=0;i>=2;while(ch=GROWABLE_HEAP_U8()[sigPtr++]){var double=ch<105;if(double&&buf&1)buf++;readAsmConstArgsArray.push(double?GROWABLE_HEAP_F64()[buf++>>1]:GROWABLE_HEAP_I32()[buf]);++buf}return readAsmConstArgsArray}function _emscripten_receive_on_main_thread_js(index,numCallArgs,args){_emscripten_receive_on_main_thread_js_callArgs.length=numCallArgs;var b=args>>3;for(var i=0;i>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();if(requestedSize<=oldSize){return false}var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var JSEvents={inEventHandler:0,removeAllEventListeners:function(){for(var i=JSEvents.eventHandlers.length-1;i>=0;--i){JSEvents._removeHandler(i)}JSEvents.eventHandlers=[];JSEvents.deferredCalls=[]},registerRemoveEventListeners:function(){if(!JSEvents.removeEventListenersRegistered){__ATEXIT__.push(JSEvents.removeAllEventListeners);JSEvents.removeEventListenersRegistered=true}},deferredCalls:[],deferCall:function(targetFunction,precedence,argsList){function arraysHaveEqualContent(arrA,arrB){if(arrA.length!=arrB.length)return false;for(var i in arrA){if(arrA[i]!=arrB[i])return false}return true}for(var i in JSEvents.deferredCalls){var call=JSEvents.deferredCalls[i];if(call.targetFunction==targetFunction&&arraysHaveEqualContent(call.argsList,argsList)){return}}JSEvents.deferredCalls.push({targetFunction:targetFunction,precedence:precedence,argsList:argsList});JSEvents.deferredCalls.sort(function(x,y){return x.precedence>2]=eventTypeId;GROWABLE_HEAP_I32()[varargs+4>>2]=eventData;GROWABLE_HEAP_I32()[varargs+8>>2]=userData;__emscripten_call_on_thread(0,targetThread,637534208,eventHandlerFunc,eventData,varargs);stackRestore(stackTop)},getTargetThreadForEventCallback:function(targetThread){switch(targetThread){case 1:return 0;case 2:return PThread.currentProxiedOperationCallerThread;default:return targetThread}},getNodeNameForTarget:function(target){if(!target)return\"\";if(target==window)return\"#window\";if(target==screen)return\"#screen\";return target&&target.nodeName?target.nodeName:\"\"},fullscreenEnabled:function(){return document.fullscreenEnabled||document.webkitFullscreenEnabled}};function stringToNewUTF8(jsString){var length=lengthBytesUTF8(jsString)+1;var cString=_malloc(length);stringToUTF8(jsString,cString,length);return cString}function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height){var stackTop=stackSave();var varargs=stackAlloc(12);var targetCanvasPtr=0;if(targetCanvas){targetCanvasPtr=stringToNewUTF8(targetCanvas)}GROWABLE_HEAP_I32()[varargs>>2]=targetCanvasPtr;GROWABLE_HEAP_I32()[varargs+4>>2]=width;GROWABLE_HEAP_I32()[varargs+8>>2]=height;__emscripten_call_on_thread(0,targetThread,657457152,0,targetCanvasPtr,varargs);stackRestore(stackTop)}function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread,targetCanvas,width,height){targetCanvas=targetCanvas?UTF8ToString(targetCanvas):\"\";_emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height)}function maybeCStringToJsString(cString){return cString>2?UTF8ToString(cString):cString}var specialHTMLTargets=[0,typeof document!==\"undefined\"?document:0,typeof window!==\"undefined\"?window:0];function findEventTarget(target){target=maybeCStringToJsString(target);var domElement=specialHTMLTargets[target]||(typeof document!==\"undefined\"?document.querySelector(target):undefined);return domElement}function findCanvasEventTarget(target){return findEventTarget(target)}function _emscripten_set_canvas_element_size_calling_thread(target,width,height){var canvas=findCanvasEventTarget(target);if(!canvas)return-4;if(canvas.canvasSharedPtr){GROWABLE_HEAP_I32()[canvas.canvasSharedPtr>>2]=width;GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+4>>2]=height}if(canvas.offscreenCanvas||!canvas.controlTransferredOffscreen){if(canvas.offscreenCanvas)canvas=canvas.offscreenCanvas;var autoResizeViewport=false;if(canvas.GLctxObject&&canvas.GLctxObject.GLctx){var prevViewport=canvas.GLctxObject.GLctx.getParameter(2978);autoResizeViewport=prevViewport[0]===0&&prevViewport[1]===0&&prevViewport[2]===canvas.width&&prevViewport[3]===canvas.height}canvas.width=width;canvas.height=height;if(autoResizeViewport){canvas.GLctxObject.GLctx.viewport(0,0,width,height)}}else if(canvas.canvasSharedPtr){var targetThread=GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+8>>2];_emscripten_set_offscreencanvas_size_on_target_thread(targetThread,target,width,height);return 1}else{return-4}return 0}function _emscripten_set_canvas_element_size_main_thread(target,width,height){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(2,1,target,width,height);return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}function _emscripten_set_canvas_element_size(target,width,height){var canvas=findCanvasEventTarget(target);if(canvas){return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}else{return _emscripten_set_canvas_element_size_main_thread(target,width,height)}}function _emscripten_set_current_thread_status(newStatus){}function _emscripten_set_thread_name(threadId,name){}function __webgl_enable_ANGLE_instanced_arrays(ctx){var ext=ctx.getExtension(\"ANGLE_instanced_arrays\");if(ext){ctx[\"vertexAttribDivisor\"]=function(index,divisor){ext[\"vertexAttribDivisorANGLE\"](index,divisor)};ctx[\"drawArraysInstanced\"]=function(mode,first,count,primcount){ext[\"drawArraysInstancedANGLE\"](mode,first,count,primcount)};ctx[\"drawElementsInstanced\"]=function(mode,count,type,indices,primcount){ext[\"drawElementsInstancedANGLE\"](mode,count,type,indices,primcount)};return 1}}function __webgl_enable_OES_vertex_array_object(ctx){var ext=ctx.getExtension(\"OES_vertex_array_object\");if(ext){ctx[\"createVertexArray\"]=function(){return ext[\"createVertexArrayOES\"]()};ctx[\"deleteVertexArray\"]=function(vao){ext[\"deleteVertexArrayOES\"](vao)};ctx[\"bindVertexArray\"]=function(vao){ext[\"bindVertexArrayOES\"](vao)};ctx[\"isVertexArray\"]=function(vao){return ext[\"isVertexArrayOES\"](vao)};return 1}}function __webgl_enable_WEBGL_draw_buffers(ctx){var ext=ctx.getExtension(\"WEBGL_draw_buffers\");if(ext){ctx[\"drawBuffers\"]=function(n,bufs){ext[\"drawBuffersWEBGL\"](n,bufs)};return 1}}function __webgl_enable_WEBGL_multi_draw(ctx){return!!(ctx.multiDrawWebgl=ctx.getExtension(\"WEBGL_multi_draw\"))}var GL={counter:1,buffers:[],programs:[],framebuffers:[],renderbuffers:[],textures:[],uniforms:[],shaders:[],vaos:[],contexts:{},offscreenCanvases:{},timerQueriesEXT:[],programInfos:{},stringCache:{},unpackAlignment:4,recordError:function recordError(errorCode){if(!GL.lastError){GL.lastError=errorCode}},getNewId:function(table){var ret=GL.counter++;for(var i=table.length;i>2]:-1;source+=UTF8ToString(GROWABLE_HEAP_I32()[string+i*4>>2],len<0?undefined:len)}return source},createContext:function(canvas,webGLContextAttributes){var ctx=canvas.getContext(\"webgl\",webGLContextAttributes);if(!ctx)return 0;var handle=GL.registerContext(ctx,webGLContextAttributes);return handle},registerContext:function(ctx,webGLContextAttributes){var handle=_malloc(8);GROWABLE_HEAP_I32()[handle+4>>2]=_pthread_self();var context={handle:handle,attributes:webGLContextAttributes,version:webGLContextAttributes.majorVersion,GLctx:ctx};if(ctx.canvas)ctx.canvas.GLctxObject=context;GL.contexts[handle]=context;if(typeof webGLContextAttributes.enableExtensionsByDefault===\"undefined\"||webGLContextAttributes.enableExtensionsByDefault){GL.initExtensions(context)}return handle},makeContextCurrent:function(contextHandle){GL.currentContext=GL.contexts[contextHandle];Module.ctx=GLctx=GL.currentContext&&GL.currentContext.GLctx;return!(contextHandle&&!GLctx)},getContext:function(contextHandle){return GL.contexts[contextHandle]},deleteContext:function(contextHandle){if(GL.currentContext===GL.contexts[contextHandle])GL.currentContext=null;if(typeof JSEvents===\"object\")JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas);if(GL.contexts[contextHandle]&&GL.contexts[contextHandle].GLctx.canvas)GL.contexts[contextHandle].GLctx.canvas.GLctxObject=undefined;_free(GL.contexts[contextHandle].handle);GL.contexts[contextHandle]=null},initExtensions:function(context){if(!context)context=GL.currentContext;if(context.initExtensionsDone)return;context.initExtensionsDone=true;var GLctx=context.GLctx;__webgl_enable_ANGLE_instanced_arrays(GLctx);__webgl_enable_OES_vertex_array_object(GLctx);__webgl_enable_WEBGL_draw_buffers(GLctx);GLctx.disjointTimerQueryExt=GLctx.getExtension(\"EXT_disjoint_timer_query\");__webgl_enable_WEBGL_multi_draw(GLctx);var exts=GLctx.getSupportedExtensions()||[];exts.forEach(function(ext){if(ext.indexOf(\"lose_context\")<0&&ext.indexOf(\"debug\")<0){GLctx.getExtension(ext)}})},populateUniformTable:function(program){var p=GL.programs[program];var ptable=GL.programInfos[program]={uniforms:{},maxUniformLength:0,maxAttributeLength:-1,maxUniformBlockNameLength:-1};var utable=ptable.uniforms;var numUniforms=GLctx.getProgramParameter(p,35718);for(var i=0;i>2;var powerPreference=GROWABLE_HEAP_I32()[a+(24>>2)];var contextAttributes={\"alpha\":!!GROWABLE_HEAP_I32()[a+(0>>2)],\"depth\":!!GROWABLE_HEAP_I32()[a+(4>>2)],\"stencil\":!!GROWABLE_HEAP_I32()[a+(8>>2)],\"antialias\":!!GROWABLE_HEAP_I32()[a+(12>>2)],\"premultipliedAlpha\":!!GROWABLE_HEAP_I32()[a+(16>>2)],\"preserveDrawingBuffer\":!!GROWABLE_HEAP_I32()[a+(20>>2)],\"powerPreference\":__emscripten_webgl_power_preferences[powerPreference],\"failIfMajorPerformanceCaveat\":!!GROWABLE_HEAP_I32()[a+(28>>2)],majorVersion:GROWABLE_HEAP_I32()[a+(32>>2)],minorVersion:GROWABLE_HEAP_I32()[a+(36>>2)],enableExtensionsByDefault:GROWABLE_HEAP_I32()[a+(40>>2)],explicitSwapControl:GROWABLE_HEAP_I32()[a+(44>>2)],proxyContextToMainThread:GROWABLE_HEAP_I32()[a+(48>>2)],renderViaOffscreenBackBuffer:GROWABLE_HEAP_I32()[a+(52>>2)]};var canvas=findCanvasEventTarget(target);if(!canvas){return 0}if(contextAttributes.explicitSwapControl){return 0}var contextHandle=GL.createContext(canvas,contextAttributes);return contextHandle}function _emscripten_webgl_create_context(a0,a1){return _emscripten_webgl_do_create_context(a0,a1)}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=GROWABLE_HEAP_I32()[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(3,1,fd);return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(4,1,fd,offset_low,offset_high,whence,newOffset)}function _fd_write(fd,iov,iovcnt,pnum){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(5,1,fd,iov,iovcnt,pnum);var num=0;for(var i=0;i>2];var len=GROWABLE_HEAP_I32()[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}function _pthread_cleanup_pop(execute){var routine=PThread.threadExitHandlers.pop();if(execute)routine()}function _pthread_cleanup_push(routine,arg){PThread.threadExitHandlers.push(function(){wasmTable.get(routine)(arg)})}function spawnThread(threadParams){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! spawnThread() can only ever be called from main application thread!\";var worker=PThread.getNewWorker();if(worker.pthread!==undefined)throw\"Internal error!\";if(!threadParams.pthread_ptr)throw\"Internal error, no pthread ptr!\";PThread.runningWorkers.push(worker);var tlsMemory=_malloc(128*4);for(var i=0;i<128;++i){GROWABLE_HEAP_I32()[tlsMemory+i*4>>2]=0}var stackHigh=threadParams.stackBase+threadParams.stackSize;var pthread=PThread.pthreads[threadParams.pthread_ptr]={worker:worker,stackBase:threadParams.stackBase,stackSize:threadParams.stackSize,allocatedOwnStack:threadParams.allocatedOwnStack,threadInfoStruct:threadParams.pthread_ptr};var tis=pthread.threadInfoStruct>>2;Atomics.store(GROWABLE_HEAP_U32(),tis+(64>>2),threadParams.detached);Atomics.store(GROWABLE_HEAP_U32(),tis+(100>>2),tlsMemory);Atomics.store(GROWABLE_HEAP_U32(),tis+(40>>2),pthread.threadInfoStruct);Atomics.store(GROWABLE_HEAP_U32(),tis+(80>>2),threadParams.stackSize);Atomics.store(GROWABLE_HEAP_U32(),tis+(76>>2),stackHigh);Atomics.store(GROWABLE_HEAP_U32(),tis+(104>>2),threadParams.stackSize);Atomics.store(GROWABLE_HEAP_U32(),tis+(104+8>>2),stackHigh);Atomics.store(GROWABLE_HEAP_U32(),tis+(104+12>>2),threadParams.detached);var global_libc=_emscripten_get_global_libc();var global_locale=global_libc+40;Atomics.store(GROWABLE_HEAP_U32(),tis+(172>>2),global_locale);worker.pthread=pthread;var msg={\"cmd\":\"run\",\"start_routine\":threadParams.startRoutine,\"arg\":threadParams.arg,\"threadInfoStruct\":threadParams.pthread_ptr,\"stackBase\":threadParams.stackBase,\"stackSize\":threadParams.stackSize};worker.runPthread=function(){msg.time=performance.now();worker.postMessage(msg,threadParams.transferList)};if(worker.loaded){worker.runPthread();delete worker.runPthread}}function _pthread_create(pthread_ptr,attr,start_routine,arg){if(typeof SharedArrayBuffer===\"undefined\"){err(\"Current environment does not support SharedArrayBuffer, pthreads are not available!\");return 6}if(!pthread_ptr){err(\"pthread_create called with a null thread pointer!\");return 28}var transferList=[];var error=0;if(ENVIRONMENT_IS_PTHREAD&&(transferList.length===0||error)){return _emscripten_sync_run_in_main_thread_4(687865856,pthread_ptr,attr,start_routine,arg)}if(error)return error;var stackSize=0;var stackBase=0;var detached=0;if(attr&&attr!=-1){stackSize=GROWABLE_HEAP_I32()[attr>>2];stackSize+=81920;stackBase=GROWABLE_HEAP_I32()[attr+8>>2];detached=GROWABLE_HEAP_I32()[attr+12>>2]!==0}else{stackSize=2097152}var allocatedOwnStack=stackBase==0;if(allocatedOwnStack){stackBase=_memalign(16,stackSize)}else{stackBase-=stackSize;assert(stackBase>0)}var threadInfoStruct=_malloc(228);for(var i=0;i<228>>2;++i)GROWABLE_HEAP_U32()[(threadInfoStruct>>2)+i]=0;GROWABLE_HEAP_I32()[pthread_ptr>>2]=threadInfoStruct;GROWABLE_HEAP_I32()[threadInfoStruct+12>>2]=threadInfoStruct;var headPtr=threadInfoStruct+152;GROWABLE_HEAP_I32()[headPtr>>2]=headPtr;var threadParams={stackBase:stackBase,stackSize:stackSize,allocatedOwnStack:allocatedOwnStack,detached:detached,startRoutine:start_routine,pthread_ptr:threadInfoStruct,arg:arg,transferList:transferList};if(ENVIRONMENT_IS_PTHREAD){threadParams.cmd=\"spawnThread\";postMessage(threadParams,transferList)}else{spawnThread(threadParams)}return 0}function _sysconf(name){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(6,1,name);switch(name){case 30:return 16384;case 85:var maxHeapSize=2147483648;return maxHeapSize/16384;case 132:case 133:case 12:case 137:case 138:case 15:case 235:case 16:case 17:case 18:case 19:case 20:case 149:case 13:case 10:case 236:case 153:case 9:case 21:case 22:case 159:case 154:case 14:case 77:case 78:case 139:case 82:case 68:case 67:case 164:case 11:case 29:case 47:case 48:case 95:case 52:case 51:case 46:return 200809;case 27:case 246:case 127:case 128:case 23:case 24:case 160:case 161:case 181:case 182:case 242:case 183:case 184:case 243:case 244:case 245:case 165:case 178:case 179:case 49:case 50:case 168:case 169:case 175:case 170:case 171:case 172:case 97:case 76:case 32:case 173:case 35:case 80:case 81:case 79:return-1;case 176:case 177:case 7:case 155:case 8:case 157:case 125:case 126:case 92:case 93:case 129:case 130:case 131:case 94:case 91:return 1;case 74:case 60:case 69:case 70:case 4:return 1024;case 31:case 42:case 72:return 32;case 87:case 26:case 33:return 2147483647;case 34:case 1:return 47839;case 38:case 36:return 99;case 43:case 37:return 2048;case 0:return 2097152;case 3:return 65536;case 28:return 32768;case 44:return 32767;case 75:return 16384;case 39:return 1e3;case 89:return 700;case 71:return 256;case 40:return 255;case 2:return 100;case 180:return 64;case 25:return 20;case 5:return 16;case 6:return 6;case 73:return 4;case 84:{if(typeof navigator===\"object\")return navigator[\"hardwareConcurrency\"]||1;return 1}}setErrNo(28);return-1}if(!ENVIRONMENT_IS_PTHREAD)PThread.initMainThreadBlock();var GLctx;var proxiedFunctionTable=[null,_atexit,_emscripten_set_canvas_element_size_main_thread,_fd_close,_fd_seek,_fd_write,_sysconf];var asmLibraryArg={\"e\":___assert_fail,\"r\":___call_main,\"x\":__emscripten_notify_thread_queue,\"b\":_abort,\"y\":_emscripten_asm_const_int,\"j\":_emscripten_conditional_set_current_thread_status,\"c\":_emscripten_futex_wait,\"d\":_emscripten_futex_wake,\"f\":_emscripten_get_now,\"p\":_emscripten_memcpy_big,\"z\":_emscripten_num_logical_cores,\"u\":_emscripten_receive_on_main_thread_js,\"q\":_emscripten_resize_heap,\"v\":_emscripten_set_canvas_element_size,\"i\":_emscripten_set_current_thread_status,\"t\":_emscripten_set_thread_name,\"w\":_emscripten_webgl_create_context,\"m\":_fd_close,\"n\":_fd_seek,\"g\":_fd_write,\"o\":initPthreadsJS,\"a\":wasmMemory||Module[\"wasmMemory\"],\"k\":_pthread_cleanup_pop,\"l\":_pthread_cleanup_push,\"h\":_pthread_create,\"s\":_sysconf};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"A\"]).apply(null,arguments)};var 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___pthread_tsd_run_dtors=Module[\"___pthread_tsd_run_dtors\"]=function(){return(___pthread_tsd_run_dtors=Module[\"___pthread_tsd_run_dtors\"]=Module[\"asm\"][\"db\"]).apply(null,arguments)};var _emscripten_main_thread_process_queued_calls=Module[\"_emscripten_main_thread_process_queued_calls\"]=function(){return(_emscripten_main_thread_process_queued_calls=Module[\"_emscripten_main_thread_process_queued_calls\"]=Module[\"asm\"][\"eb\"]).apply(null,arguments)};var _emscripten_current_thread_process_queued_calls=Module[\"_emscripten_current_thread_process_queued_calls\"]=function(){return(_emscripten_current_thread_process_queued_calls=Module[\"_emscripten_current_thread_process_queued_calls\"]=Module[\"asm\"][\"fb\"]).apply(null,arguments)};var _emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=function(){return(_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=Module[\"asm\"][\"gb\"]).apply(null,arguments)};var __emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=function(){return(__emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=Module[\"asm\"][\"hb\"]).apply(null,arguments)};var _emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=function(){return(_emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=Module[\"asm\"][\"ib\"]).apply(null,arguments)};var _emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=function(){return(_emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=Module[\"asm\"][\"jb\"]).apply(null,arguments)};var __emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=function(){return(__emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=Module[\"asm\"][\"kb\"]).apply(null,arguments)};var _emscripten_tls_init=Module[\"_emscripten_tls_init\"]=function(){return(_emscripten_tls_init=Module[\"_emscripten_tls_init\"]=Module[\"asm\"][\"lb\"]).apply(null,arguments)};var __emscripten_thread_init=Module[\"__emscripten_thread_init\"]=function(){return(__emscripten_thread_init=Module[\"__emscripten_thread_init\"]=Module[\"asm\"][\"mb\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"nb\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"ob\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"pb\"]).apply(null,arguments)};var _emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=function(){return(_emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=Module[\"asm\"][\"qb\"]).apply(null,arguments)};var _memalign=Module[\"_memalign\"]=function(){return(_memalign=Module[\"_memalign\"]=Module[\"asm\"][\"rb\"]).apply(null,arguments)};var __emscripten_allow_main_runtime_queued_calls=Module[\"__emscripten_allow_main_runtime_queued_calls\"]=9880;var __emscripten_main_thread_futex=Module[\"__emscripten_main_thread_futex\"]=11368;Module[\"cwrap\"]=cwrap;Module[\"PThread\"]=PThread;Module[\"PThread\"]=PThread;Module[\"wasmMemory\"]=wasmMemory;Module[\"ExitStatus\"]=ExitStatus;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}if(ENVIRONMENT_IS_PTHREAD){readyPromiseResolve(Module);postMessage({\"cmd\":\"loaded\"});return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;function exit(status,implicit){if(implicit&&noExitRuntime&&status===0){return}if(!implicit){if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exitProcess\",\"returnCode\":status});throw new ExitStatus(status)}else{}}if(noExitRuntime){}else{PThread.terminateAllThreads();EXITSTATUS=status;exitRuntime();if(Module[\"onExit\"])Module[\"onExit\"](status);ABORT=true}quit_(status,new ExitStatus(status))}if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}if(ENVIRONMENT_IS_PTHREAD){noExitRuntime=false;PThread.initWorker()}run();\n\n\n return WasmBackendModuleThreadedSimd.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModuleThreadedSimd;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModuleThreadedSimd; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModuleThreadedSimd\"] = WasmBackendModuleThreadedSimd;\n", "\nvar WasmBackendModule = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModule) {\n WasmBackendModule = WasmBackendModule || {};\n\nvar Module=typeof WasmBackendModule!==\"undefined\"?WasmBackendModule:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"}}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(_scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx))++endPtr;if(endPtr-idx>16&&heap.subarray&&UTF8Decoder){return UTF8Decoder.decode(heap.subarray(idx,endPtr))}else{var str=\"\";while(idx>10,56320|ch&1023)}}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(HEAPU8,ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,HEAPU8,outPtr,maxBytesToWrite)}function writeArrayToMemory(array,buffer){HEAP8.set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;__ATINIT__.push({func:function(){___wasm_call_ctors()}});function preRun(){if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){callRuntimeCallbacks(__ATMAIN__)}function postRun(){if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmMemory=Module[\"asm\"][\"g\"];updateGlobalBufferAndViews(wasmMemory.buffer);wasmTable=Module[\"asm\"][\"m\"];removeRunDependency(\"wasm-instantiate\")}addRunDependency(\"wasm-instantiate\");function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _abort(){abort()}function _emscripten_memcpy_big(dest,src,num){HEAPU8.copyWithin(dest,src,src+num)}function _emscripten_get_heap_size(){return HEAPU8.length}function emscripten_realloc_buffer(size){try{wasmMemory.grow(size-buffer.byteLength+65535>>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=HEAP32[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){}function _fd_write(fd,iov,iovcnt,pnum){var num=0;for(var i=0;i>2];var len=HEAP32[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}var asmLibraryArg={\"a\":_abort,\"d\":_emscripten_memcpy_big,\"e\":_emscripten_resize_heap,\"f\":_fd_close,\"c\":_fd_seek,\"b\":_fd_write};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"h\"]).apply(null,arguments)};var _init=Module[\"_init\"]=function(){return(_init=Module[\"_init\"]=Module[\"asm\"][\"i\"]).apply(null,arguments)};var _register_tensor=Module[\"_register_tensor\"]=function(){return(_register_tensor=Module[\"_register_tensor\"]=Module[\"asm\"][\"j\"]).apply(null,arguments)};var _dispose_data=Module[\"_dispose_data\"]=function(){return(_dispose_data=Module[\"_dispose_data\"]=Module[\"asm\"][\"k\"]).apply(null,arguments)};var _dispose=Module[\"_dispose\"]=function(){return(_dispose=Module[\"_dispose\"]=Module[\"asm\"][\"l\"]).apply(null,arguments)};var _Abs=Module[\"_Abs\"]=function(){return(_Abs=Module[\"_Abs\"]=Module[\"asm\"][\"n\"]).apply(null,arguments)};var _Add=Module[\"_Add\"]=function(){return(_Add=Module[\"_Add\"]=Module[\"asm\"][\"o\"]).apply(null,arguments)};var _AddN=Module[\"_AddN\"]=function(){return(_AddN=Module[\"_AddN\"]=Module[\"asm\"][\"p\"]).apply(null,arguments)};var _ArgMax=Module[\"_ArgMax\"]=function(){return(_ArgMax=Module[\"_ArgMax\"]=Module[\"asm\"][\"q\"]).apply(null,arguments)};var _AvgPool=Module[\"_AvgPool\"]=function(){return(_AvgPool=Module[\"_AvgPool\"]=Module[\"asm\"][\"r\"]).apply(null,arguments)};var _BatchMatMul=Module[\"_BatchMatMul\"]=function(){return(_BatchMatMul=Module[\"_BatchMatMul\"]=Module[\"asm\"][\"s\"]).apply(null,arguments)};var _Ceil=Module[\"_Ceil\"]=function(){return(_Ceil=Module[\"_Ceil\"]=Module[\"asm\"][\"t\"]).apply(null,arguments)};var _ClipByValue=Module[\"_ClipByValue\"]=function(){return(_ClipByValue=Module[\"_ClipByValue\"]=Module[\"asm\"][\"u\"]).apply(null,arguments)};var 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_Tile=Module[\"_Tile\"]=function(){return(_Tile=Module[\"_Tile\"]=Module[\"asm\"][\"Da\"]).apply(null,arguments)};var _TopK=Module[\"_TopK\"]=function(){return(_TopK=Module[\"_TopK\"]=Module[\"asm\"][\"Ea\"]).apply(null,arguments)};var _Transpose=Module[\"_Transpose\"]=function(){return(_Transpose=Module[\"_Transpose\"]=Module[\"asm\"][\"Fa\"]).apply(null,arguments)};var __FusedMatMul=Module[\"__FusedMatMul\"]=function(){return(__FusedMatMul=Module[\"__FusedMatMul\"]=Module[\"asm\"][\"Ga\"]).apply(null,arguments)};var _malloc=Module[\"_malloc\"]=function(){return(_malloc=Module[\"_malloc\"]=Module[\"asm\"][\"Ha\"]).apply(null,arguments)};var _free=Module[\"_free\"]=function(){return(_free=Module[\"_free\"]=Module[\"asm\"][\"Ia\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"Ja\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"Ka\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"La\"]).apply(null,arguments)};Module[\"cwrap\"]=cwrap;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}run();\n\n\n return WasmBackendModule.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModule;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModule; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModule\"] = WasmBackendModule;\n", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n//\n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n//\n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = String(data);\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "/*\nCopyright 2019 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (global, pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\n\nvar width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n} else {\n // When included as a plain script, set up Math.seedrandom global.\n math['seed' + rngname] = seedrandom;\n}\n\n\n// End anonymous scope, and pass initial values.\n})(\n // global: `self` in browsers (including strict mode and web workers),\n // otherwise `this` in Node and other environments\n (typeof self !== 'undefined') ? self : this,\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 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null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "export const wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(\" \");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(\" \");postMessage({cmd:\"alert\",text:text,threadId:Module[\"_pthread_self\"]()})}var err=threadPrintErr;this.alert=threadAlert;Module[\"instantiateWasm\"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module[\"wasmModule\"],info);Module[\"wasmModule\"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd===\"load\"){Module[\"wasmModule\"]=e.data.wasmModule;Module[\"wasmMemory\"]=e.data.wasmMemory;Module[\"buffer\"]=Module[\"wasmMemory\"].buffer;Module[\"ENVIRONMENT_IS_PTHREAD\"]=true;if(typeof e.data.urlOrBlob===\"string\"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd===\"objectTransfer\"){Module[\"PThread\"].receiveObjectTransfer(e.data)}else if(e.data.cmd===\"run\"){Module[\"__performance_now_clock_drift\"]=performance.now()-e.data.time;Module[\"__emscripten_thread_init\"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module[\"establishStackSpace\"](top,max);Module[\"_emscripten_tls_init\"]();Module[\"PThread\"].receiveObjectTransfer(e.data);Module[\"PThread\"].setThreadStatus(Module[\"_pthread_self\"](),1);try{var result=Module[\"invokeEntryPoint\"](e.data.start_routine,e.data.arg);if(!Module[\"getNoExitRuntime\"]())Module[\"PThread\"].threadExit(result)}catch(ex){if(ex===\"Canceled!\"){Module[\"PThread\"].threadCancel()}else if(ex!=\"unwind\"){if(ex instanceof Module[\"ExitStatus\"]){if(Module[\"getNoExitRuntime\"]()){}else{Module[\"PThread\"].threadExit(ex.status)}}else{Module[\"PThread\"].threadExit(-2);throw ex}}}}else if(e.data.cmd===\"cancel\"){if(Module[\"_pthread_self\"]()){Module[\"PThread\"].threadCancel()}}else if(e.data.target===\"setimmediate\"){}else if(e.data.cmd===\"processThreadQueue\"){if(Module[\"_pthread_self\"]()){Module[\"_emscripten_current_thread_process_queued_calls\"]()}}else{err(\"worker.js received unknown command \"+e.data.cmd);err(e.data)}}catch(ex){err(\"worker.js onmessage() captured an uncaught exception: \"+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require(\"worker_threads\");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on(\"message\",function(data){onmessage({data:data})});var nodeFS=require(\"fs\");var nodeRead=function(filename){return nodeFS.readFileSync(filename,\"utf8\")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance===\"undefined\"){performance={now:function(){return Date.now()}}}}';", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 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[0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n 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0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (!(input instanceof tf.Tensor) && !(input instanceof ImageData) && !(input instanceof ImageBitmap) && !(input instanceof HTMLVideoElement) && !(input instanceof HTMLCanvasElement) && !(input instanceof OffscreenCanvas)) {\n throw new Error('Human: Input type is not recognized');\n }\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) throw new Error('Human: Input cannot determine dimension');\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n"], + "mappings": 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"names": [] } diff --git a/dist/human.js b/dist/human.js index dc6ad05e..b5365df6 100644 --- a/dist/human.js +++ b/dist/human.js @@ -5,28362 +5,31 @@ author: ' */ -var Human = (() => { - var __defProp = Object.defineProperty; - var __export = (target, all5) => { - for (var name in all5) - __defProp(target, name, {get: all5[name], enumerable: true}); - }; - var __accessCheck = (obj, member, msg) => { - if (!member.has(obj)) - throw TypeError("Cannot " + msg); - }; - var __privateGet = (obj, member, getter) => { - __accessCheck(obj, member, "read from private field"); - return getter ? getter.call(obj) : member.get(obj); - }; - var __privateSet = (obj, member, value, setter) => { - __accessCheck(obj, member, "write to private field"); - setter ? setter.call(obj, value) : member.set(obj, value); - return value; - }; - - // src/human.ts - var human_exports = {}; - __export(human_exports, { - Human: () => Human, - default: () => Human - }); - - // src/helpers.ts - function log(...msg) { - const dt = new Date(); - const ts = `${dt.getHours().toString().padStart(2, "0")}:${dt.getMinutes().toString().padStart(2, "0")}:${dt.getSeconds().toString().padStart(2, "0")}.${dt.getMilliseconds().toString().padStart(3, "0")}`; - if (msg) - console.log(ts, "Human:", ...msg); - } - var now = () => { - if (typeof performance !== "undefined") - return performance.now(); - return parseInt((Number(process.hrtime.bigint()) / 1e3 / 1e3).toString()); - }; - function mergeDeep(...objects) { - const isObject = (obj) => obj && typeof obj === "object"; - return objects.reduce((prev, obj) => { - Object.keys(obj || {}).forEach((key) => { - const pVal = prev[key]; - const oVal = obj[key]; - if (Array.isArray(pVal) && Array.isArray(oVal)) - prev[key] = pVal.concat(...oVal); - else if (isObject(pVal) && isObject(oVal)) - prev[key] = mergeDeep(pVal, oVal); - else - prev[key] = oVal; - }); - return prev; - }, {}); - } - - // src/sysinfo.ts - function info() { - let platform; - let agent; - if (typeof navigator !== "undefined") { - const raw = navigator.userAgent.match(/\(([^()]+)\)/g); - if (raw && raw[0]) { - platform = raw[0].match(/\(([^()]+)\)/g)[0].replace(/\(|\)/g, ""); - agent = navigator.userAgent.replace(raw[0], ""); - if (platform[1]) - agent = agent.replace(raw[1], ""); - agent = agent.replace(/ /g, " "); - } - } else if (typeof process !== "undefined") { - platform = `${process.platform} ${process.arch}`; - agent = `NodeJS ${process.version}`; - } - return {platform, agent}; - } - - // dist/tfjs.esm.js - var tfjs_esm_exports = {}; - __export(tfjs_esm_exports, { - Abs: () => Abs, - Acos: () => Acos, - Acosh: () => Acosh, - AdadeltaOptimizer: () => AdadeltaOptimizer, - AdagradOptimizer: () => AdagradOptimizer, - AdamOptimizer: () => AdamOptimizer, - AdamaxOptimizer: () => AdamaxOptimizer, - Add: () => Add, - AddN: () => AddN, - All: () => All, - Any: () => Any, - ArgMax: () => ArgMax, - ArgMin: () => ArgMin, - Asin: () => Asin, - Asinh: () => Asinh, - Atan: () => Atan, - Atan2: () => Atan2, - Atanh: () => Atanh, - AvgPool: () => AvgPool, - AvgPool3D: () => AvgPool3D, - AvgPool3DGrad: () => AvgPool3DGrad, - AvgPoolGrad: () => AvgPoolGrad, - BackendWasm: () => BackendWasm, - BatchMatMul: () => BatchMatMul, - BatchToSpaceND: () => BatchToSpaceND, - Bincount: () => Bincount, - BroadcastTo: () => BroadcastTo, - Callback: () => Callback, - CallbackList: () => CallbackList, - Cast: () => Cast, - Ceil: () => Ceil, - ClipByValue: () => ClipByValue, - Complex: () => Complex, - ComplexAbs: () => ComplexAbs, - Concat: () => Concat, - Conv2D: () => Conv2D, - Conv2DBackpropFilter: () => Conv2DBackpropFilter, - Conv2DBackpropInput: () => Conv2DBackpropInput, - Conv3D: () => Conv3D, - Conv3DBackpropFilterV2: () => Conv3DBackpropFilterV2, - Conv3DBackpropInputV2: () => Conv3DBackpropInputV2, - Cos: () => Cos, - Cosh: () => Cosh, - CropAndResize: () => CropAndResize, - Cumsum: () => Cumsum, - CustomCallback: () => CustomCallback, - DataStorage: () => DataStorage, - DenseBincount: () => DenseBincount, - DepthToSpace: () => DepthToSpace, - DepthwiseConv2dNative: () => DepthwiseConv2dNative, - DepthwiseConv2dNativeBackpropFilter: () => DepthwiseConv2dNativeBackpropFilter, - DepthwiseConv2dNativeBackpropInput: () => DepthwiseConv2dNativeBackpropInput, - Diag: () => Diag, - Dilation2D: () => Dilation2D, - Dilation2DBackpropFilter: () => Dilation2DBackpropFilter, - Dilation2DBackpropInput: () => Dilation2DBackpropInput, - ENV: () => ENV, - EarlyStopping: () => EarlyStopping, - Elu: () => Elu, - EluGrad: () => EluGrad, - Environment: () => Environment, - Equal: () => Equal, - Erf: () => Erf, - Exp: () => Exp, - ExpandDims: () => ExpandDims, - Expm1: () => Expm1, - FFT: () => FFT, - Fill: () => Fill, - FlipLeftRight: () => FlipLeftRight, - Floor: () => Floor, - FloorDiv: () => FloorDiv, - FromPixels: () => FromPixels, - FusedBatchNorm: () => FusedBatchNorm, - FusedConv2D: () => FusedConv2D, - FusedDepthwiseConv2D: () => FusedDepthwiseConv2D, - GPGPUContext: () => GPGPUContext, - GatherNd: () => GatherNd, - GatherV2: () => GatherV2, - GraphModel: () => GraphModel, - Greater: () => Greater, - GreaterEqual: () => GreaterEqual, - History: () => History, - IFFT: () => IFFT, - Identity: () => Identity, - Imag: () => Imag, - InputSpec: () => InputSpec, - IsFinite: () => IsFinite, - IsInf: () => IsInf, - IsNan: () => IsNan, - KernelBackend: () => KernelBackend, - LRN: () => LRN, - LRNGrad: () => LRNGrad, - LayerVariable: () => LayerVariable, - LayersModel: () => LayersModel, - LeakyRelu: () => LeakyRelu, - Less: () => Less, - LessEqual: () => LessEqual, - LinSpace: () => LinSpace, - Log: () => Log, - Log1p: () => Log1p, - LogSoftmax: () => LogSoftmax, - LogicalAnd: () => LogicalAnd, - LogicalNot: () => LogicalNot, - LogicalOr: () => LogicalOr, - MathBackendCPU: () => MathBackendCPU, - MathBackendWebGL: () => MathBackendWebGL, - Max: () => Max, - MaxPool: () => MaxPool, - MaxPool3D: () => MaxPool3D, - MaxPool3DGrad: () => MaxPool3DGrad, - MaxPoolGrad: () => MaxPoolGrad, - MaxPoolWithArgmax: () => MaxPoolWithArgmax, - Maximum: () => Maximum, - Mean: () => Mean, - Min: () => Min, - Minimum: () => Minimum, - MirrorPad: () => MirrorPad, - Mod: () => Mod, - MomentumOptimizer: () => MomentumOptimizer, - Multinomial: () => Multinomial, - Multiply: () => Multiply, - Neg: () => Neg, - NonMaxSuppressionV3: () => NonMaxSuppressionV3, - NonMaxSuppressionV4: () => NonMaxSuppressionV4, - NonMaxSuppressionV5: () => NonMaxSuppressionV5, - NotEqual: () => NotEqual, - OP_SCOPE_SUFFIX: () => OP_SCOPE_SUFFIX, - OneHot: () => OneHot, - OnesLike: () => OnesLike, - Optimizer: () => Optimizer, - Pack: () => Pack, - PadV2: () => PadV2, - Pool: () => Pool, - Pow: () => Pow, - Prelu: () => Prelu, - Prod: () => Prod, - RMSPropOptimizer: () => RMSPropOptimizer, - RNN: () => RNN, - Range: () => Range, - Rank: () => Rank, - Real: () => Real, - RealDiv: () => RealDiv, - Reciprocal: () => Reciprocal, - Reduction: () => Reduction, - Relu: () => Relu, - Relu6: () => Relu6, - Reshape: () => Reshape, - ResizeBilinear: () => ResizeBilinear, - ResizeBilinearGrad: () => ResizeBilinearGrad, - ResizeNearestNeighbor: () => ResizeNearestNeighbor, - ResizeNearestNeighborGrad: () => ResizeNearestNeighborGrad, - Reverse: () => Reverse, - RotateWithOffset: () => RotateWithOffset, - Round: () => Round, - Rsqrt: () => Rsqrt, - SGDOptimizer: () => SGDOptimizer, - ScatterNd: () => ScatterNd, - Select: () => Select, - Selu: () => Selu, - Sequential: () => Sequential, - Sigmoid: () => Sigmoid, - Sign: () => Sign, - Sin: () => Sin, - Sinh: () => Sinh, - Slice: () => Slice, - Softmax: () => Softmax, - Softplus: () => Softplus, - SpaceToBatchND: () => SpaceToBatchND, - SparseToDense: () => SparseToDense, - SplitV: () => SplitV, - Sqrt: () => Sqrt, - Square: () => Square, - SquaredDifference: () => SquaredDifference, - Step: () => Step, - StridedSlice: () => StridedSlice, - Sub: () => Sub, - Sum: () => Sum, - SymbolicTensor: () => SymbolicTensor, - Tan: () => Tan, - Tanh: () => Tanh, - Tensor: () => Tensor, - TensorBuffer: () => TensorBuffer, - Tile: () => Tile, - TopK: () => TopK, - Transform: () => Transform, - Transpose: () => Transpose, - Unique: () => Unique, - Unpack: () => Unpack, - UnsortedSegmentSum: () => UnsortedSegmentSum, - Variable: () => Variable, - ZerosLike: () => ZerosLike, - _FusedMatMul: () => _FusedMatMul, - abs: () => abs, - acos: () => acos, - acosh: () => acosh, - add: () => add2, - addN: () => addN, - all: () => all, - any: () => any, - argMax: () => argMax, - argMin: () => argMin, - asin: () => asin, - asinh: () => asinh, - atan: () => atan, - atan2: () => atan2, - atanh: () => atanh, - avgPool: () => avgPool, - avgPool3d: () => avgPool3d, - backend: () => backend, - backend_util: () => backend_util_exports, - basicLSTMCell: () => basicLSTMCell, - batchNorm: () => batchNorm, - batchNorm2d: () => batchNorm2d, - batchNorm3d: () => batchNorm3d, - batchNorm4d: () => batchNorm4d, - batchToSpaceND: () => batchToSpaceND, - bincount: () => bincount, - booleanMaskAsync: () => booleanMaskAsync, - broadcastTo: () => broadcastTo, - browser: () => browser_exports, - buffer: () => buffer, - callbacks: () => callbacks, - cast: () => cast, - ceil: () => ceil, - clipByValue: () => clipByValue, - clone: () => clone, - complex: () => complex, - concat: () => concat, - concat1d: () => concat1d, - concat2d: () => concat2d, - concat3d: () => concat3d, - concat4d: () => concat4d, - constraints: () => exports_constraints_exports, - conv1d: () => conv1d, - conv2d: () => conv2d, - conv2dTranspose: () => conv2dTranspose, - conv3d: () => conv3d, - conv3dTranspose: () => conv3dTranspose, - copyRegisteredKernels: () => copyRegisteredKernels, - cos: () => cos, - cosh: () => cosh, - cosineWindow: () => cosineWindow, - cumsum: () => cumsum, - customGrad: () => customGrad, - data: () => dist_exports, - denseBincount: () => denseBincount, - deprecationWarn: () => deprecationWarn, - depthToSpace: () => depthToSpace, - depthwiseConv2d: () => depthwiseConv2d, - deregisterOp: () => deregisterOp, - device_util: () => device_util_exports, - diag: () => diag, - dilation2d: () => dilation2d, - disableDeprecationWarnings: () => disableDeprecationWarnings, - dispose: () => dispose, - disposeVariables: () => disposeVariables, - div: () => div, - divNoNan: () => divNoNan, - dot: () => dot, - dropout: () => dropout, - elu: () => elu, - enableDebugMode: () => enableDebugMode, - enableProdMode: () => enableProdMode, - enclosingPowerOfTwo: () => enclosingPowerOfTwo, - engine: () => engine, - env: () => env, - equal: () => equal, - erf: () => erf, - exp: () => exp, - expandDims: () => expandDims, - expm1: () => expm1, - eye: () => eye, - fft: () => fft, - fill: () => fill, - findBackend: () => findBackend, - findBackendFactory: () => findBackendFactory, - floor: () => floor, - floorDiv: () => floorDiv, - forceHalfFloat: () => forceHalfFloat, - fused: () => fused_ops_exports, - gather: () => gather, - gatherND: () => gatherND, - gather_util: () => gather_nd_util_exports, - getBackend: () => getBackend, - getGradient: () => getGradient, - getKernel: () => getKernel, - getKernelsForBackend: () => getKernelsForBackend, - gpgpu_util: () => gpgpu_util_exports, - grad: () => grad, - grads: () => grads, - greater: () => greater, - greaterEqual: () => greaterEqual, - ifft: () => ifft, - imag: () => imag, - image: () => image, - inTopKAsync: () => inTopKAsync, - initializers: () => exports_initializers_exports, - input: () => input, - io: () => io_exports, - irfft: () => irfft, - isFinite: () => isFinite2, - isInf: () => isInf, - isNaN: () => isNaN2, - keep: () => keep, - kernel_impls: () => kernel_impls_exports, - layers: () => exports_layers_exports, - leakyRelu: () => leakyRelu, - less: () => less, - lessEqual: () => lessEqual, - linalg: () => linalg, - linspace: () => linspace, - loadGraphModel: () => loadGraphModel, - loadLayersModel: () => loadLayersModel, - localResponseNormalization: () => localResponseNormalization, - log: () => log2, - log1p: () => log1p, - logSigmoid: () => logSigmoid, - logSoftmax: () => logSoftmax, - logSumExp: () => logSumExp, - logicalAnd: () => logicalAnd, - logicalNot: () => logicalNot, - logicalOr: () => logicalOr, - logicalXor: () => logicalXor, - losses: () => losses, - matMul: () => matMul, - math: () => math_exports, - max: () => max, - maxPool: () => maxPool, - maxPool3d: () => maxPool3d, - maxPoolWithArgmax: () => maxPoolWithArgmax, - maximum: () => maximum, - mean: () => mean, - memory: () => memory, - metrics: () => exports_metrics_exports, - min: () => min, - minimum: () => minimum, - mirrorPad: () => mirrorPad, - mod: () => mod, - model: () => model, - models: () => exports_models_exports, - moments: () => moments, - movingAverage: () => movingAverage, - mul: () => mul, - multiRNNCell: () => multiRNNCell, - multinomial: () => multinomial, - neg: () => neg, - nextFrame: () => nextFrame, - norm: () => norm, - notEqual: () => notEqual, - oneHot: () => oneHot, - ones: () => ones2, - onesLike: () => onesLike, - op: () => op, - outerProduct: () => outerProduct, - pad: () => pad, - pad1d: () => pad1d, - pad2d: () => pad2d, - pad3d: () => pad3d, - pad4d: () => pad4d, - pool: () => pool, - pow: () => pow, - prelu: () => prelu, - print: () => print2, - prod: () => prod, - profile: () => profile, - rand: () => rand, - randomGamma: () => randomGamma, - randomNormal: () => randomNormal, - randomUniform: () => randomUniform, - range: () => range, - ready: () => ready, - real: () => real, - reciprocal: () => reciprocal, - registerBackend: () => registerBackend, - registerCallbackConstructor: () => registerCallbackConstructor, - registerGradient: () => registerGradient, - registerKernel: () => registerKernel, - registerOp: () => registerOp, - regularizers: () => exports_regularizers_exports, - relu: () => relu, - relu6: () => relu6, - removeBackend: () => removeBackend, - reshape: () => reshape, - reverse: () => reverse, - reverse1d: () => reverse1d, - reverse2d: () => reverse2d, - reverse3d: () => reverse3d, - reverse4d: () => reverse4d, - rfft: () => rfft, - round: () => round2, - rsqrt: () => rsqrt, - scalar: () => scalar, - scatterND: () => scatterND, - scatter_util: () => scatter_nd_util_exports, - selu: () => selu, - separableConv2d: () => separableConv2d, - sequential: () => sequential, - serialization: () => serialization_exports, - setBackend: () => setBackend, - setPlatform: () => setPlatform, - setWasmPath: () => setWasmPath, - setWasmPaths: () => setWasmPaths, - setWebGLContext: () => setWebGLContext, - setdiff1dAsync: () => setdiff1dAsync, - shared: () => shared_exports, - sigmoid: () => sigmoid, - sign: () => sign, - signal: () => signal, - sin: () => sin, - sinh: () => sinh, - slice: () => slice, - slice1d: () => slice1d, - slice2d: () => slice2d, - slice3d: () => slice3d, - slice4d: () => slice4d, - slice_util: () => slice_util_exports, - softmax: () => softmax, - softplus: () => softplus, - spaceToBatchND: () => spaceToBatchND, - sparseToDense: () => sparseToDense, - spectral: () => spectral, - split: () => split, - sqrt: () => sqrt, - square: () => square, - squaredDifference: () => squaredDifference, - squeeze: () => squeeze, - stack: () => stack, - step: () => step, - stridedSlice: () => stridedSlice, - sub: () => sub, - sum: () => sum2, - sumOutType: () => sumOutType, - tan: () => tan, - tanh: () => tanh2, - tensor: () => tensor, - tensor1d: () => tensor1d, - tensor2d: () => tensor2d, - tensor3d: () => tensor3d, - tensor4d: () => tensor4d, - tensor5d: () => tensor5d, - tensor6d: () => tensor6d, - tensor_util: () => tensor_util_exports, - test_util: () => test_util_exports, - tidy: () => tidy, - tile: () => tile, - time: () => time, - topk: () => topk, - train: () => train, - transpose: () => transpose, - truncatedNormal: () => truncatedNormal, - unique: () => unique, - unregisterGradient: () => unregisterGradient, - unregisterKernel: () => unregisterKernel, - unsortedSegmentSum: () => unsortedSegmentSum, - unstack: () => unstack, - upcastType: () => upcastType, - util: () => util_exports, - valueAndGrad: () => valueAndGrad, - valueAndGrads: () => valueAndGrads, - variable: () => variable, - variableGrads: () => variableGrads, - version: () => version13, - version_converter: () => version11, - version_core: () => version6, - version_cpu: () => version7, - version_layers: () => version10, - version_wasm: () => version9, - version_webgl: () => version8, - webgl: () => webgl, - webgl_util: () => webgl_util_exports, - where: () => where, - whereAsync: () => whereAsync, - zeros: () => zeros, - zerosLike: () => zerosLike - }); - var __create = Object.create; - var __defProp2 = Object.defineProperty; - var __getProtoOf = Object.getPrototypeOf; - var __hasOwnProp = Object.prototype.hasOwnProperty; - var __getOwnPropNames = Object.getOwnPropertyNames; - var __getOwnPropDesc = Object.getOwnPropertyDescriptor; - var __markAsModule = (target) => __defProp2(target, "__esModule", {value: true}); - var __commonJS = (cb, mod42) => () => (mod42 || cb((mod42 = {exports: {}}).exports, mod42), mod42.exports); - var __export2 = (target, all42) => { - for (var name in all42) - __defProp2(target, name, {get: all42[name], enumerable: true}); - }; - var __exportStar = (target, module, desc) => { - if (module && typeof module === "object" || typeof module === "function") { - for (let key of __getOwnPropNames(module)) - if (!__hasOwnProp.call(target, key) && key !== "default") - __defProp2(target, key, {get: () => module[key], enumerable: !(desc = __getOwnPropDesc(module, key)) || desc.enumerable}); - } - return target; - }; - var __toModule = (module) => { - return __exportStar(__markAsModule(__defProp2(module != null ? __create(__getProtoOf(module)) : {}, "default", module && module.__esModule && "default" in module ? {get: () => module.default, enumerable: true} : {value: module, enumerable: true})), module); - }; - var require_browser = __commonJS(() => { - }); - var require_alea = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data2) { - data2 = data2.toString(); - for (var i = 0; i < data2.length; i++) { - n += data2.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xor128 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xorwow = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xorshift7 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xor4096 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_tychei = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_crypto = __commonJS(() => { - }); - var require_seedrandom = __commonJS((exports, module) => { - (function(pool3, math) { - var global2 = this, width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - math["seed" + rngname] = seedrandom5; - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } - })([], Math); - }); - var require_seedrandom2 = __commonJS((exports, module) => { - var alea5 = require_alea(); - var xor128 = require_xor128(); - var xorwow = require_xorwow(); - var xorshift7 = require_xorshift7(); - var xor4096 = require_xor4096(); - var tychei = require_tychei(); - var sr = require_seedrandom(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; - }); - var require_path = __commonJS(() => { - }); - var require_worker_threads = __commonJS(() => { - }); - var require_perf_hooks = __commonJS(() => { - }); - var require_tfjs_backend_wasm_threaded_simd = __commonJS((exports, module) => { - var WasmBackendModuleThreadedSimd = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModuleThreadedSimd2) { - WasmBackendModuleThreadedSimd2 = WasmBackendModuleThreadedSimd2 || {}; - function GROWABLE_HEAP_I8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP8; - } - function GROWABLE_HEAP_U8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU8; - } - function GROWABLE_HEAP_I32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP32; - } - function GROWABLE_HEAP_U32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU32; - } - function GROWABLE_HEAP_F64() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPF64; - } - var Module = typeof WasmBackendModuleThreadedSimd2 !== "undefined" ? WasmBackendModuleThreadedSimd2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var ENVIRONMENT_IS_PTHREAD = Module["ENVIRONMENT_IS_PTHREAD"] || false; - if (ENVIRONMENT_IS_PTHREAD) { - buffer2 = Module["buffer"]; - } - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - var nodeWorkerThreads; - try { - nodeWorkerThreads = require_worker_threads(); - } catch (e) { - console.error('The "worker_threads" module is not supported in this node.js build - perhaps a newer version is needed?'); - throw e; - } - global.Worker = nodeWorkerThreads.Worker; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data2; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data2 = read(f, "binary"); - assert3(typeof data2 === "object"); - return data2; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (typeof _scriptDir !== "undefined" && _scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - if (ENVIRONMENT_IS_NODE) { - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - } else { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - if (ENVIRONMENT_IS_NODE) { - if (typeof performance === "undefined") { - global.performance = require_perf_hooks().performance; - } - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var Atomics_load = Atomics.load; - var Atomics_store = Atomics.store; - var Atomics_compareExchange = Atomics.compareExchange; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var wasmModule; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var str = ""; - while (!(idx >= endIdx)) { - var u0 = heap[idx++]; - if (!u0) - return str; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(GROWABLE_HEAP_U8(), ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, GROWABLE_HEAP_U8(), outPtr, maxBytesToWrite); - } - function lengthBytesUTF8(str) { - var len = 0; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) - u = 65536 + ((u & 1023) << 10) | str.charCodeAt(++i) & 1023; - if (u <= 127) - ++len; - else if (u <= 2047) - len += 2; - else if (u <= 65535) - len += 3; - else - len += 4; - } - return len; - } - function writeArrayToMemory(array2, buffer3) { - GROWABLE_HEAP_I8().set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - if (ENVIRONMENT_IS_PTHREAD) { - wasmMemory = Module["wasmMemory"]; - buffer2 = Module["buffer"]; - } else { - if (Module["wasmMemory"]) { - wasmMemory = Module["wasmMemory"]; - } else { - wasmMemory = new WebAssembly.Memory({initial: INITIAL_MEMORY / 65536, maximum: 2147483648 / 65536, shared: true}); - if (!(wasmMemory.buffer instanceof SharedArrayBuffer)) { - err("requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag"); - if (ENVIRONMENT_IS_NODE) { - console.log("(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)"); - } - throw Error("bad memory"); - } - } - } - if (wasmMemory) { - buffer2 = wasmMemory.buffer; - } - INITIAL_MEMORY = buffer2.byteLength; - updateGlobalBufferAndViews(buffer2); - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATEXIT__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - var runtimeExited = false; - if (!ENVIRONMENT_IS_PTHREAD) - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - if (ENVIRONMENT_IS_PTHREAD) - runtimeInitialized = true; - function preRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - if (ENVIRONMENT_IS_PTHREAD) - return; - callRuntimeCallbacks(__ATMAIN__); - } - function exitRuntime() { - if (ENVIRONMENT_IS_PTHREAD) - return; - runtimeExited = true; - } - function postRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - assert3(!ENVIRONMENT_IS_PTHREAD, "addRunDependency cannot be used in a pthread worker"); - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - if (ENVIRONMENT_IS_PTHREAD) - console.error("Pthread aborting at " + new Error().stack); - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm-threaded-simd.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info2 = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmTable = Module["asm"]["F"]; - wasmModule = module2; - if (!ENVIRONMENT_IS_PTHREAD) { - var numWorkersToLoad = PThread.unusedWorkers.length; - PThread.unusedWorkers.forEach(function(w) { - PThread.loadWasmModuleToWorker(w, function() { - if (!--numWorkersToLoad) - removeRunDependency("wasm-instantiate"); - }); - }); - } - } - if (!ENVIRONMENT_IS_PTHREAD) { - addRunDependency("wasm-instantiate"); - } - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"], output["module"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info2); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info2); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info2, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - var ASM_CONSTS = {8991: function($0, $1) { - setTimeout(function() { - __emscripten_do_dispatch_to_thread($0, $1); - }, 0); - }}; - function initPthreadsJS() { - PThread.initRuntime(); - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _emscripten_futex_wake(addr, count2) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true || count2 < 0) - return -28; - if (count2 == 0) - return 0; - if (count2 >= 2147483647) - count2 = Infinity; - var mainThreadWaitAddress = Atomics.load(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2); - var mainThreadWoken = 0; - if (mainThreadWaitAddress == addr) { - var loadedAddr = Atomics.compareExchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, mainThreadWaitAddress, 0); - if (loadedAddr == mainThreadWaitAddress) { - --count2; - mainThreadWoken = 1; - if (count2 <= 0) - return 1; - } - } - var ret = Atomics.notify(GROWABLE_HEAP_I32(), addr >> 2, count2); - if (ret >= 0) - return ret + mainThreadWoken; - throw "Atomics.notify returned an unexpected value " + ret; - } - Module["_emscripten_futex_wake"] = _emscripten_futex_wake; - function killThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! killThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in killThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.terminate(); - PThread.freeThreadData(pthread); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker), 1); - pthread.worker.pthread = void 0; - } - function cancelThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cancelThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cancelThread!"; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.postMessage({cmd: "cancel"}); - } - function cleanupThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cleanupThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cleanupThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - if (pthread) { - var worker = pthread.worker; - PThread.returnWorkerToPool(worker); - } - } - var PThread = {unusedWorkers: [], runningWorkers: [], initMainThreadBlock: function() { - var pthreadPoolSize = 8; - for (var i = 0; i < pthreadPoolSize; ++i) { - PThread.allocateUnusedWorker(); - } - }, initRuntime: function() { - var tb = _malloc(228); - for (var i = 0; i < 228 / 4; ++i) - GROWABLE_HEAP_U32()[tb / 4 + i] = 0; - GROWABLE_HEAP_I32()[tb + 12 >> 2] = tb; - var headPtr = tb + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var tlsMemory = _malloc(512); - for (var i = 0; i < 128; ++i) - GROWABLE_HEAP_U32()[tlsMemory / 4 + i] = 0; - Atomics.store(GROWABLE_HEAP_U32(), tb + 100 >> 2, tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tb + 40 >> 2, tb); - __emscripten_thread_init(tb, !ENVIRONMENT_IS_WORKER, 1); - _emscripten_register_main_browser_thread_id(tb); - }, initWorker: function() { - }, pthreads: {}, threadExitHandlers: [], setThreadStatus: function() { - }, runExitHandlers: function() { - while (PThread.threadExitHandlers.length > 0) { - PThread.threadExitHandlers.pop()(); - } - if (ENVIRONMENT_IS_PTHREAD && _pthread_self()) - ___pthread_tsd_run_dtors(); - }, threadExit: function(exitCode) { - var tb = _pthread_self(); - if (tb) { - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, exitCode); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 56 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 60 >> 2, 0); - PThread.runExitHandlers(); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exit"}); - } - } - }, threadCancel: function() { - PThread.runExitHandlers(); - var tb = _pthread_self(); - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, -1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - postMessage({cmd: "cancelDone"}); - }, terminateAllThreads: function() { - for (var t in PThread.pthreads) { - var pthread = PThread.pthreads[t]; - if (pthread && pthread.worker) { - PThread.returnWorkerToPool(pthread.worker); - } - } - PThread.pthreads = {}; - for (var i = 0; i < PThread.unusedWorkers.length; ++i) { - var worker = PThread.unusedWorkers[i]; - worker.terminate(); - } - PThread.unusedWorkers = []; - for (var i = 0; i < PThread.runningWorkers.length; ++i) { - var worker = PThread.runningWorkers[i]; - var pthread = worker.pthread; - PThread.freeThreadData(pthread); - worker.terminate(); - } - PThread.runningWorkers = []; - }, freeThreadData: function(pthread) { - if (!pthread) - return; - if (pthread.threadInfoStruct) { - var tlsMemory = GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2]; - GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2] = 0; - _free(tlsMemory); - _free(pthread.threadInfoStruct); - } - pthread.threadInfoStruct = 0; - if (pthread.allocatedOwnStack && pthread.stackBase) - _free(pthread.stackBase); - pthread.stackBase = 0; - if (pthread.worker) - pthread.worker.pthread = null; - }, returnWorkerToPool: function(worker) { - PThread.runWithoutMainThreadQueuedCalls(function() { - delete PThread.pthreads[worker.pthread.threadInfoStruct]; - PThread.unusedWorkers.push(worker); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker), 1); - PThread.freeThreadData(worker.pthread); - worker.pthread = void 0; - }); - }, runWithoutMainThreadQueuedCalls: function(func2) { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 0; - try { - func2(); - } finally { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 1; - } - }, receiveObjectTransfer: function(data2) { - }, loadWasmModuleToWorker: function(worker, onFinishedLoading) { - worker.onmessage = function(e) { - var d = e["data"]; - var cmd = d["cmd"]; - if (worker.pthread) - PThread.currentProxiedOperationCallerThread = worker.pthread.threadInfoStruct; - if (d["targetThread"] && d["targetThread"] != _pthread_self()) { - var thread = PThread.pthreads[d.targetThread]; - if (thread) { - thread.worker.postMessage(e.data, d["transferList"]); - } else { - console.error('Internal error! Worker sent a message "' + cmd + '" to target pthread ' + d["targetThread"] + ", but that thread no longer exists!"); - } - PThread.currentProxiedOperationCallerThread = void 0; - return; - } - if (cmd === "processQueuedMainThreadWork") { - _emscripten_main_thread_process_queued_calls(); - } else if (cmd === "spawnThread") { - spawnThread(e.data); - } else if (cmd === "cleanupThread") { - cleanupThread(d["thread"]); - } else if (cmd === "killThread") { - killThread(d["thread"]); - } else if (cmd === "cancelThread") { - cancelThread(d["thread"]); - } else if (cmd === "loaded") { - worker.loaded = true; - if (onFinishedLoading) - onFinishedLoading(worker); - if (worker.runPthread) { - worker.runPthread(); - delete worker.runPthread; - } - } else if (cmd === "print") { - out("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "printErr") { - err("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "alert") { - alert("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "exit") { - var detached = worker.pthread && Atomics.load(GROWABLE_HEAP_U32(), worker.pthread.threadInfoStruct + 64 >> 2); - if (detached) { - PThread.returnWorkerToPool(worker); - } - } else if (cmd === "exitProcess") { - try { - exit(d["returnCode"]); - } catch (e2) { - if (e2 instanceof ExitStatus) - return; - throw e2; - } - } else if (cmd === "cancelDone") { - PThread.returnWorkerToPool(worker); - } else if (cmd === "objectTransfer") { - PThread.receiveObjectTransfer(e.data); - } else if (e.data.target === "setimmediate") { - worker.postMessage(e.data); - } else { - err("worker sent an unknown command " + cmd); - } - PThread.currentProxiedOperationCallerThread = void 0; - }; - worker.onerror = function(e) { - err("pthread sent an error! " + e.filename + ":" + e.lineno + ": " + e.message); - }; - if (ENVIRONMENT_IS_NODE) { - worker.on("message", function(data2) { - worker.onmessage({data: data2}); - }); - worker.on("error", function(data2) { - worker.onerror(data2); - }); - worker.on("exit", function(data2) { - }); - } - worker.postMessage({cmd: "load", urlOrBlob: Module["mainScriptUrlOrBlob"] || _scriptDir, wasmMemory, wasmModule}); - }, allocateUnusedWorker: function() { - var pthreadMainJs = locateFile("tfjs-backend-wasm-threaded-simd.worker.js"); - PThread.unusedWorkers.push(new Worker(pthreadMainJs)); - }, getNewWorker: function() { - if (PThread.unusedWorkers.length == 0) { - PThread.allocateUnusedWorker(); - PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0]); - } - if (PThread.unusedWorkers.length > 0) - return PThread.unusedWorkers.pop(); - else - return null; - }, busySpinWait: function(msecs) { - var t = performance.now() + msecs; - while (performance.now() < t) { - } - }}; - function establishStackSpace(stackTop, stackMax) { - _emscripten_stack_set_limits(stackTop, stackMax); - stackRestore(stackTop); - } - Module["establishStackSpace"] = establishStackSpace; - function getNoExitRuntime() { - return noExitRuntime; - } - Module["getNoExitRuntime"] = getNoExitRuntime; - function invokeEntryPoint(ptr, arg) { - return wasmTable.get(ptr)(arg); - } - Module["invokeEntryPoint"] = invokeEntryPoint; - function ___assert_fail(condition, filename, line, func2) { - abort("Assertion failed: " + UTF8ToString(condition) + ", at: " + [filename ? UTF8ToString(filename) : "unknown filename", line, func2 ? UTF8ToString(func2) : "unknown function"]); - } - function ___call_main(argc, argv) { - var returnCode = _main(argc, argv); - } - var _emscripten_get_now; - if (ENVIRONMENT_IS_NODE) { - _emscripten_get_now = function() { - var t = process["hrtime"](); - return t[0] * 1e3 + t[1] / 1e6; - }; - } else if (ENVIRONMENT_IS_PTHREAD) { - _emscripten_get_now = function() { - return performance.now() - Module["__performance_now_clock_drift"]; - }; - } else if (typeof dateNow !== "undefined") { - _emscripten_get_now = dateNow; - } else - _emscripten_get_now = function() { - return performance.now(); - }; - function setErrNo(value) { - GROWABLE_HEAP_I32()[___errno_location() >> 2] = value; - return value; - } - function _atexit(func2, arg) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(1, 1, func2, arg); - } - function __emscripten_notify_thread_queue(targetThreadId, mainThreadId) { - if (targetThreadId == mainThreadId) { - postMessage({cmd: "processQueuedMainThreadWork"}); - } else if (ENVIRONMENT_IS_PTHREAD) { - postMessage({targetThread: targetThreadId, cmd: "processThreadQueue"}); - } else { - var pthread = PThread.pthreads[targetThreadId]; - var worker = pthread && pthread.worker; - if (!worker) { - return; - } - worker.postMessage({cmd: "processThreadQueue"}); - } - return 1; - } - function _abort() { - abort(); - } - function _emscripten_asm_const_int(code, sigPtr, argbuf) { - var args = readAsmConstArgs(sigPtr, argbuf); - return ASM_CONSTS[code].apply(null, args); - } - function _emscripten_conditional_set_current_thread_status(expectedStatus, newStatus) { - } - function _emscripten_futex_wait(addr, val, timeout) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true) - return -28; - if (!ENVIRONMENT_IS_WEB) { - var ret = Atomics.wait(GROWABLE_HEAP_I32(), addr >> 2, val, timeout); - if (ret === "timed-out") - return -73; - if (ret === "not-equal") - return -6; - if (ret === "ok") - return 0; - throw "Atomics.wait returned an unexpected value " + ret; - } else { - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - var tNow = performance.now(); - var tEnd = tNow + timeout; - var lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - while (1) { - tNow = performance.now(); - if (tNow > tEnd) { - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - return -73; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - if (lastAddr == 0) { - break; - } - _emscripten_main_thread_process_queued_calls(); - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - } - return 0; - } - } - function _emscripten_memcpy_big(dest, src, num) { - GROWABLE_HEAP_U8().copyWithin(dest, src, src + num); - } - function _emscripten_num_logical_cores() { - if (ENVIRONMENT_IS_NODE) - return require("os").cpus().length; - return navigator["hardwareConcurrency"]; - } - function _emscripten_proxy_to_main_thread_js(index, sync) { - var numCallArgs = arguments.length - 2; - var stack2 = stackSave(); - var serializedNumCallArgs = numCallArgs; - var args = stackAlloc(serializedNumCallArgs * 8); - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - var arg = arguments[2 + i]; - GROWABLE_HEAP_F64()[b + i] = arg; - } - var ret = _emscripten_run_in_main_runtime_thread_js(index, serializedNumCallArgs, args, sync); - stackRestore(stack2); - return ret; - } - var _emscripten_receive_on_main_thread_js_callArgs = []; - var readAsmConstArgsArray = []; - function readAsmConstArgs(sigPtr, buf) { - readAsmConstArgsArray.length = 0; - var ch; - buf >>= 2; - while (ch = GROWABLE_HEAP_U8()[sigPtr++]) { - var double = ch < 105; - if (double && buf & 1) - buf++; - readAsmConstArgsArray.push(double ? GROWABLE_HEAP_F64()[buf++ >> 1] : GROWABLE_HEAP_I32()[buf]); - ++buf; - } - return readAsmConstArgsArray; - } - function _emscripten_receive_on_main_thread_js(index, numCallArgs, args) { - _emscripten_receive_on_main_thread_js_callArgs.length = numCallArgs; - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - _emscripten_receive_on_main_thread_js_callArgs[i] = GROWABLE_HEAP_F64()[b + i]; - } - var isEmAsmConst = index < 0; - var func2 = !isEmAsmConst ? proxiedFunctionTable[index] : ASM_CONSTS[-index - 1]; - return func2.apply(null, _emscripten_receive_on_main_thread_js_callArgs); - } - function _emscripten_get_heap_size() { - return GROWABLE_HEAP_U8().length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - if (requestedSize <= oldSize) { - return false; - } - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var JSEvents = {inEventHandler: 0, removeAllEventListeners: function() { - for (var i = JSEvents.eventHandlers.length - 1; i >= 0; --i) { - JSEvents._removeHandler(i); - } - JSEvents.eventHandlers = []; - JSEvents.deferredCalls = []; - }, registerRemoveEventListeners: function() { - if (!JSEvents.removeEventListenersRegistered) { - __ATEXIT__.push(JSEvents.removeAllEventListeners); - JSEvents.removeEventListenersRegistered = true; - } - }, deferredCalls: [], deferCall: function(targetFunction, precedence, argsList) { - function arraysHaveEqualContent(arrA, arrB) { - if (arrA.length != arrB.length) - return false; - for (var i2 in arrA) { - if (arrA[i2] != arrB[i2]) - return false; - } - return true; - } - for (var i in JSEvents.deferredCalls) { - var call = JSEvents.deferredCalls[i]; - if (call.targetFunction == targetFunction && arraysHaveEqualContent(call.argsList, argsList)) { - return; - } - } - JSEvents.deferredCalls.push({targetFunction, precedence, argsList}); - JSEvents.deferredCalls.sort(function(x, y) { - return x.precedence < y.precedence; - }); - }, removeDeferredCalls: function(targetFunction) { - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - if (JSEvents.deferredCalls[i].targetFunction == targetFunction) { - JSEvents.deferredCalls.splice(i, 1); - --i; - } - } - }, canPerformEventHandlerRequests: function() { - return JSEvents.inEventHandler && JSEvents.currentEventHandler.allowsDeferredCalls; - }, runDeferredCalls: function() { - if (!JSEvents.canPerformEventHandlerRequests()) { - return; - } - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - var call = JSEvents.deferredCalls[i]; - JSEvents.deferredCalls.splice(i, 1); - --i; - call.targetFunction.apply(null, call.argsList); - } - }, eventHandlers: [], removeAllHandlersOnTarget: function(target, eventTypeString) { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == target && (!eventTypeString || eventTypeString == JSEvents.eventHandlers[i].eventTypeString)) { - JSEvents._removeHandler(i--); - } - } - }, _removeHandler: function(i) { - var h = JSEvents.eventHandlers[i]; - h.target.removeEventListener(h.eventTypeString, h.eventListenerFunc, h.useCapture); - JSEvents.eventHandlers.splice(i, 1); - }, registerOrRemoveHandler: function(eventHandler) { - var jsEventHandler = function jsEventHandler2(event) { - ++JSEvents.inEventHandler; - JSEvents.currentEventHandler = eventHandler; - JSEvents.runDeferredCalls(); - eventHandler.handlerFunc(event); - JSEvents.runDeferredCalls(); - --JSEvents.inEventHandler; - }; - if (eventHandler.callbackfunc) { - eventHandler.eventListenerFunc = jsEventHandler; - eventHandler.target.addEventListener(eventHandler.eventTypeString, jsEventHandler, eventHandler.useCapture); - JSEvents.eventHandlers.push(eventHandler); - JSEvents.registerRemoveEventListeners(); - } else { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == eventHandler.target && JSEvents.eventHandlers[i].eventTypeString == eventHandler.eventTypeString) { - JSEvents._removeHandler(i--); - } - } - } - }, queueEventHandlerOnThread_iiii: function(targetThread, eventHandlerFunc, eventTypeId, eventData, userData) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - GROWABLE_HEAP_I32()[varargs >> 2] = eventTypeId; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = eventData; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = userData; - __emscripten_call_on_thread(0, targetThread, 637534208, eventHandlerFunc, eventData, varargs); - stackRestore(stackTop); - }, getTargetThreadForEventCallback: function(targetThread) { - switch (targetThread) { - case 1: - return 0; - case 2: - return PThread.currentProxiedOperationCallerThread; - default: - return targetThread; - } - }, getNodeNameForTarget: function(target) { - if (!target) - return ""; - if (target == window) - return "#window"; - if (target == screen) - return "#screen"; - return target && target.nodeName ? target.nodeName : ""; - }, fullscreenEnabled: function() { - return document.fullscreenEnabled || document.webkitFullscreenEnabled; - }}; - function stringToNewUTF8(jsString) { - var length = lengthBytesUTF8(jsString) + 1; - var cString = _malloc(length); - stringToUTF8(jsString, cString, length); - return cString; - } - function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - var targetCanvasPtr = 0; - if (targetCanvas) { - targetCanvasPtr = stringToNewUTF8(targetCanvas); - } - GROWABLE_HEAP_I32()[varargs >> 2] = targetCanvasPtr; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = width; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = height; - __emscripten_call_on_thread(0, targetThread, 657457152, 0, targetCanvasPtr, varargs); - stackRestore(stackTop); - } - function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, targetCanvas, width, height) { - targetCanvas = targetCanvas ? UTF8ToString(targetCanvas) : ""; - _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height); - } - function maybeCStringToJsString(cString) { - return cString > 2 ? UTF8ToString(cString) : cString; - } - var specialHTMLTargets = [0, typeof document !== "undefined" ? document : 0, typeof window !== "undefined" ? window : 0]; - function findEventTarget(target) { - target = maybeCStringToJsString(target); - var domElement = specialHTMLTargets[target] || (typeof document !== "undefined" ? document.querySelector(target) : void 0); - return domElement; - } - function findCanvasEventTarget(target) { - return findEventTarget(target); - } - function _emscripten_set_canvas_element_size_calling_thread(target, width, height) { - var canvas2 = findCanvasEventTarget(target); - if (!canvas2) - return -4; - if (canvas2.canvasSharedPtr) { - GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr >> 2] = width; - GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr + 4 >> 2] = height; - } - if (canvas2.offscreenCanvas || !canvas2.controlTransferredOffscreen) { - if (canvas2.offscreenCanvas) - canvas2 = canvas2.offscreenCanvas; - var autoResizeViewport = false; - if (canvas2.GLctxObject && canvas2.GLctxObject.GLctx) { - var prevViewport = canvas2.GLctxObject.GLctx.getParameter(2978); - autoResizeViewport = prevViewport[0] === 0 && prevViewport[1] === 0 && prevViewport[2] === canvas2.width && prevViewport[3] === canvas2.height; - } - canvas2.width = width; - canvas2.height = height; - if (autoResizeViewport) { - canvas2.GLctxObject.GLctx.viewport(0, 0, width, height); - } - } else if (canvas2.canvasSharedPtr) { - var targetThread = GROWABLE_HEAP_I32()[canvas2.canvasSharedPtr + 8 >> 2]; - _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, target, width, height); - return 1; - } else { - return -4; - } - return 0; - } - function _emscripten_set_canvas_element_size_main_thread(target, width, height) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(2, 1, target, width, height); - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } - function _emscripten_set_canvas_element_size(target, width, height) { - var canvas2 = findCanvasEventTarget(target); - if (canvas2) { - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } else { - return _emscripten_set_canvas_element_size_main_thread(target, width, height); - } - } - function _emscripten_set_current_thread_status(newStatus) { - } - function _emscripten_set_thread_name(threadId, name) { - } - function __webgl_enable_ANGLE_instanced_arrays(ctx) { - var ext = ctx.getExtension("ANGLE_instanced_arrays"); - if (ext) { - ctx["vertexAttribDivisor"] = function(index, divisor) { - ext["vertexAttribDivisorANGLE"](index, divisor); - }; - ctx["drawArraysInstanced"] = function(mode, first, count2, primcount) { - ext["drawArraysInstancedANGLE"](mode, first, count2, primcount); - }; - ctx["drawElementsInstanced"] = function(mode, count2, type, indices, primcount) { - ext["drawElementsInstancedANGLE"](mode, count2, type, indices, primcount); - }; - return 1; - } - } - function __webgl_enable_OES_vertex_array_object(ctx) { - var ext = ctx.getExtension("OES_vertex_array_object"); - if (ext) { - ctx["createVertexArray"] = function() { - return ext["createVertexArrayOES"](); - }; - ctx["deleteVertexArray"] = function(vao) { - ext["deleteVertexArrayOES"](vao); - }; - ctx["bindVertexArray"] = function(vao) { - ext["bindVertexArrayOES"](vao); - }; - ctx["isVertexArray"] = function(vao) { - return ext["isVertexArrayOES"](vao); - }; - return 1; - } - } - function __webgl_enable_WEBGL_draw_buffers(ctx) { - var ext = ctx.getExtension("WEBGL_draw_buffers"); - if (ext) { - ctx["drawBuffers"] = function(n, bufs) { - ext["drawBuffersWEBGL"](n, bufs); - }; - return 1; - } - } - function __webgl_enable_WEBGL_multi_draw(ctx) { - return !!(ctx.multiDrawWebgl = ctx.getExtension("WEBGL_multi_draw")); - } - var GL = {counter: 1, buffers: [], programs: [], framebuffers: [], renderbuffers: [], textures: [], uniforms: [], shaders: [], vaos: [], contexts: {}, offscreenCanvases: {}, timerQueriesEXT: [], programInfos: {}, stringCache: {}, unpackAlignment: 4, recordError: function recordError(errorCode) { - if (!GL.lastError) { - GL.lastError = errorCode; - } - }, getNewId: function(table) { - var ret = GL.counter++; - for (var i = table.length; i < ret; i++) { - table[i] = null; - } - return ret; - }, getSource: function(shader, count2, string, length) { - var source = ""; - for (var i = 0; i < count2; ++i) { - var len = length ? GROWABLE_HEAP_I32()[length + i * 4 >> 2] : -1; - source += UTF8ToString(GROWABLE_HEAP_I32()[string + i * 4 >> 2], len < 0 ? void 0 : len); - } - return source; - }, createContext: function(canvas2, webGLContextAttributes) { - var ctx = canvas2.getContext("webgl", webGLContextAttributes); - if (!ctx) - return 0; - var handle = GL.registerContext(ctx, webGLContextAttributes); - return handle; - }, registerContext: function(ctx, webGLContextAttributes) { - var handle = _malloc(8); - GROWABLE_HEAP_I32()[handle + 4 >> 2] = _pthread_self(); - var context = {handle, attributes: webGLContextAttributes, version: webGLContextAttributes.majorVersion, GLctx: ctx}; - if (ctx.canvas) - ctx.canvas.GLctxObject = context; - GL.contexts[handle] = context; - if (typeof webGLContextAttributes.enableExtensionsByDefault === "undefined" || webGLContextAttributes.enableExtensionsByDefault) { - GL.initExtensions(context); - } - return handle; - }, makeContextCurrent: function(contextHandle) { - GL.currentContext = GL.contexts[contextHandle]; - Module.ctx = GLctx = GL.currentContext && GL.currentContext.GLctx; - return !(contextHandle && !GLctx); - }, getContext: function(contextHandle) { - return GL.contexts[contextHandle]; - }, deleteContext: function(contextHandle) { - if (GL.currentContext === GL.contexts[contextHandle]) - GL.currentContext = null; - if (typeof JSEvents === "object") - JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas); - if (GL.contexts[contextHandle] && GL.contexts[contextHandle].GLctx.canvas) - GL.contexts[contextHandle].GLctx.canvas.GLctxObject = void 0; - _free(GL.contexts[contextHandle].handle); - GL.contexts[contextHandle] = null; - }, initExtensions: function(context) { - if (!context) - context = GL.currentContext; - if (context.initExtensionsDone) - return; - context.initExtensionsDone = true; - var GLctx2 = context.GLctx; - __webgl_enable_ANGLE_instanced_arrays(GLctx2); - __webgl_enable_OES_vertex_array_object(GLctx2); - __webgl_enable_WEBGL_draw_buffers(GLctx2); - GLctx2.disjointTimerQueryExt = GLctx2.getExtension("EXT_disjoint_timer_query"); - __webgl_enable_WEBGL_multi_draw(GLctx2); - var exts = GLctx2.getSupportedExtensions() || []; - exts.forEach(function(ext) { - if (ext.indexOf("lose_context") < 0 && ext.indexOf("debug") < 0) { - GLctx2.getExtension(ext); - } - }); - }, populateUniformTable: function(program) { - var p2 = GL.programs[program]; - var ptable = GL.programInfos[program] = {uniforms: {}, maxUniformLength: 0, maxAttributeLength: -1, maxUniformBlockNameLength: -1}; - var utable = ptable.uniforms; - var numUniforms = GLctx.getProgramParameter(p2, 35718); - for (var i = 0; i < numUniforms; ++i) { - var u = GLctx.getActiveUniform(p2, i); - var name = u.name; - ptable.maxUniformLength = Math.max(ptable.maxUniformLength, name.length + 1); - if (name.slice(-1) == "]") { - name = name.slice(0, name.lastIndexOf("[")); - } - var loc = GLctx.getUniformLocation(p2, name); - if (loc) { - var id = GL.getNewId(GL.uniforms); - utable[name] = [u.size, id]; - GL.uniforms[id] = loc; - for (var j = 1; j < u.size; ++j) { - var n = name + "[" + j + "]"; - loc = GLctx.getUniformLocation(p2, n); - id = GL.getNewId(GL.uniforms); - GL.uniforms[id] = loc; - } - } - } - }}; - var __emscripten_webgl_power_preferences = ["default", "low-power", "high-performance"]; - function _emscripten_webgl_do_create_context(target, attributes) { - var a = attributes >> 2; - var powerPreference = GROWABLE_HEAP_I32()[a + (24 >> 2)]; - var contextAttributes = {alpha: !!GROWABLE_HEAP_I32()[a + (0 >> 2)], depth: !!GROWABLE_HEAP_I32()[a + (4 >> 2)], stencil: !!GROWABLE_HEAP_I32()[a + (8 >> 2)], antialias: !!GROWABLE_HEAP_I32()[a + (12 >> 2)], premultipliedAlpha: !!GROWABLE_HEAP_I32()[a + (16 >> 2)], preserveDrawingBuffer: !!GROWABLE_HEAP_I32()[a + (20 >> 2)], powerPreference: __emscripten_webgl_power_preferences[powerPreference], failIfMajorPerformanceCaveat: !!GROWABLE_HEAP_I32()[a + (28 >> 2)], majorVersion: GROWABLE_HEAP_I32()[a + (32 >> 2)], minorVersion: GROWABLE_HEAP_I32()[a + (36 >> 2)], enableExtensionsByDefault: GROWABLE_HEAP_I32()[a + (40 >> 2)], explicitSwapControl: GROWABLE_HEAP_I32()[a + (44 >> 2)], proxyContextToMainThread: GROWABLE_HEAP_I32()[a + (48 >> 2)], renderViaOffscreenBackBuffer: GROWABLE_HEAP_I32()[a + (52 >> 2)]}; - var canvas2 = findCanvasEventTarget(target); - if (!canvas2) { - return 0; - } - if (contextAttributes.explicitSwapControl) { - return 0; - } - var contextHandle = GL.createContext(canvas2, contextAttributes); - return contextHandle; - } - function _emscripten_webgl_create_context(a0, a12) { - return _emscripten_webgl_do_create_context(a0, a12); - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = GROWABLE_HEAP_I32()[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(3, 1, fd); - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(4, 1, fd, offset_low, offset_high, whence, newOffset); - } - function _fd_write(fd, iov, iovcnt, pnum) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(5, 1, fd, iov, iovcnt, pnum); - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = GROWABLE_HEAP_I32()[iov + i * 8 >> 2]; - var len = GROWABLE_HEAP_I32()[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, GROWABLE_HEAP_U8()[ptr + j]); - } - num += len; - } - GROWABLE_HEAP_I32()[pnum >> 2] = num; - return 0; - } - function _pthread_cleanup_pop(execute2) { - var routine = PThread.threadExitHandlers.pop(); - if (execute2) - routine(); - } - function _pthread_cleanup_push(routine, arg) { - PThread.threadExitHandlers.push(function() { - wasmTable.get(routine)(arg); - }); - } - function spawnThread(threadParams) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! spawnThread() can only ever be called from main application thread!"; - var worker = PThread.getNewWorker(); - if (worker.pthread !== void 0) - throw "Internal error!"; - if (!threadParams.pthread_ptr) - throw "Internal error, no pthread ptr!"; - PThread.runningWorkers.push(worker); - var tlsMemory = _malloc(128 * 4); - for (var i = 0; i < 128; ++i) { - GROWABLE_HEAP_I32()[tlsMemory + i * 4 >> 2] = 0; - } - var stackHigh = threadParams.stackBase + threadParams.stackSize; - var pthread = PThread.pthreads[threadParams.pthread_ptr] = {worker, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize, allocatedOwnStack: threadParams.allocatedOwnStack, threadInfoStruct: threadParams.pthread_ptr}; - var tis = pthread.threadInfoStruct >> 2; - Atomics.store(GROWABLE_HEAP_U32(), tis + (64 >> 2), threadParams.detached); - Atomics.store(GROWABLE_HEAP_U32(), tis + (100 >> 2), tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tis + (40 >> 2), pthread.threadInfoStruct); - Atomics.store(GROWABLE_HEAP_U32(), tis + (80 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (76 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 8 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 12 >> 2), threadParams.detached); - var global_libc = _emscripten_get_global_libc(); - var global_locale = global_libc + 40; - Atomics.store(GROWABLE_HEAP_U32(), tis + (172 >> 2), global_locale); - worker.pthread = pthread; - var msg = {cmd: "run", start_routine: threadParams.startRoutine, arg: threadParams.arg, threadInfoStruct: threadParams.pthread_ptr, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize}; - worker.runPthread = function() { - msg.time = performance.now(); - worker.postMessage(msg, threadParams.transferList); - }; - if (worker.loaded) { - worker.runPthread(); - delete worker.runPthread; - } - } - function _pthread_create(pthread_ptr, attr, start_routine, arg) { - if (typeof SharedArrayBuffer === "undefined") { - err("Current environment does not support SharedArrayBuffer, pthreads are not available!"); - return 6; - } - if (!pthread_ptr) { - err("pthread_create called with a null thread pointer!"); - return 28; - } - var transferList = []; - var error = 0; - if (ENVIRONMENT_IS_PTHREAD && (transferList.length === 0 || error)) { - return _emscripten_sync_run_in_main_thread_4(687865856, pthread_ptr, attr, start_routine, arg); - } - if (error) - return error; - var stackSize = 0; - var stackBase = 0; - var detached = 0; - if (attr && attr != -1) { - stackSize = GROWABLE_HEAP_I32()[attr >> 2]; - stackSize += 81920; - stackBase = GROWABLE_HEAP_I32()[attr + 8 >> 2]; - detached = GROWABLE_HEAP_I32()[attr + 12 >> 2] !== 0; - } else { - stackSize = 2097152; - } - var allocatedOwnStack = stackBase == 0; - if (allocatedOwnStack) { - stackBase = _memalign(16, stackSize); - } else { - stackBase -= stackSize; - assert3(stackBase > 0); - } - var threadInfoStruct = _malloc(228); - for (var i = 0; i < 228 >> 2; ++i) - GROWABLE_HEAP_U32()[(threadInfoStruct >> 2) + i] = 0; - GROWABLE_HEAP_I32()[pthread_ptr >> 2] = threadInfoStruct; - GROWABLE_HEAP_I32()[threadInfoStruct + 12 >> 2] = threadInfoStruct; - var headPtr = threadInfoStruct + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var threadParams = {stackBase, stackSize, allocatedOwnStack, detached, startRoutine: start_routine, pthread_ptr: threadInfoStruct, arg, transferList}; - if (ENVIRONMENT_IS_PTHREAD) { - threadParams.cmd = "spawnThread"; - postMessage(threadParams, transferList); - } else { - spawnThread(threadParams); - } - return 0; - } - function _sysconf(name) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(6, 1, name); - switch (name) { - case 30: - return 16384; - case 85: - var maxHeapSize = 2147483648; - return maxHeapSize / 16384; - case 132: - case 133: - case 12: - case 137: - case 138: - case 15: - case 235: - case 16: - case 17: - case 18: - case 19: - case 20: - case 149: - case 13: - case 10: - case 236: - case 153: - case 9: - case 21: - case 22: - case 159: - case 154: - case 14: - case 77: - case 78: - case 139: - case 82: - case 68: - case 67: - case 164: - case 11: - case 29: - case 47: - case 48: - case 95: - case 52: - case 51: - case 46: - return 200809; - case 27: - case 246: - case 127: - case 128: - case 23: - case 24: - case 160: - case 161: - case 181: - case 182: - case 242: - case 183: - case 184: - case 243: - case 244: - case 245: - case 165: - case 178: - case 179: - case 49: - case 50: - case 168: - case 169: - case 175: - case 170: - case 171: - case 172: - case 97: - case 76: - case 32: - case 173: - case 35: - case 80: - case 81: - case 79: - return -1; - case 176: - case 177: - case 7: - case 155: - case 8: - case 157: - case 125: - case 126: - case 92: - case 93: - case 129: - case 130: - case 131: - case 94: - case 91: - return 1; - case 74: - case 60: - case 69: - case 70: - case 4: - return 1024; - case 31: - case 42: - case 72: - return 32; - case 87: - case 26: - case 33: - return 2147483647; - case 34: - case 1: - return 47839; - case 38: - case 36: - return 99; - case 43: - case 37: - return 2048; - case 0: - return 2097152; - case 3: - return 65536; - case 28: - return 32768; - case 44: - return 32767; - case 75: - return 16384; - case 39: - return 1e3; - case 89: - return 700; - case 71: - return 256; - case 40: - return 255; - case 2: - return 100; - case 180: - return 64; - case 25: - return 20; - case 5: - return 16; - case 6: - return 6; - case 73: - return 4; - case 84: { - if (typeof navigator === "object") - return navigator["hardwareConcurrency"] || 1; - return 1; - } - } - setErrNo(28); - return -1; - } - if (!ENVIRONMENT_IS_PTHREAD) - PThread.initMainThreadBlock(); - var GLctx; - var proxiedFunctionTable = [null, _atexit, _emscripten_set_canvas_element_size_main_thread, _fd_close, _fd_seek, _fd_write, _sysconf]; - var asmLibraryArg = {e: ___assert_fail, r: ___call_main, x: __emscripten_notify_thread_queue, b: _abort, y: _emscripten_asm_const_int, j: _emscripten_conditional_set_current_thread_status, c: _emscripten_futex_wait, d: _emscripten_futex_wake, f: _emscripten_get_now, p: _emscripten_memcpy_big, z: _emscripten_num_logical_cores, u: _emscripten_receive_on_main_thread_js, q: _emscripten_resize_heap, v: _emscripten_set_canvas_element_size, i: _emscripten_set_current_thread_status, t: _emscripten_set_thread_name, w: _emscripten_webgl_create_context, m: _fd_close, n: _fd_seek, g: _fd_write, o: initPthreadsJS, a: wasmMemory || Module["wasmMemory"], k: _pthread_cleanup_pop, l: _pthread_cleanup_push, h: _pthread_create, s: _sysconf}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["La"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["Ma"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["Na"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["Oa"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["Pa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["Qa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["Ra"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["Sa"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Ta"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ua"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Va"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Wa"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Xa"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Ya"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Za"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["_a"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["$a"]).apply(null, arguments); - }; - var ___errno_location = Module["___errno_location"] = function() { - return (___errno_location = Module["___errno_location"] = Module["asm"]["ab"]).apply(null, arguments); - }; - var _emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = function() { - return (_emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = Module["asm"]["bb"]).apply(null, arguments); - }; - var _pthread_self = Module["_pthread_self"] = function() { - return (_pthread_self = Module["_pthread_self"] = Module["asm"]["cb"]).apply(null, arguments); - }; - var ___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = function() { - return (___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = Module["asm"]["db"]).apply(null, arguments); - }; - var _emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = function() { - return (_emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = Module["asm"]["eb"]).apply(null, arguments); - }; - var _emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = function() { - return (_emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = Module["asm"]["fb"]).apply(null, arguments); - }; - var _emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = function() { - return (_emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = Module["asm"]["gb"]).apply(null, arguments); - }; - var __emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = function() { - return (__emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = Module["asm"]["hb"]).apply(null, arguments); - }; - var _emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = function() { - return (_emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = Module["asm"]["ib"]).apply(null, arguments); - }; - var _emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = function() { - return (_emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = Module["asm"]["jb"]).apply(null, arguments); - }; - var __emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = function() { - return (__emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = Module["asm"]["kb"]).apply(null, arguments); - }; - var _emscripten_tls_init = Module["_emscripten_tls_init"] = function() { - return (_emscripten_tls_init = Module["_emscripten_tls_init"] = Module["asm"]["lb"]).apply(null, arguments); - }; - var __emscripten_thread_init = Module["__emscripten_thread_init"] = function() { - return (__emscripten_thread_init = Module["__emscripten_thread_init"] = Module["asm"]["mb"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["nb"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["ob"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["pb"]).apply(null, arguments); - }; - var _emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = function() { - return (_emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = Module["asm"]["qb"]).apply(null, arguments); - }; - var _memalign = Module["_memalign"] = function() { - return (_memalign = Module["_memalign"] = Module["asm"]["rb"]).apply(null, arguments); - }; - var __emscripten_allow_main_runtime_queued_calls = Module["__emscripten_allow_main_runtime_queued_calls"] = 9880; - var __emscripten_main_thread_futex = Module["__emscripten_main_thread_futex"] = 11368; - Module["cwrap"] = cwrap; - Module["PThread"] = PThread; - Module["PThread"] = PThread; - Module["wasmMemory"] = wasmMemory; - Module["ExitStatus"] = ExitStatus; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run2(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run2(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - if (ENVIRONMENT_IS_PTHREAD) { - readyPromiseResolve(Module); - postMessage({cmd: "loaded"}); - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run2; - function exit(status, implicit) { - if (implicit && noExitRuntime && status === 0) { - return; - } - if (!implicit) { - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exitProcess", returnCode: status}); - throw new ExitStatus(status); - } else { - } - } - if (noExitRuntime) { - } else { - PThread.terminateAllThreads(); - EXITSTATUS = status; - exitRuntime(); - if (Module["onExit"]) - Module["onExit"](status); - ABORT = true; - } - quit_(status, new ExitStatus(status)); - } - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - if (ENVIRONMENT_IS_PTHREAD) { - noExitRuntime = false; - PThread.initWorker(); - } - run2(); - return WasmBackendModuleThreadedSimd2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModuleThreadedSimd; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModuleThreadedSimd; - }); - else if (typeof exports === "object") - exports["WasmBackendModuleThreadedSimd"] = WasmBackendModuleThreadedSimd; - }); - var require_tfjs_backend_wasm = __commonJS((exports, module) => { - var WasmBackendModule = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModule2) { - WasmBackendModule2 = WasmBackendModule2 || {}; - var Module = typeof WasmBackendModule2 !== "undefined" ? WasmBackendModule2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data2; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data2 = read(f, "binary"); - assert3(typeof data2 === "object"); - return data2; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (_scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - var UTF8Decoder = typeof TextDecoder !== "undefined" ? new TextDecoder("utf8") : void 0; - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var endPtr = idx; - while (heap[endPtr] && !(endPtr >= endIdx)) - ++endPtr; - if (endPtr - idx > 16 && heap.subarray && UTF8Decoder) { - return UTF8Decoder.decode(heap.subarray(idx, endPtr)); - } else { - var str = ""; - while (idx < endPtr) { - var u0 = heap[idx++]; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(HEAPU8, ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, HEAPU8, outPtr, maxBytesToWrite); - } - function writeArrayToMemory(array2, buffer3) { - HEAP8.set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - function preRun() { - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - callRuntimeCallbacks(__ATMAIN__); - } - function postRun() { - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info2 = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmMemory = Module["asm"]["g"]; - updateGlobalBufferAndViews(wasmMemory.buffer); - wasmTable = Module["asm"]["m"]; - removeRunDependency("wasm-instantiate"); - } - addRunDependency("wasm-instantiate"); - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info2); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info2); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info2, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _abort() { - abort(); - } - function _emscripten_memcpy_big(dest, src, num) { - HEAPU8.copyWithin(dest, src, src + num); - } - function _emscripten_get_heap_size() { - return HEAPU8.length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = HEAP32[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - } - function _fd_write(fd, iov, iovcnt, pnum) { - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = HEAP32[iov + i * 8 >> 2]; - var len = HEAP32[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, HEAPU8[ptr + j]); - } - num += len; - } - HEAP32[pnum >> 2] = num; - return 0; - } - var asmLibraryArg = {a: _abort, d: _emscripten_memcpy_big, e: _emscripten_resize_heap, f: _fd_close, c: _fd_seek, b: _fd_write}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["h"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["i"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["j"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["k"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["l"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["n"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["o"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["p"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["q"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["r"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["s"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["t"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["u"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["v"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["w"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["x"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["y"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["z"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["F"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["La"]).apply(null, arguments); - }; - Module["cwrap"] = cwrap; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run2(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run2(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run2; - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - run2(); - return WasmBackendModule2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModule; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModule; - }); - else if (typeof exports === "object") - exports["WasmBackendModule"] = WasmBackendModule; - }); - var require_alea2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data2) { - data2 = String(data2); - for (var i = 0; i < data2.length; i++) { - n += data2.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xor1282 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xorwow2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xorshift72 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_xor40962 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_tychei2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); - }); - var require_seedrandom3 = __commonJS((exports, module) => { - (function(global2, pool3, math) { - var width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } else { - math["seed" + rngname] = seedrandom5; - } - })(typeof self !== "undefined" ? self : exports, [], Math); - }); - var require_seedrandom4 = __commonJS((exports, module) => { - var alea5 = require_alea2(); - var xor128 = require_xor1282(); - var xorwow = require_xorwow2(); - var xorshift7 = require_xorshift72(); - var xor4096 = require_xor40962(); - var tychei = require_tychei2(); - var sr = require_seedrandom3(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; - }); - var require_string_decoder = __commonJS(() => { - }); - var version = "3.3.0"; - var version2 = "3.3.0"; - var version3 = "3.3.0"; - var version4 = "3.3.0"; - var version5 = "3.3.0"; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EPSILON_FLOAT32 = 1e-7; - var EPSILON_FLOAT16 = 1e-4; - var DataStorage = class { - constructor(backend22, dataMover) { - this.backend = backend22; - this.dataMover = dataMover; - this.data = new WeakMap(); - this.dataIdsCount = 0; - } - get(dataId) { - if (!this.data.has(dataId)) { - this.dataMover.moveData(this.backend, dataId); - } - return this.data.get(dataId); - } - set(dataId, value) { - this.dataIdsCount++; - this.data.set(dataId, value); - } - has(dataId) { - return this.data.has(dataId); - } - delete(dataId) { - this.dataIdsCount--; - return this.data.delete(dataId); - } - numDataIds() { - return this.dataIdsCount; - } - }; - var KernelBackend = class { - refCount(dataId) { - return notYetImplemented("refCount"); - } - incRef(dataId) { - return notYetImplemented("incRef"); - } - timerAvailable() { - return true; - } - time(f) { - return notYetImplemented("time"); - } - read(dataId) { - return notYetImplemented("read"); - } - readSync(dataId) { - return notYetImplemented("readSync"); - } - numDataIds() { - return notYetImplemented("numDataIds"); - } - disposeData(dataId, force) { - return notYetImplemented("disposeData"); - } - write(values, shape, dtype) { - return notYetImplemented("write"); - } - move(dataId, values, shape, dtype, refCount) { - return notYetImplemented("move"); - } - memory() { - return notYetImplemented("memory"); - } - floatPrecision() { - return notYetImplemented("floatPrecision"); - } - epsilon() { - return this.floatPrecision() === 32 ? EPSILON_FLOAT32 : EPSILON_FLOAT16; - } - dispose() { - return notYetImplemented("dispose"); - } - }; - function notYetImplemented(kernelName) { - throw new Error(`'${kernelName}' not yet implemented or not found in the registry. This kernel may not be supported by the tfjs backend you have chosen`); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function shuffle(array2) { - let counter = array2.length; - let temp = 0; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - array2[counter] = array2[index]; - array2[index] = temp; - } - } - function shuffleCombo(array2, array22) { - if (array2.length !== array22.length) { - throw new Error(`Array sizes must match to be shuffled together First array length was ${array2.length}Second array length was ${array22.length}`); - } - let counter = array2.length; - let temp, temp2; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - temp2 = array22[counter]; - array2[counter] = array2[index]; - array22[counter] = array22[index]; - array2[index] = temp; - array22[index] = temp2; - } - } - function clamp(min6, x, max6) { - return Math.max(min6, Math.min(x, max6)); - } - function nearestLargerEven(val) { - return val % 2 === 0 ? val : val + 1; - } - function sum(arr) { - let sum6 = 0; - for (let i = 0; i < arr.length; i++) { - sum6 += arr[i]; - } - return sum6; - } - function randUniform(a, b) { - const r = Math.random(); - return b * r + (1 - r) * a; - } - function distSquared(a, b) { - let result = 0; - for (let i = 0; i < a.length; i++) { - const diff = Number(a[i]) - Number(b[i]); - result += diff * diff; - } - return result; - } - function assert(expr, msg) { - if (!expr) { - throw new Error(typeof msg === "string" ? msg : msg()); - } - } - function assertShapesMatch(shapeA, shapeB, errorMessagePrefix = "") { - assert(arraysEqual(shapeA, shapeB), () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); - } - function assertNonNull(a) { - assert(a != null, () => `The input to the tensor constructor must be a non-null value.`); - } - function flatten(arr, result = [], skipTypedArray = false) { - if (result == null) { - result = []; - } - if (Array.isArray(arr) || isTypedArray(arr) && !skipTypedArray) { - for (let i = 0; i < arr.length; ++i) { - flatten(arr[i], result, skipTypedArray); - } - } else { - result.push(arr); - } - return result; - } - function sizeFromShape(shape) { - if (shape.length === 0) { - return 1; - } - let size = shape[0]; - for (let i = 1; i < shape.length; i++) { - size *= shape[i]; - } - return size; - } - function isScalarShape(shape) { - return shape.length === 0; - } - function arraysEqual(n1, n2) { - if (n1 === n2) { - return true; - } - if (n1 == null || n2 == null) { - return false; - } - if (n1.length !== n2.length) { - return false; - } - for (let i = 0; i < n1.length; i++) { - if (n1[i] !== n2[i]) { - return false; - } - } - return true; - } - function isInt(a) { - return a % 1 === 0; - } - function tanh(x) { - if (Math.tanh != null) { - return Math.tanh(x); - } - if (x === Infinity) { - return 1; - } else if (x === -Infinity) { - return -1; - } else { - const e2x = Math.exp(2 * x); - return (e2x - 1) / (e2x + 1); - } - } - function sizeToSquarishShape(size) { - const width = Math.ceil(Math.sqrt(size)); - return [width, Math.ceil(size / width)]; - } - function createShuffledIndices(n) { - const shuffledIndices = new Uint32Array(n); - for (let i = 0; i < n; ++i) { - shuffledIndices[i] = i; - } - shuffle(shuffledIndices); - return shuffledIndices; - } - function rightPad(a, size) { - if (size <= a.length) { - return a; - } - return a + " ".repeat(size - a.length); - } - function repeatedTry(checkFn, delayFn = (counter) => 0, maxCounter) { - return new Promise((resolve, reject) => { - let tryCount = 0; - const tryFn = () => { - if (checkFn()) { - resolve(); - return; - } - tryCount++; - const nextBackoff = delayFn(tryCount); - if (maxCounter != null && tryCount >= maxCounter) { - reject(); - return; - } - setTimeout(tryFn, nextBackoff); - }; - tryFn(); - }); - } - function inferFromImplicitShape(shape, size) { - let shapeProd = 1; - let implicitIdx = -1; - for (let i = 0; i < shape.length; ++i) { - if (shape[i] >= 0) { - shapeProd *= shape[i]; - } else if (shape[i] === -1) { - if (implicitIdx !== -1) { - throw Error(`Shapes can only have 1 implicit size. Found -1 at dim ${implicitIdx} and dim ${i}`); - } - implicitIdx = i; - } else if (shape[i] < 0) { - throw Error(`Shapes can not be < 0. Found ${shape[i]} at dim ${i}`); - } - } - if (implicitIdx === -1) { - if (size > 0 && size !== shapeProd) { - throw Error(`Size(${size}) must match the product of shape ${shape}`); - } - return shape; - } - if (shapeProd === 0) { - throw Error(`Cannot infer the missing size in [${shape}] when there are 0 elements`); - } - if (size % shapeProd !== 0) { - throw Error(`The implicit shape can't be a fractional number. Got ${size} / ${shapeProd}`); - } - const newShape = shape.slice(); - newShape[implicitIdx] = size / shapeProd; - return newShape; - } - function parseAxisParam(axis, shape) { - const rank = shape.length; - axis = axis == null ? shape.map((s, i) => i) : [].concat(axis); - assert(axis.every((ax) => ax >= -rank && ax < rank), () => `All values in axis param must be in range [-${rank}, ${rank}) but got axis ${axis}`); - assert(axis.every((ax) => isInt(ax)), () => `All values in axis param must be integers but got axis ${axis}`); - return axis.map((a) => a < 0 ? rank + a : a); - } - function squeezeShape(shape, axis) { - const newShape = []; - const keptDims = []; - const isEmptyArray = axis != null && Array.isArray(axis) && axis.length === 0; - const axes = axis == null || isEmptyArray ? null : parseAxisParam(axis, shape).sort(); - let j = 0; - for (let i = 0; i < shape.length; ++i) { - if (axes != null) { - if (axes[j] === i && shape[i] !== 1) { - throw new Error(`Can't squeeze axis ${i} since its dim '${shape[i]}' is not 1`); - } - if ((axes[j] == null || axes[j] > i) && shape[i] === 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - if (axes[j] <= i) { - j++; - } - } - if (shape[i] !== 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - } - return {newShape, keptDims}; - } - function getTypedArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; - } - function getArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else if (dtype === "string") { - values = new Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; - } - function checkConversionForErrors(vals, dtype) { - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - throw Error(`A tensor of type ${dtype} being uploaded contains ${num}.`); - } - } - } - function isValidDtype(dtype) { - return dtype === "bool" || dtype === "complex64" || dtype === "float32" || dtype === "int32" || dtype === "string"; - } - function hasEncodingLoss(oldType, newType) { - if (newType === "complex64") { - return false; - } - if (newType === "float32" && oldType !== "complex64") { - return false; - } - if (newType === "int32" && oldType !== "float32" && oldType !== "complex64") { - return false; - } - if (newType === "bool" && oldType === "bool") { - return false; - } - return true; - } - function isTypedArray(a) { - return a instanceof Float32Array || a instanceof Int32Array || a instanceof Uint8Array; - } - function bytesPerElement(dtype) { - if (dtype === "float32" || dtype === "int32") { - return 4; - } else if (dtype === "complex64") { - return 8; - } else if (dtype === "bool") { - return 1; - } else { - throw new Error(`Unknown dtype ${dtype}`); - } - } - function bytesFromStringArray(arr) { - if (arr == null) { - return 0; - } - let bytes = 0; - arr.forEach((x) => bytes += x.length); - return bytes; - } - function isString(value) { - return typeof value === "string" || value instanceof String; - } - function isBoolean(value) { - return typeof value === "boolean"; - } - function isNumber(value) { - return typeof value === "number"; - } - function inferDtype(values) { - if (Array.isArray(values)) { - return inferDtype(values[0]); - } - if (values instanceof Float32Array) { - return "float32"; - } else if (values instanceof Int32Array || values instanceof Uint8Array) { - return "int32"; - } else if (isNumber(values)) { - return "float32"; - } else if (isString(values)) { - return "string"; - } else if (isBoolean(values)) { - return "bool"; - } - return "float32"; - } - function isFunction(f) { - return !!(f && f.constructor && f.call && f.apply); - } - function nearestDivisor(size, start) { - for (let i = start; i < size; ++i) { - if (size % i === 0) { - return i; - } - } - return size; - } - function computeStrides(shape) { - const rank = shape.length; - if (rank < 2) { - return []; - } - const strides = new Array(rank - 1); - strides[rank - 2] = shape[rank - 1]; - for (let i = rank - 3; i >= 0; --i) { - strides[i] = strides[i + 1] * shape[i + 1]; - } - return strides; - } - function createNestedArray(offset, shape, a) { - const ret = new Array(); - if (shape.length === 1) { - const d = shape[0]; - for (let i = 0; i < d; i++) { - ret[i] = a[offset + i]; - } - } else { - const d = shape[0]; - const rest = shape.slice(1); - const len = rest.reduce((acc, c) => acc * c); - for (let i = 0; i < d; i++) { - ret[i] = createNestedArray(offset + i * len, rest, a); - } - } - return ret; - } - function toNestedArray(shape, a) { - if (shape.length === 0) { - return a[0]; - } - const size = shape.reduce((acc, c) => acc * c); - if (size === 0) { - return []; - } - if (size !== a.length) { - throw new Error(`[${shape}] does not match the input size ${a.length}.`); - } - return createNestedArray(0, shape, a); - } - function makeOnesTypedArray(size, dtype) { - const array2 = makeZerosTypedArray(size, dtype); - for (let i = 0; i < array2.length; i++) { - array2[i] = 1; - } - return array2; - } - function makeZerosTypedArray(size, dtype) { - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(size); - } else if (dtype === "int32") { - return new Int32Array(size); - } else if (dtype === "bool") { - return new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - } - function makeZerosNestedTypedArray(shape, dtype) { - const size = shape.reduce((prev, curr) => prev * curr, 1); - if (dtype == null || dtype === "float32") { - return toNestedArray(shape, new Float32Array(size)); - } else if (dtype === "int32") { - return toNestedArray(shape, new Int32Array(size)); - } else if (dtype === "bool") { - return toNestedArray(shape, new Uint8Array(size)); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - } - function assertNonNegativeIntegerDimensions(shape) { - shape.forEach((dimSize) => { - assert(Number.isInteger(dimSize) && dimSize >= 0, () => `Tensor must have a shape comprised of positive integers but got shape [${shape}].`); - }); - } - function locToIndex(locs, rank, strides) { - if (rank === 0) { - return 0; - } else if (rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += strides[i] * locs[i]; - } - return index; - } - function indexToLoc(index, rank, strides) { - if (rank === 0) { - return []; - } else if (rank === 1) { - return [index]; - } - const locs = new Array(rank); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / strides[i]); - index -= locs[i] * strides[i]; - } - locs[locs.length - 1] = index; - return locs; - } - function isPromise(object2) { - return object2 && object2.then && typeof object2.then === "function"; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TENSORFLOWJS_FLAGS_PREFIX = "tfjsflags"; - var Environment = class { - constructor(global2) { - this.global = global2; - this.flags = {}; - this.flagRegistry = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - setPlatform(platformName, platform) { - if (this.platform != null) { - console.warn(`Platform ${this.platformName} has already been set. Overwriting the platform with ${platform}.`); - } - this.platformName = platformName; - this.platform = platform; - } - registerFlag(flagName, evaluationFn, setHook) { - this.flagRegistry[flagName] = {evaluationFn, setHook}; - if (this.urlFlags[flagName] != null) { - const flagValue = this.urlFlags[flagName]; - console.warn(`Setting feature override from URL ${flagName}: ${flagValue}.`); - this.set(flagName, flagValue); - } - } - async getAsync(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - this.flags[flagName] = await this.evaluateFlag(flagName); - return this.flags[flagName]; - } - get(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - const flagValue = this.evaluateFlag(flagName); - if (isPromise(flagValue)) { - throw new Error(`Flag ${flagName} cannot be synchronously evaluated. Please use getAsync() instead.`); - } - this.flags[flagName] = flagValue; - return this.flags[flagName]; - } - getNumber(flagName) { - return this.get(flagName); - } - getBool(flagName) { - return this.get(flagName); - } - getFlags() { - return this.flags; - } - get features() { - return this.flags; - } - set(flagName, value) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot set flag ${flagName} as it has not been registered.`); - } - this.flags[flagName] = value; - if (this.flagRegistry[flagName].setHook != null) { - this.flagRegistry[flagName].setHook(value); - } - } - evaluateFlag(flagName) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot evaluate flag '${flagName}': no evaluation function found.`); - } - return this.flagRegistry[flagName].evaluationFn(); - } - setFlags(flags) { - this.flags = Object.assign({}, flags); - } - reset() { - this.flags = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - populateURLFlags() { - if (typeof this.global === "undefined" || typeof this.global.location === "undefined" || typeof this.global.location.search === "undefined") { - return; - } - const urlParams = getQueryParams(this.global.location.search); - if (TENSORFLOWJS_FLAGS_PREFIX in urlParams) { - const keyValues = urlParams[TENSORFLOWJS_FLAGS_PREFIX].split(","); - keyValues.forEach((keyValue) => { - const [key, value] = keyValue.split(":"); - this.urlFlags[key] = parseValue(key, value); - }); - } - } - }; - function getQueryParams(queryString) { - const params = {}; - queryString.replace(/[?&]([^=?&]+)(?:=([^&]*))?/g, (s, ...t) => { - decodeParam(params, t[0], t[1]); - return t.join("="); - }); - return params; - } - function decodeParam(params, name, value) { - params[decodeURIComponent(name)] = decodeURIComponent(value || ""); - } - function parseValue(flagName, value) { - value = value.toLowerCase(); - if (value === "true" || value === "false") { - return value === "true"; - } else if (`${+value}` === value) { - return +value; - } - throw new Error(`Could not parse value flag value ${value} for flag ${flagName}.`); - } - function env() { - return ENV; - } - var ENV = null; - function setEnvironmentGlobal(environment) { - ENV = environment; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var globalNameSpace; - function getGlobalNamespace() { - if (globalNameSpace == null) { - let ns; - if (typeof window !== "undefined") { - ns = window; - } else if (typeof global !== "undefined") { - ns = global; - } else if (typeof process !== "undefined") { - ns = process; - } else if (typeof self !== "undefined") { - ns = self; - } else { - throw new Error("Could not find a global object"); - } - globalNameSpace = ns; - } - return globalNameSpace; - } - function getGlobalMap() { - const ns = getGlobalNamespace(); - if (ns._tfGlobals == null) { - ns._tfGlobals = new Map(); - } - return ns._tfGlobals; - } - function getGlobal(key, init2) { - const globalMap = getGlobalMap(); - if (globalMap.has(key)) { - return globalMap.get(key); - } else { - const singleton = init2(); - globalMap.set(key, singleton); - return globalMap.get(key); - } - } - var Abs = "Abs"; - var Acos = "Acos"; - var Acosh = "Acosh"; - var Add = "Add"; - var AddN = "AddN"; - var All = "All"; - var Any = "Any"; - var ArgMax = "ArgMax"; - var ArgMin = "ArgMin"; - var Asin = "Asin"; - var Asinh = "Asinh"; - var Atan = "Atan"; - var Atanh = "Atanh"; - var Atan2 = "Atan2"; - var AvgPool = "AvgPool"; - var AvgPoolGrad = "AvgPoolGrad"; - var AvgPool3D = "AvgPool3D"; - var AvgPool3DGrad = "AvgPool3DGrad"; - var BatchMatMul = "BatchMatMul"; - var BatchToSpaceND = "BatchToSpaceND"; - var Bincount = "Bincount"; - var BroadcastTo = "BroadcastTo"; - var Cast = "Cast"; - var Ceil = "Ceil"; - var ClipByValue = "ClipByValue"; - var Complex = "Complex"; - var ComplexAbs = "ComplexAbs"; - var Concat = "Concat"; - var Conv2D = "Conv2D"; - var Conv2DBackpropFilter = "Conv2DBackpropFilter"; - var Conv2DBackpropInput = "Conv2DBackpropInput"; - var Conv3D = "Conv3D"; - var Conv3DBackpropFilterV2 = "Conv3DBackpropFilterV2"; - var Conv3DBackpropInputV2 = "Conv3DBackpropInputV2"; - var Cos = "Cos"; - var Cosh = "Cosh"; - var Cumsum = "Cumsum"; - var CropAndResize = "CropAndResize"; - var DenseBincount = "DenseBincount"; - var DepthToSpace = "DepthToSpace"; - var DepthwiseConv2dNative = "DepthwiseConv2dNative"; - var DepthwiseConv2dNativeBackpropFilter = "DepthwiseConv2dNativeBackpropFilter"; - var DepthwiseConv2dNativeBackpropInput = "DepthwiseConv2dNativeBackpropInput"; - var Diag = "Diag"; - var Dilation2D = "Dilation2D"; - var Dilation2DBackpropInput = "Dilation2DBackpropInput"; - var Dilation2DBackpropFilter = "Dilation2DBackpropFilter"; - var RealDiv = "RealDiv"; - var Elu = "Elu"; - var EluGrad = "EluGrad"; - var Erf = "Erf"; - var Equal = "Equal"; - var Exp = "Exp"; - var ExpandDims = "ExpandDims"; - var Expm1 = "Expm1"; - var FFT = "FFT"; - var Fill = "Fill"; - var FlipLeftRight = "FlipLeftRight"; - var Floor = "Floor"; - var FloorDiv = "FloorDiv"; - var FusedBatchNorm = "FusedBatchNorm"; - var GatherV2 = "GatherV2"; - var GatherNd = "GatherNd"; - var Greater = "Greater"; - var GreaterEqual = "GreaterEqual"; - var Identity = "Identity"; - var IFFT = "IFFT"; - var Imag = "Imag"; - var IsFinite = "IsFinite"; - var IsInf = "IsInf"; - var IsNan = "IsNan"; - var LeakyRelu = "LeakyRelu"; - var Less = "Less"; - var LessEqual = "LessEqual"; - var LinSpace = "LinSpace"; - var Log = "Log"; - var Log1p = "Log1p"; - var LogicalAnd = "LogicalAnd"; - var LogicalNot = "LogicalNot"; - var LogicalOr = "LogicalOr"; - var LogSoftmax = "LogSoftmax"; - var LRN = "LRN"; - var LRNGrad = "LRNGrad"; - var Max = "Max"; - var Maximum = "Maximum"; - var MaxPool = "MaxPool"; - var MaxPoolGrad = "MaxPoolGrad"; - var MaxPool3D = "MaxPool3D"; - var MaxPool3DGrad = "MaxPool3DGrad"; - var MaxPoolWithArgmax = "MaxPoolWithArgmax"; - var Mean = "Mean"; - var Min = "Min"; - var Minimum = "Minimum"; - var MirrorPad = "MirrorPad"; - var Mod = "Mod"; - var Multinomial = "Multinomial"; - var Multiply = "Multiply"; - var Neg = "Neg"; - var NotEqual = "NotEqual"; - var NonMaxSuppressionV3 = "NonMaxSuppressionV3"; - var NonMaxSuppressionV4 = "NonMaxSuppressionV4"; - var NonMaxSuppressionV5 = "NonMaxSuppressionV5"; - var OnesLike = "OnesLike"; - var OneHot = "OneHot"; - var Pack = "Pack"; - var PadV2 = "PadV2"; - var Pool = "Pool"; - var Pow = "Pow"; - var Prelu = "Prelu"; - var Prod = "Prod"; - var Range = "Range"; - var Real = "Real"; - var Reciprocal = "Reciprocal"; - var Relu = "Relu"; - var Reshape = "Reshape"; - var ResizeNearestNeighbor = "ResizeNearestNeighbor"; - var ResizeNearestNeighborGrad = "ResizeNearestNeighborGrad"; - var ResizeBilinear = "ResizeBilinear"; - var ResizeBilinearGrad = "ResizeBilinearGrad"; - var Relu6 = "Relu6"; - var Reverse = "Reverse"; - var Round = "Round"; - var Rsqrt = "Rsqrt"; - var ScatterNd = "ScatterNd"; - var Select = "Select"; - var Selu = "Selu"; - var Slice = "Slice"; - var Sin = "Sin"; - var Sinh = "Sinh"; - var Sign = "Sign"; - var Sigmoid = "Sigmoid"; - var Softplus = "Softplus"; - var Sqrt = "Sqrt"; - var Sum = "Sum"; - var SpaceToBatchND = "SpaceToBatchND"; - var SplitV = "SplitV"; - var Softmax = "Softmax"; - var SquaredDifference = "SquaredDifference"; - var Square = "Square"; - var Sub = "Sub"; - var SparseToDense = "SparseToDense"; - var StridedSlice = "StridedSlice"; - var Tan = "Tan"; - var Tanh = "Tanh"; - var Tile = "Tile"; - var TopK = "TopK"; - var Transform = "Transform"; - var Transpose = "Transpose"; - var Unique = "Unique"; - var Unpack = "Unpack"; - var UnsortedSegmentSum = "UnsortedSegmentSum"; - var ZerosLike = "ZerosLike"; - var Step = "Step"; - var FromPixels = "FromPixels"; - var RotateWithOffset = "RotateWithOffset"; - var _FusedMatMul = "_FusedMatMul"; - var FusedConv2D = "FusedConv2D"; - var FusedDepthwiseConv2D = "FusedDepthwiseConv2D"; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var kernelRegistry = getGlobal("kernelRegistry", () => new Map()); - var gradRegistry = getGlobal("gradRegistry", () => new Map()); - function getKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - return kernelRegistry.get(key); - } - function getGradient(kernelName) { - return gradRegistry.get(kernelName); - } - function getKernelsForBackend(backendName) { - const it = kernelRegistry.entries(); - const result = []; - while (true) { - const {done, value} = it.next(); - if (done) { - break; - } - const [key, config3] = value; - const [backend22] = key.split("_"); - if (backend22 === backendName) { - result.push(config3); - } - } - return result; - } - function registerKernel(config3) { - const {kernelName, backendName} = config3; - const key = makeKey(kernelName, backendName); - if (kernelRegistry.has(key)) { - console.warn(`The kernel '${kernelName}' for backend '${backendName}' is already registered`); - } - kernelRegistry.set(key, config3); - } - function registerGradient(config3) { - const {kernelName} = config3; - if (gradRegistry.has(kernelName)) { - if (env().getBool("DEBUG")) { - console.warn(`Overriding the gradient for '${kernelName}'`); - } - } - gradRegistry.set(kernelName, config3); - } - function unregisterKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - if (!kernelRegistry.has(key)) { - throw new Error(`The kernel '${kernelName}' for backend '${backendName}' is not registered`); - } - kernelRegistry.delete(key); - } - function unregisterGradient(kernelName) { - if (!gradRegistry.has(kernelName)) { - throw new Error(`The gradient '${kernelName}' for backend is not registered`); - } - gradRegistry.delete(kernelName); - } - function copyRegisteredKernels(registeredBackendName, newBackendName) { - const kernels = getKernelsForBackend(registeredBackendName); - kernels.forEach((kernelConfig) => { - const newKernelConfig = Object.assign({}, kernelConfig, {backendName: newBackendName}); - registerKernel(newKernelConfig); - }); - } - function makeKey(kernelName, backendName) { - return `${backendName}_${kernelName}`; - } - var util_exports = {}; - __export2(util_exports, { - arraysEqual: () => arraysEqual, - assert: () => assert, - assertNonNegativeIntegerDimensions: () => assertNonNegativeIntegerDimensions, - assertNonNull: () => assertNonNull, - assertShapesMatch: () => assertShapesMatch, - bytesFromStringArray: () => bytesFromStringArray, - bytesPerElement: () => bytesPerElement, - checkConversionForErrors: () => checkConversionForErrors, - clamp: () => clamp, - computeStrides: () => computeStrides, - createScalarValue: () => createScalarValue, - createShuffledIndices: () => createShuffledIndices, - decodeString: () => decodeString, - distSquared: () => distSquared, - encodeString: () => encodeString, - fetch: () => fetch2, - flatten: () => flatten, - getArrayFromDType: () => getArrayFromDType, - getTypedArrayFromDType: () => getTypedArrayFromDType, - hasEncodingLoss: () => hasEncodingLoss, - indexToLoc: () => indexToLoc, - inferDtype: () => inferDtype, - inferFromImplicitShape: () => inferFromImplicitShape, - isBoolean: () => isBoolean, - isFunction: () => isFunction, - isInt: () => isInt, - isNumber: () => isNumber, - isPromise: () => isPromise, - isScalarShape: () => isScalarShape, - isString: () => isString, - isTypedArray: () => isTypedArray, - isValidDtype: () => isValidDtype, - locToIndex: () => locToIndex, - makeOnesTypedArray: () => makeOnesTypedArray, - makeZerosNestedTypedArray: () => makeZerosNestedTypedArray, - makeZerosTypedArray: () => makeZerosTypedArray, - nearestDivisor: () => nearestDivisor, - nearestLargerEven: () => nearestLargerEven, - now: () => now2, - parseAxisParam: () => parseAxisParam, - randUniform: () => randUniform, - repeatedTry: () => repeatedTry, - rightPad: () => rightPad, - shuffle: () => shuffle, - shuffleCombo: () => shuffleCombo, - sizeFromShape: () => sizeFromShape, - sizeToSquarishShape: () => sizeToSquarishShape, - squeezeShape: () => squeezeShape, - sum: () => sum, - tanh: () => tanh, - toNestedArray: () => toNestedArray, - toTypedArray: () => toTypedArray - }); - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function createScalarValue(value, dtype) { - if (dtype === "string") { - return encodeString(value); - } - return toTypedArray([value], dtype); - } - function noConversionNeeded(a, dtype) { - return a instanceof Float32Array && dtype === "float32" || a instanceof Int32Array && dtype === "int32" || a instanceof Uint8Array && dtype === "bool"; - } - function toTypedArray(a, dtype) { - if (dtype === "string") { - throw new Error("Cannot convert a string[] to a TypedArray"); - } - if (Array.isArray(a)) { - a = flatten(a); - } - if (env().getBool("DEBUG")) { - checkConversionForErrors(a, dtype); - } - if (noConversionNeeded(a, dtype)) { - return a; - } - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(a); - } else if (dtype === "int32") { - return new Int32Array(a); - } else if (dtype === "bool") { - const bool = new Uint8Array(a.length); - for (let i = 0; i < bool.length; ++i) { - if (Math.round(a[i]) !== 0) { - bool[i] = 1; - } - } - return bool; - } else { - throw new Error(`Unknown data type ${dtype}`); - } - } - function now2() { - return env().platform.now(); - } - function fetch2(path, requestInits) { - return env().platform.fetch(path, requestInits); - } - function encodeString(s, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.encode(s, encoding); - } - function decodeString(bytes, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.decode(bytes, encoding); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Profiler = class { - constructor(backendTimer, logger) { - this.backendTimer = backendTimer; - this.logger = logger; - if (logger == null) { - this.logger = new Logger(); - } - } - profileKernel(kernelName, inputs, f) { - let outputs; - const holdResultWrapperFn = () => { - outputs = f(); - }; - let timer; - const start = now2(); - if (this.backendTimer.timerAvailable()) { - timer = this.backendTimer.time(holdResultWrapperFn); - } else { - holdResultWrapperFn(); - for (const output of outputs) { - output.dataSync(); - } - timer = Promise.resolve({kernelMs: now2() - start}); - } - if (env().getBool("CHECK_COMPUTATION_FOR_ERRORS")) { - for (let i = 0; i < outputs.length; i++) { - const output = outputs[i]; - output.data().then((tensorVals) => { - checkComputationForErrors(tensorVals, output.dtype, kernelName); - }); - } - } - const kernelProfile = { - kernelName, - outputs, - inputs, - timeMs: timer.then((timing) => timing.kernelMs), - extraInfo: timer.then((timing) => timing.getExtraProfileInfo != null ? timing.getExtraProfileInfo() : "") - }; - return kernelProfile; - } - logKernelProfile(kernelProfile) { - const {kernelName, outputs, timeMs, inputs, extraInfo} = kernelProfile; - outputs.forEach((result) => { - Promise.all([result.data(), timeMs, extraInfo]).then((valueContainer) => { - this.logger.logKernelProfile(kernelName, result, valueContainer[0], valueContainer[1], inputs, valueContainer[2]); - }); - }); - } - }; - function checkComputationForErrors(vals, dtype, kernelName) { - if (dtype !== "float32") { - return false; - } - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - console.warn(`Found ${num} in the result of '${kernelName}'`); - return true; - } - } - return false; - } - var Logger = class { - logKernelProfile(name, result, vals, timeMs, inputs, extraInfo) { - const time2 = typeof timeMs === "number" ? rightPad(`${timeMs}ms`, 9) : timeMs["error"]; - const paddedName = rightPad(name, 25); - const rank = result.rank; - const size = result.size; - const shape = rightPad(result.shape.toString(), 14); - let inputShapesDescription = ""; - for (const name2 in inputs) { - const input2 = inputs[name2]; - if (input2 != null) { - const inputShape = input2.shape || result.shape; - const inputRank = inputShape.length; - inputShapesDescription += `${name2}: ${inputRank}D ${inputRank > 0 ? inputShape : ""} `; - } - } - console.log(`%c${paddedName} %c${time2} %c${rank}D ${shape} %c${size} %c${inputShapesDescription} %c${extraInfo}`, "font-weight:bold", "color:red", "color:blue", "color: orange", "color: green", "color: steelblue"); - } - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getFilteredNodesXToY(tape, xs, y) { - const tensorsFromX = {}; - const nodesFromX = {}; - for (let i = 0; i < xs.length; i++) { - tensorsFromX[xs[i].id] = true; - } - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (const inputName in nodeInputs) { - const input2 = nodeInputs[inputName]; - let anyInputFromX = false; - for (let j = 0; j < xs.length; j++) { - if (tensorsFromX[input2.id]) { - node.outputs.forEach((output) => tensorsFromX[output.id] = true); - anyInputFromX = true; - nodesFromX[node.id] = true; - break; - } - } - if (anyInputFromX) { - break; - } - } - } - const tensorsLeadToY = {}; - tensorsLeadToY[y.id] = true; - const nodesToY = {}; - for (let i = tape.length - 1; i >= 0; i--) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (let j = 0; j < node.outputs.length; j++) { - if (tensorsLeadToY[node.outputs[j].id]) { - for (const inputName in nodeInputs) { - tensorsLeadToY[nodeInputs[inputName].id] = true; - nodesToY[node.id] = true; - } - break; - } - } - } - const filteredTape = []; - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - if (nodesFromX[node.id] && nodesToY[node.id]) { - const prunedInputs = {}; - for (const inputName in node.inputs) { - const nodeInput = node.inputs[inputName]; - if (tensorsFromX[nodeInput.id]) { - prunedInputs[inputName] = nodeInput; - } - } - const prunedNode = Object.assign({}, node); - prunedNode.inputs = prunedInputs; - prunedNode.outputs = node.outputs; - filteredTape.push(prunedNode); - } - } - return filteredTape; - } - function backpropagateGradients(tensorAccumulatedGradientMap, filteredTape, tidy2, add5) { - for (let i = filteredTape.length - 1; i >= 0; i--) { - const node = filteredTape[i]; - const dys = []; - node.outputs.forEach((o) => { - const gradTensor = tensorAccumulatedGradientMap[o.id]; - if (gradTensor != null) { - dys.push(gradTensor); - } else { - dys.push(null); - } - }); - if (node.gradient == null) { - throw new Error(`Cannot compute gradient: gradient function not found for ${node.kernelName}.`); - } - const inputGradients = node.gradient(dys); - for (const inputName in node.inputs) { - if (!(inputName in inputGradients)) { - throw new Error(`Cannot backprop through input ${inputName}. Available gradients found: ${Object.keys(inputGradients)}.`); - } - const dx = tidy2(() => inputGradients[inputName]()); - if (dx.dtype !== "float32") { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input ${inputName} must have 'float32' dtype, but has '${dx.dtype}'`); - } - const x = node.inputs[inputName]; - if (!arraysEqual(dx.shape, x.shape)) { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input '${inputName}' has shape '${dx.shape}', which does not match the shape of the input '${x.shape}'`); - } - if (tensorAccumulatedGradientMap[x.id] == null) { - tensorAccumulatedGradientMap[x.id] = dx; - } else { - const curGradient = tensorAccumulatedGradientMap[x.id]; - tensorAccumulatedGradientMap[x.id] = add5(curGradient, dx); - curGradient.dispose(); - } - } - } - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FORMAT_LIMIT_NUM_VALS = 20; - var FORMAT_NUM_FIRST_LAST_VALS = 3; - var FORMAT_NUM_SIG_DIGITS = 7; - function tensorToString(vals, shape, dtype, verbose) { - const strides = computeStrides(shape); - const padPerCol = computeMaxSizePerColumn(vals, shape, dtype, strides); - const rank = shape.length; - const valsLines = subTensorToString(vals, shape, dtype, strides, padPerCol); - const lines2 = ["Tensor"]; - if (verbose) { - lines2.push(` dtype: ${dtype}`); - lines2.push(` rank: ${rank}`); - lines2.push(` shape: [${shape}]`); - lines2.push(` values:`); - } - lines2.push(valsLines.map((l) => " " + l).join("\n")); - return lines2.join("\n"); - } - function computeMaxSizePerColumn(vals, shape, dtype, strides) { - const n = sizeFromShape(shape); - const numCols = strides[strides.length - 1]; - const padPerCol = new Array(numCols).fill(0); - const rank = shape.length; - const valuesOrTuples = dtype === "complex64" ? createComplexTuples(vals) : vals; - if (rank > 1) { - for (let row = 0; row < n / numCols; row++) { - const offset = row * numCols; - for (let j = 0; j < numCols; j++) { - padPerCol[j] = Math.max(padPerCol[j], valToString(valuesOrTuples[offset + j], 0, dtype).length); - } - } - } - return padPerCol; - } - function valToString(val, pad3, dtype) { - let valStr; - if (Array.isArray(val)) { - valStr = `${parseFloat(val[0].toFixed(FORMAT_NUM_SIG_DIGITS))} + ${parseFloat(val[1].toFixed(FORMAT_NUM_SIG_DIGITS))}j`; - } else if (isString(val)) { - valStr = `'${val}'`; - } else if (dtype === "bool") { - valStr = boolNumToString(val); - } else { - valStr = parseFloat(val.toFixed(FORMAT_NUM_SIG_DIGITS)).toString(); - } - return rightPad(valStr, pad3); - } - function boolNumToString(v) { - return v === 0 ? "false" : "true"; - } - function subTensorToString(vals, shape, dtype, strides, padPerCol, isLast = true) { - const storagePerElement = dtype === "complex64" ? 2 : 1; - const size = shape[0]; - const rank = shape.length; - if (rank === 0) { - if (dtype === "complex64") { - const complexTuple = createComplexTuples(vals); - return [valToString(complexTuple[0], 0, dtype)]; - } - if (dtype === "bool") { - return [boolNumToString(vals[0])]; - } - return [vals[0].toString()]; - } - if (rank === 1) { - if (size > FORMAT_LIMIT_NUM_VALS) { - const firstValsSize = FORMAT_NUM_FIRST_LAST_VALS * storagePerElement; - let firstVals = Array.from(vals.slice(0, firstValsSize)); - let lastVals = Array.from(vals.slice((size - FORMAT_NUM_FIRST_LAST_VALS) * storagePerElement, size * storagePerElement)); - if (dtype === "complex64") { - firstVals = createComplexTuples(firstVals); - lastVals = createComplexTuples(lastVals); - } - return [ - "[" + firstVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + ", ..., " + lastVals.map((x, i) => valToString(x, padPerCol[size - FORMAT_NUM_FIRST_LAST_VALS + i], dtype)).join(", ") + "]" - ]; - } - const displayVals = dtype === "complex64" ? createComplexTuples(vals) : Array.from(vals); - return [ - "[" + displayVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + "]" - ]; - } - const subshape = shape.slice(1); - const substrides = strides.slice(1); - const stride = strides[0] * storagePerElement; - const lines2 = []; - if (size > FORMAT_LIMIT_NUM_VALS) { - for (let i = 0; i < FORMAT_NUM_FIRST_LAST_VALS; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, false)); - } - lines2.push("..."); - for (let i = size - FORMAT_NUM_FIRST_LAST_VALS; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } else { - for (let i = 0; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines2.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } - const sep = rank === 2 ? "," : ""; - lines2[0] = "[" + lines2[0] + sep; - for (let i = 1; i < lines2.length - 1; i++) { - lines2[i] = " " + lines2[i] + sep; - } - let newLineSep = ",\n"; - for (let i = 2; i < rank; i++) { - newLineSep += "\n"; - } - lines2[lines2.length - 1] = " " + lines2[lines2.length - 1] + "]" + (isLast ? "" : newLineSep); - return lines2; - } - function createComplexTuples(vals) { - const complexTuples = []; - for (let i = 0; i < vals.length; i += 2) { - complexTuples.push([vals[i], vals[i + 1]]); - } - return complexTuples; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TensorBuffer = class { - constructor(shape, dtype, values) { - this.dtype = dtype; - this.shape = shape.slice(); - this.size = sizeFromShape(shape); - if (values != null) { - const n = values.length; - assert(n === this.size, () => `Length of values '${n}' does not match the size inferred by the shape '${this.size}'.`); - } - if (dtype === "complex64") { - throw new Error(`complex64 dtype TensorBuffers are not supported. Please create a TensorBuffer for the real and imaginary parts separately and call tf.complex(real, imag).`); - } - this.values = values || getArrayFromDType(dtype, this.size); - this.strides = computeStrides(shape); - } - set(value, ...locs) { - if (locs.length === 0) { - locs = [0]; - } - assert(locs.length === this.rank, () => `The number of provided coordinates (${locs.length}) must match the rank (${this.rank})`); - const index = this.locToIndex(locs); - this.values[index] = value; - } - get(...locs) { - if (locs.length === 0) { - locs = [0]; - } - let i = 0; - for (const loc of locs) { - if (loc < 0 || loc >= this.shape[i]) { - const msg = `Requested out of range element at ${locs}. Buffer shape=${this.shape}`; - throw new Error(msg); - } - i++; - } - let index = locs[locs.length - 1]; - for (let i2 = 0; i2 < locs.length - 1; ++i2) { - index += this.strides[i2] * locs[i2]; - } - return this.values[index]; - } - locToIndex(locs) { - if (this.rank === 0) { - return 0; - } else if (this.rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += this.strides[i] * locs[i]; - } - return index; - } - indexToLoc(index) { - if (this.rank === 0) { - return []; - } else if (this.rank === 1) { - return [index]; - } - const locs = new Array(this.shape.length); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / this.strides[i]); - index -= locs[i] * this.strides[i]; - } - locs[locs.length - 1] = index; - return locs; - } - get rank() { - return this.shape.length; - } - toTensor() { - return trackerFn().makeTensor(this.values, this.shape, this.dtype); - } - }; - var trackerFn = null; - var opHandler = null; - var deprecationWarningFn = null; - function setTensorTracker(fn) { - trackerFn = fn; - } - function setOpHandler(handler) { - opHandler = handler; - } - function setDeprecationWarningFn(fn) { - deprecationWarningFn = fn; - } - var Tensor = class { - constructor(shape, dtype, dataId, id) { - this.kept = false; - this.isDisposedInternal = false; - this.shape = shape.slice(); - this.dtype = dtype || "float32"; - this.size = sizeFromShape(shape); - this.strides = computeStrides(shape); - this.dataId = dataId; - this.id = id; - this.rankType = this.rank < 5 ? this.rank.toString() : "higher"; - } - get rank() { - return this.shape.length; - } - async buffer() { - const vals = await this.data(); - return opHandler.buffer(this.shape, this.dtype, vals); - } - bufferSync() { - return opHandler.buffer(this.shape, this.dtype, this.dataSync()); - } - async array() { - const vals = await this.data(); - return toNestedArray(this.shape, vals); - } - arraySync() { - return toNestedArray(this.shape, this.dataSync()); - } - async data() { - this.throwIfDisposed(); - const data2 = trackerFn().read(this.dataId); - if (this.dtype === "string") { - const bytes = await data2; - try { - return bytes.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data2; - } - dataSync() { - this.throwIfDisposed(); - const data2 = trackerFn().readSync(this.dataId); - if (this.dtype === "string") { - try { - return data2.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data2; - } - async bytes() { - this.throwIfDisposed(); - const data2 = await trackerFn().read(this.dataId); - if (this.dtype === "string") { - return data2; - } else { - return new Uint8Array(data2.buffer); - } - } - dispose() { - if (this.isDisposed) { - return; - } - trackerFn().disposeTensor(this); - this.isDisposedInternal = true; - } - get isDisposed() { - return this.isDisposedInternal; - } - throwIfDisposed() { - if (this.isDisposed) { - throw new Error(`Tensor is disposed.`); - } - } - print(verbose = false) { - return opHandler.print(this, verbose); - } - clone() { - this.throwIfDisposed(); - return opHandler.clone(this); - } - toString(verbose = false) { - const vals = this.dataSync(); - return tensorToString(vals, this.shape, this.dtype, verbose); - } - cast(dtype) { - this.throwIfDisposed(); - return opHandler.cast(this, dtype); - } - variable(trainable = true, name, dtype) { - this.throwIfDisposed(); - return trackerFn().makeVariable(this, trainable, name, dtype); - } - }; - Object.defineProperty(Tensor, Symbol.hasInstance, { - value: (instance) => { - return !!instance && instance.data != null && instance.dataSync != null && instance.throwIfDisposed != null; - } - }); - function getGlobalTensorClass() { - return getGlobal("Tensor", () => { - return Tensor; - }); - } - getGlobalTensorClass(); - var Variable = class extends Tensor { - constructor(initialValue, trainable, name, tensorId) { - super(initialValue.shape, initialValue.dtype, initialValue.dataId, tensorId); - this.trainable = trainable; - this.name = name; - } - assign(newValue) { - if (newValue.dtype !== this.dtype) { - throw new Error(`dtype of the new value (${newValue.dtype}) and previous value (${this.dtype}) must match`); - } - if (!arraysEqual(newValue.shape, this.shape)) { - throw new Error(`shape of the new value (${newValue.shape}) and previous value (${this.shape}) must match`); - } - trackerFn().disposeTensor(this); - this.dataId = newValue.dataId; - trackerFn().incRef(this, null); - } - dispose() { - trackerFn().disposeVariable(this); - this.isDisposedInternal = true; - } - }; - Object.defineProperty(Variable, Symbol.hasInstance, { - value: (instance) => { - return instance instanceof Tensor && instance.assign != null && instance.assign instanceof Function; - } - }); - var tensor_util_exports = {}; - __export2(tensor_util_exports, { - assertTypesMatch: () => assertTypesMatch, - getTensorsInContainer: () => getTensorsInContainer, - isTensorInList: () => isTensorInList, - makeTypesMatch: () => makeTypesMatch - }); - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Rank; - (function(Rank2) { - Rank2["R0"] = "R0"; - Rank2["R1"] = "R1"; - Rank2["R2"] = "R2"; - Rank2["R3"] = "R3"; - Rank2["R4"] = "R4"; - Rank2["R5"] = "R5"; - Rank2["R6"] = "R6"; - })(Rank || (Rank = {})); - var UpcastInt32AndMap; - (function(UpcastInt32AndMap2) { - UpcastInt32AndMap2["float32"] = "float32"; - UpcastInt32AndMap2["int32"] = "int32"; - UpcastInt32AndMap2["bool"] = "int32"; - UpcastInt32AndMap2["complex64"] = "complex64"; - })(UpcastInt32AndMap || (UpcastInt32AndMap = {})); - var UpcastBoolAndMap; - (function(UpcastBoolAndMap2) { - UpcastBoolAndMap2["float32"] = "float32"; - UpcastBoolAndMap2["int32"] = "int32"; - UpcastBoolAndMap2["bool"] = "bool"; - UpcastBoolAndMap2["complex64"] = "complex64"; - })(UpcastBoolAndMap || (UpcastBoolAndMap = {})); - var UpcastFloat32AndMap; - (function(UpcastFloat32AndMap2) { - UpcastFloat32AndMap2["float32"] = "float32"; - UpcastFloat32AndMap2["int32"] = "float32"; - UpcastFloat32AndMap2["bool"] = "float32"; - UpcastFloat32AndMap2["complex64"] = "complex64"; - })(UpcastFloat32AndMap || (UpcastFloat32AndMap = {})); - var UpcastComplex64AndMap; - (function(UpcastComplex64AndMap2) { - UpcastComplex64AndMap2["float32"] = "complex64"; - UpcastComplex64AndMap2["int32"] = "complex64"; - UpcastComplex64AndMap2["bool"] = "complex64"; - UpcastComplex64AndMap2["complex64"] = "complex64"; - })(UpcastComplex64AndMap || (UpcastComplex64AndMap = {})); - var upcastTypeMap = { - float32: UpcastFloat32AndMap, - int32: UpcastInt32AndMap, - bool: UpcastBoolAndMap, - complex64: UpcastComplex64AndMap - }; - function upcastType(typeA, typeB) { - if (typeA === "string" || typeB === "string") { - if (typeA === "string" && typeB === "string") { - return "string"; - } - throw new Error(`Can not upcast ${typeA} with ${typeB}`); - } - return upcastTypeMap[typeA][typeB]; - } - function sumOutType(type) { - return upcastType(type, "int32"); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function makeTypesMatch(a, b) { - if (a.dtype === b.dtype) { - return [a, b]; - } - const dtype = upcastType(a.dtype, b.dtype); - return [a.cast(dtype), b.cast(dtype)]; - } - function assertTypesMatch(a, b) { - assert(a.dtype === b.dtype, () => `The dtypes of the first(${a.dtype}) and second(${b.dtype}) input must match`); - } - function isTensorInList(tensor2, tensorList) { - return tensorList.some((x) => x.id === tensor2.id); - } - function getTensorsInContainer(result) { - const list = []; - const seen = new Set(); - walkTensorContainer(result, list, seen); - return list; - } - function walkTensorContainer(container, list, seen) { - if (container == null) { - return; - } - if (container instanceof Tensor) { - list.push(container); - return; - } - if (!isIterable(container)) { - return; - } - const iterable = container; - for (const k in iterable) { - const val = iterable[k]; - if (!seen.has(val)) { - seen.add(val); - walkTensorContainer(val, list, seen); - } - } - } - function isIterable(obj) { - return Array.isArray(obj) || typeof obj === "object"; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function isRegisteredKernelInvocation(kernelInvocation) { - return kernelInvocation.kernelName != null; - } - var EngineState = class { - constructor() { - this.registeredVariables = {}; - this.nextTapeNodeId = 0; - this.numBytes = 0; - this.numTensors = 0; - this.numStringTensors = 0; - this.numDataBuffers = 0; - this.gradientDepth = 0; - this.kernelDepth = 0; - this.scopeStack = []; - this.numDataMovesStack = []; - this.nextScopeId = 0; - this.tensorInfo = new WeakMap(); - this.profiling = false; - this.activeProfile = { - newBytes: 0, - newTensors: 0, - peakBytes: 0, - kernels: [], - result: null, - get kernelNames() { - return Array.from(new Set(this.kernels.map((k) => k.name))); - } - }; - } - dispose() { - for (const variableName in this.registeredVariables) { - this.registeredVariables[variableName].dispose(); - } - } - }; - var Engine = class { - constructor(ENV5) { - this.ENV = ENV5; - this.registry = {}; - this.registryFactory = {}; - this.pendingBackendInitId = 0; - this.state = new EngineState(); - } - async ready() { - if (this.pendingBackendInit != null) { - return this.pendingBackendInit.then(() => { - }); - } - if (this.backendInstance != null) { - return; - } - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const success = await this.initializeBackend(backendName).success; - if (success) { - await this.setBackend(backendName); - return; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - get backend() { - if (this.pendingBackendInit != null) { - throw new Error(`Backend '${this.backendName}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - if (this.backendInstance == null) { - const {name, asyncInit} = this.initializeBackendsAndReturnBest(); - if (asyncInit) { - throw new Error(`The highest priority backend '${name}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - this.setBackend(name); - } - return this.backendInstance; - } - backendNames() { - return Object.keys(this.registryFactory); - } - findBackend(backendName) { - if (!(backendName in this.registry)) { - if (backendName in this.registryFactory) { - const {asyncInit} = this.initializeBackend(backendName); - if (asyncInit) { - return null; - } - } else { - return null; - } - } - return this.registry[backendName]; - } - findBackendFactory(backendName) { - if (!(backendName in this.registryFactory)) { - return null; - } - return this.registryFactory[backendName].factory; - } - registerBackend(backendName, factory, priority = 1) { - if (backendName in this.registryFactory) { - console.warn(`${backendName} backend was already registered. Reusing existing backend factory.`); - return false; - } - this.registryFactory[backendName] = {factory, priority}; - return true; - } - async setBackend(backendName) { - if (this.registryFactory[backendName] == null) { - throw new Error(`Backend name '${backendName}' not found in registry`); - } - this.backendName = backendName; - if (this.registry[backendName] == null) { - this.backendInstance = null; - const {success, asyncInit} = this.initializeBackend(backendName); - const result = asyncInit ? await success : success; - if (!result) { - return false; - } - } - this.backendInstance = this.registry[backendName]; - this.setupRegisteredKernels(); - this.profiler = new Profiler(this.backendInstance); - return true; - } - setupRegisteredKernels() { - const kernels = getKernelsForBackend(this.backendName); - kernels.forEach((kernel) => { - if (kernel.setupFunc != null) { - kernel.setupFunc(this.backendInstance); - } - }); - } - disposeRegisteredKernels(backendName) { - const kernels = getKernelsForBackend(backendName); - kernels.forEach((kernel) => { - if (kernel.disposeFunc != null) { - kernel.disposeFunc(this.registry[backendName]); - } - }); - } - initializeBackend(backendName) { - const registryFactoryEntry = this.registryFactory[backendName]; - if (registryFactoryEntry == null) { - throw new Error(`Cannot initialize backend ${backendName}, no registration found.`); - } - try { - const backend22 = registryFactoryEntry.factory(); - if (backend22 && !(backend22 instanceof KernelBackend) && typeof backend22.then === "function") { - const promiseId = ++this.pendingBackendInitId; - const success = backend22.then((backendInstance) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.registry[backendName] = backendInstance; - this.pendingBackendInit = null; - return true; - }).catch((err) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.pendingBackendInit = null; - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return false; - }); - this.pendingBackendInit = success; - return {success, asyncInit: true}; - } else { - this.registry[backendName] = backend22; - return {success: true, asyncInit: false}; - } - } catch (err) { - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return {success: false, asyncInit: false}; - } - } - removeBackend(backendName) { - if (!(backendName in this.registryFactory)) { - throw new Error(`${backendName} backend not found in registry`); - } - if (this.backendName === backendName && this.pendingBackendInit != null) { - this.pendingBackendInitId++; - } - if (backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - delete this.registryFactory[backendName]; - if (this.backendName === backendName) { - this.pendingBackendInit = null; - this.backendName = null; - this.backendInstance = null; - } - } - getSortedBackends() { - if (Object.keys(this.registryFactory).length === 0) { - throw new Error("No backend found in registry."); - } - return Object.keys(this.registryFactory).sort((a, b) => { - return this.registryFactory[b].priority - this.registryFactory[a].priority; - }); - } - initializeBackendsAndReturnBest() { - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const {success, asyncInit} = this.initializeBackend(backendName); - if (asyncInit || success) { - return {name: backendName, asyncInit}; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - moveData(backend22, dataId) { - const info2 = this.state.tensorInfo.get(dataId); - const srcBackend = info2.backend; - const values = this.readSync(dataId); - const refCount = srcBackend.refCount(dataId); - srcBackend.disposeData(dataId, true); - info2.backend = backend22; - backend22.move(dataId, values, info2.shape, info2.dtype, refCount); - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]++; - } - } - tidy(nameOrFn, fn) { - let name = null; - if (fn == null) { - if (typeof nameOrFn !== "function") { - throw new Error("Please provide a function to tidy()"); - } - fn = nameOrFn; - } else { - if (typeof nameOrFn !== "string" && !(nameOrFn instanceof String)) { - throw new Error("When calling with two arguments, the first argument to tidy() must be a string"); - } - if (typeof fn !== "function") { - throw new Error("When calling with two arguments, the 2nd argument to tidy() must be a function"); - } - name = nameOrFn; - } - let result; - return this.scopedRun(() => this.startScope(name), () => this.endScope(result), () => { - result = fn(); - if (result instanceof Promise) { - console.error("Cannot return a Promise inside of tidy."); - } - return result; - }); - } - scopedRun(start, end, f) { - start(); - try { - const res = f(); - end(); - return res; - } catch (ex) { - end(); - throw ex; - } - } - nextTensorId() { - return Engine.nextTensorId++; - } - nextVariableId() { - return Engine.nextVariableId++; - } - clone(x) { - const y = ENGINE.runKernel(Identity, {x}); - const inputs = {x}; - const grad2 = (dy) => ({ - x: () => { - const dtype = "float32"; - const gradInputs = {x: dy}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, gradInputs, attrs); - } - }); - const saved = []; - this.addTapeNode(this.state.activeScope.name, inputs, [y], grad2, saved, {}); - return y; - } - runKernel(kernelName, inputs, attrs) { - const hasKernel = getKernel(kernelName, this.backendName) != null; - if (!hasKernel) { - throw new Error(`Kernel '${kernelName}' not registered for backend '${this.backendName}'`); - } - return this.runKernelFunc({kernelName, inputs, attrs}); - } - shouldCheckForMemLeaks() { - return this.ENV.getBool("IS_TEST"); - } - checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos) { - const numDataIdsAfter = this.backend.numDataIds(); - let numOutputDataIds = 0; - outInfos.forEach((info2) => { - numOutputDataIds += info2.dtype === "complex64" ? 3 : 1; - }); - const numMoves = this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]; - const dataIdsLeaked = numDataIdsAfter - numDataIdsBefore - numOutputDataIds - numMoves; - if (dataIdsLeaked > 0) { - throw new Error(`Backend '${this.backendName}' has an internal memory leak (${dataIdsLeaked} data ids) after running '${kernelName}'`); - } - } - runKernelFunc(kernelParams) { - let outputs; - let saved = []; - const isTapeOn = this.isTapeOn(); - const startingBytecount = this.state.numBytes; - const startingNumTensors = this.state.numTensors; - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack.push(0); - } - let kernelFunc3; - if (this.backendName == null) { - this.backend; - } - let out; - const kernelOrScopeName = isRegisteredKernelInvocation(kernelParams) ? kernelParams.kernelName : this.state.activeScope != null ? this.state.activeScope.name : ""; - if (isRegisteredKernelInvocation(kernelParams)) { - const {kernelName, inputs: inputs2, attrs: attrs2} = kernelParams; - if (this.backendName == null) { - this.backend; - } - const kernel = getKernel(kernelName, this.backendName); - assert(kernel != null, () => `Cannot find registered kernel '${kernelName}' for backend '${this.backendName}'`); - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = kernel.kernelFunc({inputs: inputs2, attrs: attrs2, backend: this.backend}); - const outInfos = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos); - } - const outTensors = outInfos.map((outInfo) => { - if (outInfo.rank != null) { - return outInfo; - } - const {dataId, shape, dtype} = outInfo; - return this.makeTensorFromDataId(dataId, shape, dtype); - }); - if (isTapeOn) { - const tensorsToSave = this.getTensorsForGradient(kernelName, inputs2, outTensors); - saved = this.saveTensorsForBackwardMode(tensorsToSave); - } - return outTensors; - }; - } else { - const {forwardFunc} = kernelParams; - const saveFunc = (tensors) => { - if (!isTapeOn) { - return; - } - saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - }; - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = this.tidy(() => forwardFunc(this.backend, saveFunc)); - const outs = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelOrScopeName, numDataIdsBefore, outs); - } - return outs; - }; - } - const {inputs, attrs} = kernelParams; - const backwardsFunc = isRegisteredKernelInvocation(kernelParams) ? null : kernelParams.backwardsFunc; - let kernelProfile; - this.scopedRun(() => this.state.kernelDepth++, () => this.state.kernelDepth--, () => { - if (!this.ENV.getBool("DEBUG") && !this.state.profiling) { - outputs = kernelFunc3(); - } else { - kernelProfile = this.profiler.profileKernel(kernelOrScopeName, inputs, () => kernelFunc3()); - if (this.ENV.getBool("DEBUG")) { - this.profiler.logKernelProfile(kernelProfile); - } - outputs = kernelProfile.outputs; - } - }); - if (isTapeOn) { - this.addTapeNode(kernelOrScopeName, inputs, outputs, backwardsFunc, saved, attrs); - } - if (this.state.profiling) { - this.state.activeProfile.kernels.push({ - name: kernelOrScopeName, - bytesAdded: this.state.numBytes - startingBytecount, - totalBytesSnapshot: this.state.numBytes, - tensorsAdded: this.state.numTensors - startingNumTensors, - totalTensorsSnapshot: this.state.numTensors, - inputShapes: Object.keys(inputs).map((key) => inputs[key] != null ? inputs[key].shape : null), - outputShapes: outputs.map((item) => item.shape), - kernelTimeMs: kernelProfile.timeMs, - extraInfo: kernelProfile.extraInfo - }); - } - return Array.isArray(out) ? outputs : outputs[0]; - } - saveTensorsForBackwardMode(tensors) { - const saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - return saved; - } - getTensorsForGradient(kernelName, inputs, outputs) { - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - const inputsToSave = gradConfig.inputsToSave || []; - const outputsToSave = gradConfig.outputsToSave || []; - let inputTensorsToSave; - if (gradConfig.saveAllInputs) { - assert(Array.isArray(inputs), () => "saveAllInputs is true, expected inputs to be an array."); - inputTensorsToSave = Object.keys(inputs).map((key) => inputs[key]); - } else { - inputTensorsToSave = inputsToSave.map((inputName) => inputs[inputName]); - } - const outputTensorsToSave = outputs.filter((_, i) => outputsToSave[i]); - return inputTensorsToSave.concat(outputTensorsToSave); - } - return []; - } - makeTensor(values, shape, dtype, backend22) { - if (values == null) { - throw new Error("Values passed to engine.makeTensor() are null"); - } - dtype = dtype || "float32"; - backend22 = backend22 || this.backend; - let backendVals = values; - if (dtype === "string" && isString(values[0])) { - backendVals = values.map((d) => encodeString(d)); - } - const dataId = backend22.write(backendVals, shape, dtype); - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend22); - if (dtype === "string") { - const info2 = this.state.tensorInfo.get(dataId); - const newBytes = bytesFromStringArray(backendVals); - this.state.numBytes += newBytes - info2.bytes; - info2.bytes = newBytes; - } - return t; - } - makeTensorFromDataId(dataId, shape, dtype, backend22) { - dtype = dtype || "float32"; - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend22); - return t; - } - makeVariable(initialValue, trainable = true, name, dtype) { - name = name || this.nextVariableId().toString(); - if (dtype != null && dtype !== initialValue.dtype) { - initialValue = initialValue.cast(dtype); - } - const v = new Variable(initialValue, trainable, name, this.nextTensorId()); - if (this.state.registeredVariables[v.name] != null) { - throw new Error(`Variable with name ${v.name} was already registered`); - } - this.state.registeredVariables[v.name] = v; - this.incRef(v, this.backend); - return v; - } - trackTensor(a, backend22) { - this.state.numTensors++; - if (a.dtype === "string") { - this.state.numStringTensors++; - } - let bytes = 0; - if (a.dtype !== "complex64" && a.dtype !== "string") { - bytes = a.size * bytesPerElement(a.dtype); - } - this.state.numBytes += bytes; - if (!this.state.tensorInfo.has(a.dataId)) { - this.state.numDataBuffers++; - this.state.tensorInfo.set(a.dataId, { - backend: backend22 || this.backend, - dtype: a.dtype, - shape: a.shape, - bytes - }); - } - if (!(a instanceof Variable)) { - this.track(a); - } - } - incRef(a, backend22) { - this.trackTensor(a, backend22); - this.backend.incRef(a.dataId); - } - removeDataId(dataId, backend22) { - if (this.state.tensorInfo.has(dataId) && this.state.tensorInfo.get(dataId).backend === backend22) { - this.state.tensorInfo.delete(dataId); - this.state.numDataBuffers--; - } - } - disposeTensor(a) { - if (!this.state.tensorInfo.has(a.dataId)) { - return; - } - const info2 = this.state.tensorInfo.get(a.dataId); - this.state.numTensors--; - if (a.dtype === "string") { - this.state.numStringTensors--; - this.state.numBytes -= info2.bytes; - } - if (a.dtype !== "complex64" && a.dtype !== "string") { - const bytes = a.size * bytesPerElement(a.dtype); - this.state.numBytes -= bytes; - } - if (info2.backend.disposeData(a.dataId)) { - this.removeDataId(a.dataId, info2.backend); - } - } - disposeVariables() { - for (const varName in this.state.registeredVariables) { - const v = this.state.registeredVariables[varName]; - this.disposeVariable(v); - } - } - disposeVariable(v) { - this.disposeTensor(v); - if (this.state.registeredVariables[v.name] != null) { - delete this.state.registeredVariables[v.name]; - } - } - memory() { - const info2 = this.backend.memory(); - info2.numTensors = this.state.numTensors; - info2.numDataBuffers = this.state.numDataBuffers; - info2.numBytes = this.state.numBytes; - if (this.state.numStringTensors > 0) { - info2.unreliable = true; - if (info2.reasons == null) { - info2.reasons = []; - } - info2.reasons.push("Memory usage by string tensors is approximate (2 bytes per character)"); - } - return info2; - } - async profile(query) { - this.state.profiling = true; - const startBytes = this.state.numBytes; - const startNumTensors = this.state.numTensors; - this.state.activeProfile.kernels = []; - this.state.activeProfile.result = await query(); - this.state.profiling = false; - this.state.activeProfile.peakBytes = Math.max(...this.state.activeProfile.kernels.map((d) => d.totalBytesSnapshot)); - this.state.activeProfile.newBytes = this.state.numBytes - startBytes; - this.state.activeProfile.newTensors = this.state.numTensors - startNumTensors; - for (const kernel of this.state.activeProfile.kernels) { - kernel.kernelTimeMs = await kernel.kernelTimeMs; - kernel.extraInfo = await kernel.extraInfo; - } - return this.state.activeProfile; - } - isTapeOn() { - return this.state.gradientDepth > 0 && this.state.kernelDepth === 0; - } - addTapeNode(kernelName, inputs, outputs, gradientsFunc, saved, attrs) { - const tapeNode = {id: this.state.nextTapeNodeId++, kernelName, inputs, outputs, saved}; - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - gradientsFunc = gradConfig.gradFunc; - } - if (gradientsFunc != null) { - tapeNode.gradient = (dys) => { - dys = dys.map((dy, i) => { - if (dy == null) { - const output = outputs[i]; - const vals = makeZerosTypedArray(output.size, output.dtype); - return this.makeTensor(vals, output.shape, output.dtype); - } - return dy; - }); - return gradientsFunc(dys.length > 1 ? dys : dys[0], saved, attrs); - }; - } - this.state.activeTape.push(tapeNode); - } - keep(result) { - result.kept = true; - return result; - } - startTape() { - if (this.state.gradientDepth === 0) { - this.state.activeTape = []; - } - this.state.gradientDepth++; - } - endTape() { - this.state.gradientDepth--; - } - startScope(name) { - const scopeInfo = { - track: [], - name: "unnamed scope", - id: this.state.nextScopeId++ - }; - if (name) { - scopeInfo.name = name; - } - this.state.scopeStack.push(scopeInfo); - this.state.activeScope = scopeInfo; - } - endScope(result) { - const tensorsToTrackInParent = getTensorsInContainer(result); - const tensorsToTrackInParentSet = new Set(tensorsToTrackInParent.map((t) => t.id)); - for (let i = 0; i < this.state.activeScope.track.length; i++) { - const tensor2 = this.state.activeScope.track[i]; - if (!tensor2.kept && !tensorsToTrackInParentSet.has(tensor2.id)) { - tensor2.dispose(); - } - } - const oldScope = this.state.scopeStack.pop(); - this.state.activeScope = this.state.scopeStack.length === 0 ? null : this.state.scopeStack[this.state.scopeStack.length - 1]; - tensorsToTrackInParent.forEach((tensor2) => { - if (!tensor2.kept && tensor2.scopeId === oldScope.id) { - this.track(tensor2); - } - }); - } - gradients(f, xs, dy, allowNoGradients = false) { - assert(xs.length > 0, () => "gradients() received an empty list of xs."); - if (dy != null && dy.dtype !== "float32") { - throw new Error(`dy must have 'float32' dtype, but has '${dy.dtype}'`); - } - const y = this.scopedRun(() => this.startTape(), () => this.endTape(), () => this.tidy("forward", f)); - assert(y instanceof Tensor, () => "The result y returned by f() must be a tensor."); - const filteredTape = getFilteredNodesXToY(this.state.activeTape, xs, y); - if (!allowNoGradients && filteredTape.length === 0 && xs.length > 0) { - throw new Error("Cannot compute gradient of y=f(x) with respect to x. Make sure that the f you passed encloses all operations that lead from x to y."); - } - return this.tidy("backward", () => { - const accumulatedGradientMap = {}; - accumulatedGradientMap[y.id] = dy == null ? ones(y.shape) : dy; - backpropagateGradients(accumulatedGradientMap, filteredTape, (f2) => this.tidy(f2), add); - const grads2 = xs.map((x) => accumulatedGradientMap[x.id]); - if (this.state.gradientDepth === 0) { - this.state.activeTape.forEach((node) => { - for (const tensor2 of node.saved) { - tensor2.dispose(); - } - }); - this.state.activeTape = null; - } - return {value: y, grads: grads2}; - }); - } - customGrad(f) { - assert(isFunction(f), () => "The f passed in customGrad(f) must be a function."); - return (...inputs) => { - assert(inputs.every((t) => t instanceof Tensor), () => "The args passed in customGrad(f)(x1, x2,...) must all be tensors"); - let res; - const inputMap = {}; - inputs.forEach((input2, i) => { - inputMap[i] = input2; - }); - const forwardFunc = (_, save) => { - res = f(...[...inputs, save]); - assert(res.value instanceof Tensor, () => "The function f passed in customGrad(f) must return an object where `obj.value` is a tensor"); - assert(isFunction(res.gradFunc), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function."); - return res.value; - }; - const backwardsFunc = (dy, saved) => { - const gradRes = res.gradFunc(dy, saved); - const grads2 = Array.isArray(gradRes) ? gradRes : [gradRes]; - assert(grads2.length === inputs.length, () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns the same number of tensors as inputs passed to f(...)."); - assert(grads2.every((t) => t instanceof Tensor), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns a list of only tensors."); - const gradMap = {}; - grads2.forEach((grad2, i) => { - gradMap[i] = () => grad2; - }); - return gradMap; - }; - return this.runKernelFunc({ - forwardFunc, - backwardsFunc, - inputs: inputMap - }); - }; - } - readSync(dataId) { - const info2 = this.state.tensorInfo.get(dataId); - return info2.backend.readSync(dataId); - } - read(dataId) { - const info2 = this.state.tensorInfo.get(dataId); - return info2.backend.read(dataId); - } - async time(query) { - const start = now2(); - const timingInfo = await this.backend.time(query); - timingInfo.wallMs = now2() - start; - return timingInfo; - } - track(result) { - if (this.state.activeScope != null) { - result.scopeId = this.state.activeScope.id; - this.state.activeScope.track.push(result); - } - return result; - } - get registeredVariables() { - return this.state.registeredVariables; - } - reset() { - this.pendingBackendInitId++; - this.state.dispose(); - this.ENV.reset(); - this.state = new EngineState(); - for (const backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - this.backendName = null; - this.backendInstance = null; - this.pendingBackendInit = null; - } - }; - Engine.nextTensorId = 0; - Engine.nextVariableId = 0; - function ones(shape) { - const values = makeOnesTypedArray(sizeFromShape(shape), "float32"); - return ENGINE.makeTensor(values, shape, "float32"); - } - function getOrMakeEngine() { - const ns = getGlobalNamespace(); - if (ns._tfengine == null) { - const environment = new Environment(ns); - ns._tfengine = new Engine(environment); - } - setEnvironmentGlobal(ns._tfengine.ENV); - setTensorTracker(() => ns._tfengine); - return ns._tfengine; - } - var ENGINE = getOrMakeEngine(); - function add(a, b) { - const inputs = {a, b}; - return ENGINE.runKernel(Add, inputs); - } - var device_util_exports = {}; - __export2(device_util_exports, { - isBrowser: () => isBrowser, - isMobile: () => isMobile - }); - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function _isNavigatorDefined() { - return typeof navigator !== "undefined" && navigator != null; - } - function isMobile() { - if (_isNavigatorDefined()) { - const a = navigator.userAgent || navigator.vendor || window.opera; - return /(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i.test(a) || /1207|6310|6590|3gso|4thp|50[1-6]i|770s|802s|a wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i.test(a.substr(0, 4)); - } - return false; - } - function isBrowser() { - return typeof window !== "undefined" && window.document != null || typeof WorkerGlobalScope !== "undefined"; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ENV2 = env(); - ENV2.registerFlag("DEBUG", () => false, (debugValue) => { - if (debugValue) { - console.warn("Debugging mode is ON. The output of every math call will be downloaded to CPU and checked for NaNs. This significantly impacts performance."); - } - }); - ENV2.registerFlag("IS_BROWSER", () => isBrowser()); - ENV2.registerFlag("IS_NODE", () => typeof process !== "undefined" && typeof process.versions !== "undefined" && typeof process.versions.node !== "undefined"); - ENV2.registerFlag("IS_CHROME", () => typeof navigator !== "undefined" && navigator != null && navigator.userAgent != null && /Chrome/.test(navigator.userAgent) && /Google Inc/.test(navigator.vendor)); - ENV2.registerFlag("PROD", () => false); - ENV2.registerFlag("TENSORLIKE_CHECK_SHAPE_CONSISTENCY", () => ENV2.getBool("DEBUG")); - ENV2.registerFlag("DEPRECATION_WARNINGS_ENABLED", () => true); - ENV2.registerFlag("IS_TEST", () => false); - ENV2.registerFlag("CHECK_COMPUTATION_FOR_ERRORS", () => true); - ENV2.registerFlag("WRAP_TO_IMAGEBITMAP", () => false); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function inferShape(val, dtype) { - let firstElem = val; - if (isTypedArray(val)) { - return dtype === "string" ? [] : [val.length]; - } - if (!Array.isArray(val)) { - return []; - } - const shape = []; - while (Array.isArray(firstElem) || isTypedArray(firstElem) && dtype !== "string") { - shape.push(firstElem.length); - firstElem = firstElem[0]; - } - if (Array.isArray(val) && env().getBool("TENSORLIKE_CHECK_SHAPE_CONSISTENCY")) { - deepAssertShapeConsistency(val, shape, []); - } - return shape; - } - function deepAssertShapeConsistency(val, shape, indices) { - indices = indices || []; - if (!Array.isArray(val) && !isTypedArray(val)) { - assert(shape.length === 0, () => `Element arr[${indices.join("][")}] is a primitive, but should be an array/TypedArray of ${shape[0]} elements`); - return; - } - assert(shape.length > 0, () => `Element arr[${indices.join("][")}] should be a primitive, but is an array of ${val.length} elements`); - assert(val.length === shape[0], () => `Element arr[${indices.join("][")}] should have ${shape[0]} elements, but has ${val.length} elements`); - const subShape = shape.slice(1); - for (let i = 0; i < val.length; ++i) { - deepAssertShapeConsistency(val[i], subShape, indices.concat(i)); - } - } - function assertDtype(expectedDtype, actualDType, argName, functionName) { - if (expectedDtype === "string_or_numeric") { - return; - } - if (expectedDtype == null) { - throw new Error(`Expected dtype cannot be null.`); - } - if (expectedDtype !== "numeric" && expectedDtype !== actualDType || expectedDtype === "numeric" && actualDType === "string") { - throw new Error(`Argument '${argName}' passed to '${functionName}' must be ${expectedDtype} tensor, but got ${actualDType} tensor`); - } - } - function convertToTensor(x, argName, functionName, parseAsDtype = "numeric") { - if (x instanceof Tensor) { - assertDtype(parseAsDtype, x.dtype, argName, functionName); - return x; - } - let inferredDtype = inferDtype(x); - if (inferredDtype !== "string" && ["bool", "int32", "float32"].indexOf(parseAsDtype) >= 0) { - inferredDtype = parseAsDtype; - } - assertDtype(parseAsDtype, inferredDtype, argName, functionName); - if (x == null || !isTypedArray(x) && !Array.isArray(x) && typeof x !== "number" && typeof x !== "boolean" && typeof x !== "string") { - const type = x == null ? "null" : x.constructor.name; - throw new Error(`Argument '${argName}' passed to '${functionName}' must be a Tensor or TensorLike, but got '${type}'`); - } - const inferredShape = inferShape(x, inferredDtype); - if (!isTypedArray(x) && !Array.isArray(x)) { - x = [x]; - } - const skipTypedArray = true; - const values = inferredDtype !== "string" ? toTypedArray(x, inferredDtype) : flatten(x, [], skipTypedArray); - return ENGINE.makeTensor(values, inferredShape, inferredDtype); - } - function convertToTensorArray(arg, argName, functionName, parseAsDtype = "numeric") { - if (!Array.isArray(arg)) { - throw new Error(`Argument ${argName} passed to ${functionName} must be a \`Tensor[]\` or \`TensorLike[]\``); - } - const tensors = arg; - return tensors.map((t, i) => convertToTensor(t, `${argName}[${i}]`, functionName, parseAsDtype)); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var OP_SCOPE_SUFFIX = "__op"; - function op(f) { - const keys = Object.keys(f); - if (keys.length !== 1) { - throw new Error(`Please provide an object with a single key (operation name) mapping to a function. Got an object with ${keys.length} keys.`); - } - let opName = keys[0]; - const fn = f[opName]; - if (opName.endsWith("_")) { - opName = opName.substring(0, opName.length - 1); - } - opName = opName + OP_SCOPE_SUFFIX; - const f2 = (...args) => { - ENGINE.startScope(opName); - try { - const result = fn(...args); - if (isPromise(result)) { - console.error("Cannot return a Promise inside of tidy."); - } - ENGINE.endScope(result); - return result; - } catch (ex) { - ENGINE.endScope(null); - throw ex; - } - }; - Object.defineProperty(f2, "name", {value: opName, configurable: true}); - return f2; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function complex_(real4, imag4) { - const $real = convertToTensor(real4, "real", "complex"); - const $imag = convertToTensor(imag4, "imag", "complex"); - assertShapesMatch($real.shape, $imag.shape, `real and imag shapes, ${$real.shape} and ${$imag.shape}, must match in call to tf.complex().`); - const inputs = {real: $real, imag: $imag}; - return ENGINE.runKernel(Complex, inputs); - } - var complex = op({complex_}); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function makeTensor(values, shape, inferredShape, dtype) { - if (dtype == null) { - dtype = inferDtype(values); - } - if (dtype === "complex64") { - throw new Error(`Cannot construct a complex64 tensor directly. Please use tf.complex(real, imag).`); - } - if (!isTypedArray(values) && !Array.isArray(values) && typeof values !== "number" && typeof values !== "boolean" && typeof values !== "string") { - throw new Error("values passed to tensor(values) must be a number/boolean/string or an array of numbers/booleans/strings, or a TypedArray"); - } - if (shape != null) { - assertNonNegativeIntegerDimensions(shape); - const providedSize = sizeFromShape(shape); - const inferredSize = sizeFromShape(inferredShape); - assert(providedSize === inferredSize, () => `Based on the provided shape, [${shape}], the tensor should have ${providedSize} values but has ${inferredSize}`); - for (let i = 0; i < inferredShape.length; ++i) { - const inferred = inferredShape[i]; - const flatDimsDontMatch = i === inferredShape.length - 1 ? inferred !== sizeFromShape(shape.slice(i)) : true; - assert(inferredShape[i] === shape[i] || !flatDimsDontMatch, () => `Error creating a new Tensor. Inferred shape (${inferredShape}) does not match the provided shape (${shape}). `); - } - } - if (!isTypedArray(values) && !Array.isArray(values)) { - values = [values]; - } - shape = shape || inferredShape; - values = dtype !== "string" ? toTypedArray(values, dtype) : flatten(values, [], true); - return ENGINE.makeTensor(values, shape, dtype); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function tensor(values, shape, dtype) { - const inferredShape = inferShape(values, dtype); - return makeTensor(values, shape, inferredShape, dtype); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DTYPE_VALUE_SIZE_MAP = { - float32: 4, - float16: 2, - int32: 4, - uint16: 2, - uint8: 1, - bool: 1, - complex64: 8 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var NUM_BYTES_STRING_LENGTH = 4; - async function encodeWeights(tensors, group) { - const specs = []; - const dataPromises = []; - const names = Array.isArray(tensors) ? tensors.map((tensor2) => tensor2.name) : Object.keys(tensors); - for (let i = 0; i < names.length; ++i) { - const name = names[i]; - const t = Array.isArray(tensors) ? tensors[i].tensor : tensors[name]; - if (t.dtype !== "float32" && t.dtype !== "int32" && t.dtype !== "bool" && t.dtype !== "string" && t.dtype !== "complex64") { - throw new Error(`Unsupported dtype in weight '${name}': ${t.dtype}`); - } - const spec = {name, shape: t.shape, dtype: t.dtype}; - if (t.dtype === "string") { - const utf8bytes = new Promise(async (resolve) => { - const vals = await t.bytes(); - const totalNumBytes = vals.reduce((p2, c) => p2 + c.length, 0) + NUM_BYTES_STRING_LENGTH * vals.length; - const bytes = new Uint8Array(totalNumBytes); - let offset = 0; - for (let i2 = 0; i2 < vals.length; i2++) { - const val = vals[i2]; - const bytesOfLength = new Uint8Array(new Uint32Array([val.length]).buffer); - bytes.set(bytesOfLength, offset); - offset += NUM_BYTES_STRING_LENGTH; - bytes.set(val, offset); - offset += val.length; - } - resolve(bytes); - }); - dataPromises.push(utf8bytes); - } else { - dataPromises.push(t.data()); - } - if (group != null) { - spec.group = group; - } - specs.push(spec); - } - const tensorValues = await Promise.all(dataPromises); - return {data: concatenateTypedArrays(tensorValues), specs}; - } - function decodeWeights(buffer2, specs) { - const out = {}; - let float16Decode; - let offset = 0; - for (const spec of specs) { - const name = spec.name; - const dtype = spec.dtype; - const shape = spec.shape; - const size = sizeFromShape(shape); - let values; - if ("quantization" in spec) { - const quantization = spec.quantization; - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - if (!("min" in quantization && "scale" in quantization)) { - throw new Error(`Weight ${spec.name} with quantization ${quantization.dtype} doesn't have corresponding metadata min and scale.`); - } - } else if (quantization.dtype === "float16") { - if (dtype !== "float32") { - throw new Error(`Weight ${spec.name} is quantized with ${quantization.dtype} which only supports weights of type float32 not ${dtype}.`); - } - } else { - throw new Error(`Weight ${spec.name} has unknown quantization dtype ${quantization.dtype}. Supported quantization dtypes are: 'uint8', 'uint16', and 'float16'.`); - } - const quantizationSizeFactor = DTYPE_VALUE_SIZE_MAP[quantization.dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * quantizationSizeFactor); - const quantizedArray = quantization.dtype === "uint8" ? new Uint8Array(byteBuffer) : new Uint16Array(byteBuffer); - if (dtype === "float32") { - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - values = new Float32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = v * quantization.scale + quantization.min; - } - } else if (quantization.dtype === "float16") { - if (float16Decode === void 0) { - float16Decode = getFloat16Decoder(); - } - values = float16Decode(quantizedArray); - } else { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type float32.`); - } - } else if (dtype === "int32") { - if (quantization.dtype !== "uint8" && quantization.dtype !== "uint16") { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type int32.`); - } - values = new Int32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = Math.round(v * quantization.scale + quantization.min); - } - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * quantizationSizeFactor; - } else if (dtype === "string") { - const size2 = sizeFromShape(spec.shape); - values = []; - for (let i = 0; i < size2; i++) { - const byteLength = new Uint32Array(buffer2.slice(offset, offset + NUM_BYTES_STRING_LENGTH))[0]; - offset += NUM_BYTES_STRING_LENGTH; - const bytes = new Uint8Array(buffer2.slice(offset, offset + byteLength)); - values.push(bytes); - offset += byteLength; - } - } else { - const dtypeFactor = DTYPE_VALUE_SIZE_MAP[dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * dtypeFactor); - if (dtype === "float32") { - values = new Float32Array(byteBuffer); - } else if (dtype === "int32") { - values = new Int32Array(byteBuffer); - } else if (dtype === "bool") { - values = new Uint8Array(byteBuffer); - } else if (dtype === "complex64") { - values = new Float32Array(byteBuffer); - const real4 = new Float32Array(values.length / 2); - const image3 = new Float32Array(values.length / 2); - for (let i = 0; i < real4.length; i++) { - real4[i] = values[i * 2]; - image3[i] = values[i * 2 + 1]; - } - const realTensor = tensor(real4, shape, "float32"); - const imageTensor = tensor(image3, shape, "float32"); - out[name] = complex(realTensor, imageTensor); - realTensor.dispose(); - imageTensor.dispose(); - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * dtypeFactor; - } - if (dtype !== "complex64") { - out[name] = tensor(values, shape, dtype); - } - } - return out; - } - function concatenateTypedArrays(xs) { - if (xs === null) { - throw new Error(`Invalid input value: ${JSON.stringify(xs)}`); - } - let totalByteLength = 0; - const normalizedXs = []; - xs.forEach((x) => { - totalByteLength += x.byteLength; - normalizedXs.push(x.byteLength === x.buffer.byteLength ? x : new x.constructor(x)); - if (!(x instanceof Float32Array || x instanceof Int32Array || x instanceof Uint8Array)) { - throw new Error(`Unsupported TypedArray subtype: ${x.constructor.name}`); - } - }); - const y = new Uint8Array(totalByteLength); - let offset = 0; - normalizedXs.forEach((x) => { - y.set(new Uint8Array(x.buffer), offset); - offset += x.byteLength; - }); - return y.buffer; - } - var useNodeBuffer = typeof Buffer !== "undefined" && (typeof Blob === "undefined" || typeof atob === "undefined" || typeof btoa === "undefined"); - function stringByteLength(str) { - if (useNodeBuffer) { - return Buffer.byteLength(str); - } - return new Blob([str]).size; - } - function arrayBufferToBase64String(buffer2) { - if (useNodeBuffer) { - return Buffer.from(buffer2).toString("base64"); - } - const buf = new Uint8Array(buffer2); - let s = ""; - for (let i = 0, l = buf.length; i < l; i++) { - s += String.fromCharCode(buf[i]); - } - return btoa(s); - } - function base64StringToArrayBuffer(str) { - if (useNodeBuffer) { - const buf = Buffer.from(str, "base64"); - return buf.buffer.slice(buf.byteOffset, buf.byteOffset + buf.byteLength); - } - const s = atob(str); - const buffer2 = new Uint8Array(s.length); - for (let i = 0; i < s.length; ++i) { - buffer2.set([s.charCodeAt(i)], i); - } - return buffer2.buffer; - } - function concatenateArrayBuffers(buffers) { - if (buffers.length === 1) { - return buffers[0]; - } - let totalByteLength = 0; - buffers.forEach((buffer2) => { - totalByteLength += buffer2.byteLength; - }); - const temp = new Uint8Array(totalByteLength); - let offset = 0; - buffers.forEach((buffer2) => { - temp.set(new Uint8Array(buffer2), offset); - offset += buffer2.byteLength; - }); - return temp.buffer; - } - function basename(path) { - const SEPARATOR = "/"; - path = path.trim(); - while (path.endsWith(SEPARATOR)) { - path = path.slice(0, path.length - 1); - } - const items = path.split(SEPARATOR); - return items[items.length - 1]; - } - function getModelArtifactsInfoForJSON(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("Expected JSON model topology, received ArrayBuffer."); - } - return { - dateSaved: new Date(), - modelTopologyType: "JSON", - modelTopologyBytes: modelArtifacts.modelTopology == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.modelTopology)), - weightSpecsBytes: modelArtifacts.weightSpecs == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.weightSpecs)), - weightDataBytes: modelArtifacts.weightData == null ? 0 : modelArtifacts.weightData.byteLength - }; - } - function computeFloat16MantisaTable() { - const convertMantissa = (i) => { - let m = i << 13; - let e = 0; - while ((m & 8388608) === 0) { - e -= 8388608; - m <<= 1; - } - m &= ~8388608; - e += 947912704; - return m | e; - }; - const mantisaTable = new Uint32Array(2048); - mantisaTable[0] = 0; - for (let i = 1; i < 1024; i++) { - mantisaTable[i] = convertMantissa(i); - } - for (let i = 1024; i < 2048; i++) { - mantisaTable[i] = 939524096 + (i - 1024 << 13); - } - return mantisaTable; - } - function computeFloat16ExponentTable() { - const exponentTable = new Uint32Array(64); - exponentTable[0] = 0; - exponentTable[31] = 1199570944; - exponentTable[32] = 2147483648; - exponentTable[63] = 3347054592; - for (let i = 1; i < 31; i++) { - exponentTable[i] = i << 23; - } - for (let i = 33; i < 63; i++) { - exponentTable[i] = 2147483648 + (i - 32 << 23); - } - return exponentTable; - } - function computeFloat16OffsetTable() { - const offsetTable = new Uint32Array(64); - for (let i = 0; i < 64; i++) { - offsetTable[i] = 1024; - } - offsetTable[0] = offsetTable[32] = 0; - return offsetTable; - } - function getFloat16Decoder() { - const mantisaTable = computeFloat16MantisaTable(); - const exponentTable = computeFloat16ExponentTable(); - const offsetTable = computeFloat16OffsetTable(); - return (quantizedArray) => { - const buffer2 = new ArrayBuffer(4 * quantizedArray.length); - const bufferUint32View = new Uint32Array(buffer2); - for (let index = 0; index < quantizedArray.length; index++) { - const float16Bits = quantizedArray[index]; - const float32Bits = mantisaTable[offsetTable[float16Bits >> 10] + (float16Bits & 1023)] + exponentTable[float16Bits >> 10]; - bufferUint32View[index] = float32Bits; - } - return new Float32Array(buffer2); - }; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var IORouterRegistry = class { - constructor() { - this.saveRouters = []; - this.loadRouters = []; - } - static getInstance() { - if (IORouterRegistry.instance == null) { - IORouterRegistry.instance = new IORouterRegistry(); - } - return IORouterRegistry.instance; - } - static registerSaveRouter(saveRouter) { - IORouterRegistry.getInstance().saveRouters.push(saveRouter); - } - static registerLoadRouter(loadRouter) { - IORouterRegistry.getInstance().loadRouters.push(loadRouter); - } - static getSaveHandlers(url) { - return IORouterRegistry.getHandlers(url, "save"); - } - static getLoadHandlers(url, loadOptions) { - return IORouterRegistry.getHandlers(url, "load", loadOptions); - } - static getHandlers(url, handlerType, loadOptions) { - const validHandlers = []; - const routers = handlerType === "load" ? IORouterRegistry.getInstance().loadRouters : IORouterRegistry.getInstance().saveRouters; - routers.forEach((router) => { - const handler = router(url, loadOptions); - if (handler !== null) { - validHandlers.push(handler); - } - }); - return validHandlers; - } - }; - var registerSaveRouter = (loudRouter) => IORouterRegistry.registerSaveRouter(loudRouter); - var registerLoadRouter = (loudRouter) => IORouterRegistry.registerLoadRouter(loudRouter); - var getSaveHandlers = (url) => IORouterRegistry.getSaveHandlers(url); - var getLoadHandlers = (url, loadOptions) => IORouterRegistry.getLoadHandlers(url, loadOptions); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DATABASE_NAME = "tensorflowjs"; - var DATABASE_VERSION = 1; - var MODEL_STORE_NAME = "models_store"; - var INFO_STORE_NAME = "model_info_store"; - function getIndexedDBFactory() { - if (!env().getBool("IS_BROWSER")) { - throw new Error("Failed to obtain IndexedDB factory because the current environmentis not a web browser."); - } - const theWindow = typeof window === "undefined" ? self : window; - const factory = theWindow.indexedDB || theWindow.mozIndexedDB || theWindow.webkitIndexedDB || theWindow.msIndexedDB || theWindow.shimIndexedDB; - if (factory == null) { - throw new Error("The current browser does not appear to support IndexedDB."); - } - return factory; - } - function setUpDatabase(openRequest) { - const db = openRequest.result; - db.createObjectStore(MODEL_STORE_NAME, {keyPath: "modelPath"}); - db.createObjectStore(INFO_STORE_NAME, {keyPath: "modelPath"}); - } - var BrowserIndexedDB = class { - constructor(modelPath) { - this.indexedDB = getIndexedDBFactory(); - if (modelPath == null || !modelPath) { - throw new Error("For IndexedDB, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } - return this.databaseAction(this.modelPath, modelArtifacts); - } - async load() { - return this.databaseAction(this.modelPath); - } - databaseAction(modelPath, modelArtifacts) { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - if (modelArtifacts == null) { - const modelTx = db.transaction(MODEL_STORE_NAME, "readonly"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const getRequest = modelStore.get(this.modelPath); - getRequest.onsuccess = () => { - if (getRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${this.modelPath}' in IndexedDB.`)); - } else { - resolve(getRequest.result.modelArtifacts); - } - }; - getRequest.onerror = (error) => { - db.close(); - return reject(getRequest.error); - }; - modelTx.oncomplete = () => db.close(); - } else { - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - let infoStore = infoTx.objectStore(INFO_STORE_NAME); - const putInfoRequest = infoStore.put({modelPath: this.modelPath, modelArtifactsInfo}); - let modelTx; - putInfoRequest.onsuccess = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const putModelRequest = modelStore.put({ - modelPath: this.modelPath, - modelArtifacts, - modelArtifactsInfo - }); - putModelRequest.onsuccess = () => resolve({modelArtifactsInfo}); - putModelRequest.onerror = (error) => { - infoStore = infoTx.objectStore(INFO_STORE_NAME); - const deleteInfoRequest = infoStore.delete(this.modelPath); - deleteInfoRequest.onsuccess = () => { - db.close(); - return reject(putModelRequest.error); - }; - deleteInfoRequest.onerror = (error2) => { - db.close(); - return reject(putModelRequest.error); - }; - }; - }; - putInfoRequest.onerror = (error) => { - db.close(); - return reject(putInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - } - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } - }; - BrowserIndexedDB.URL_SCHEME = "indexeddb://"; - var indexedDBRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserIndexedDB.URL_SCHEME)) { - return browserIndexedDB(url.slice(BrowserIndexedDB.URL_SCHEME.length)); - } else { - return null; - } - } - }; - IORouterRegistry.registerSaveRouter(indexedDBRouter); - IORouterRegistry.registerLoadRouter(indexedDBRouter); - function browserIndexedDB(modelPath) { - return new BrowserIndexedDB(modelPath); - } - function maybeStripScheme(key) { - return key.startsWith(BrowserIndexedDB.URL_SCHEME) ? key.slice(BrowserIndexedDB.URL_SCHEME.length) : key; - } - var BrowserIndexedDBManager = class { - constructor() { - this.indexedDB = getIndexedDBFactory(); - } - async listModels() { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const tx = db.transaction(INFO_STORE_NAME, "readonly"); - const store = tx.objectStore(INFO_STORE_NAME); - const getAllInfoRequest = store.getAll(); - getAllInfoRequest.onsuccess = () => { - const out = {}; - for (const item of getAllInfoRequest.result) { - out[item.modelPath] = item.modelArtifactsInfo; - } - resolve(out); - }; - getAllInfoRequest.onerror = (error) => { - db.close(); - return reject(getAllInfoRequest.error); - }; - tx.oncomplete = () => db.close(); - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } - async removeModel(path) { - path = maybeStripScheme(path); - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - const infoStore = infoTx.objectStore(INFO_STORE_NAME); - const getInfoRequest = infoStore.get(path); - let modelTx; - getInfoRequest.onsuccess = () => { - if (getInfoRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${path}' in IndexedDB.`)); - } else { - const deleteInfoRequest = infoStore.delete(path); - const deleteModelData = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const deleteModelRequest = modelStore.delete(path); - deleteModelRequest.onsuccess = () => resolve(getInfoRequest.result.modelArtifactsInfo); - deleteModelRequest.onerror = (error) => reject(getInfoRequest.error); - }; - deleteInfoRequest.onsuccess = deleteModelData; - deleteInfoRequest.onerror = (error) => { - deleteModelData(); - db.close(); - return reject(getInfoRequest.error); - }; - } - }; - getInfoRequest.onerror = (error) => { - db.close(); - return reject(getInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PATH_SEPARATOR = "/"; - var PATH_PREFIX = "tensorflowjs_models"; - var INFO_SUFFIX = "info"; - var MODEL_TOPOLOGY_SUFFIX = "model_topology"; - var WEIGHT_SPECS_SUFFIX = "weight_specs"; - var WEIGHT_DATA_SUFFIX = "weight_data"; - var MODEL_METADATA_SUFFIX = "model_metadata"; - function getModelKeys(path) { - return { - info: [PATH_PREFIX, path, INFO_SUFFIX].join(PATH_SEPARATOR), - topology: [PATH_PREFIX, path, MODEL_TOPOLOGY_SUFFIX].join(PATH_SEPARATOR), - weightSpecs: [PATH_PREFIX, path, WEIGHT_SPECS_SUFFIX].join(PATH_SEPARATOR), - weightData: [PATH_PREFIX, path, WEIGHT_DATA_SUFFIX].join(PATH_SEPARATOR), - modelMetadata: [PATH_PREFIX, path, MODEL_METADATA_SUFFIX].join(PATH_SEPARATOR) - }; - } - function getModelPathFromKey(key) { - const items = key.split(PATH_SEPARATOR); - if (items.length < 3) { - throw new Error(`Invalid key format: ${key}`); - } - return items.slice(1, items.length - 1).join(PATH_SEPARATOR); - } - function maybeStripScheme2(key) { - return key.startsWith(BrowserLocalStorage.URL_SCHEME) ? key.slice(BrowserLocalStorage.URL_SCHEME.length) : key; - } - var BrowserLocalStorage = class { - constructor(modelPath) { - if (!env().getBool("IS_BROWSER") || typeof window === "undefined" || typeof window.localStorage === "undefined") { - throw new Error("The current environment does not support local storage."); - } - this.LS = window.localStorage; - if (modelPath == null || !modelPath) { - throw new Error("For local storage, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - this.keys = getModelKeys(this.modelPath); - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } else { - const topology = JSON.stringify(modelArtifacts.modelTopology); - const weightSpecs = JSON.stringify(modelArtifacts.weightSpecs); - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - try { - this.LS.setItem(this.keys.info, JSON.stringify(modelArtifactsInfo)); - this.LS.setItem(this.keys.topology, topology); - this.LS.setItem(this.keys.weightSpecs, weightSpecs); - this.LS.setItem(this.keys.weightData, arrayBufferToBase64String(modelArtifacts.weightData)); - const result = { - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy - }; - if (modelArtifacts.signature != null) { - result.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - result.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - result.modelInitializer = modelArtifacts.modelInitializer; - } - this.LS.setItem(this.keys.modelMetadata, JSON.stringify(result)); - return {modelArtifactsInfo}; - } catch (err) { - this.LS.removeItem(this.keys.info); - this.LS.removeItem(this.keys.topology); - this.LS.removeItem(this.keys.weightSpecs); - this.LS.removeItem(this.keys.weightData); - this.LS.removeItem(this.keys.modelMetadata); - throw new Error(`Failed to save model '${this.modelPath}' to local storage: size quota being exceeded is a possible cause of this failure: modelTopologyBytes=${modelArtifactsInfo.modelTopologyBytes}, weightSpecsBytes=${modelArtifactsInfo.weightSpecsBytes}, weightDataBytes=${modelArtifactsInfo.weightDataBytes}.`); - } - } - } - async load() { - const info2 = JSON.parse(this.LS.getItem(this.keys.info)); - if (info2 == null) { - throw new Error(`In local storage, there is no model with name '${this.modelPath}'`); - } - if (info2.modelTopologyType !== "JSON") { - throw new Error("BrowserLocalStorage does not support loading non-JSON model topology yet."); - } - const out = {}; - const topology = JSON.parse(this.LS.getItem(this.keys.topology)); - if (topology == null) { - throw new Error(`In local storage, the topology of model '${this.modelPath}' is missing.`); - } - out.modelTopology = topology; - const weightSpecs = JSON.parse(this.LS.getItem(this.keys.weightSpecs)); - if (weightSpecs == null) { - throw new Error(`In local storage, the weight specs of model '${this.modelPath}' are missing.`); - } - out.weightSpecs = weightSpecs; - const metadataString = this.LS.getItem(this.keys.modelMetadata); - if (metadataString != null) { - const metadata = JSON.parse(metadataString); - out.format = metadata["format"]; - out.generatedBy = metadata["generatedBy"]; - out.convertedBy = metadata["convertedBy"]; - if (metadata["signature"] != null) { - out.signature = metadata["signature"]; - } - if (metadata["userDefinedMetadata"] != null) { - out.userDefinedMetadata = metadata["userDefinedMetadata"]; - } - if (metadata["modelInitializer"] != null) { - out.modelInitializer = metadata["modelInitializer"]; - } - } - const weightDataBase64 = this.LS.getItem(this.keys.weightData); - if (weightDataBase64 == null) { - throw new Error(`In local storage, the binary weight values of model '${this.modelPath}' are missing.`); - } - out.weightData = base64StringToArrayBuffer(weightDataBase64); - return out; - } - }; - BrowserLocalStorage.URL_SCHEME = "localstorage://"; - var localStorageRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserLocalStorage.URL_SCHEME)) { - return browserLocalStorage(url.slice(BrowserLocalStorage.URL_SCHEME.length)); - } else { - return null; - } - } - }; - IORouterRegistry.registerSaveRouter(localStorageRouter); - IORouterRegistry.registerLoadRouter(localStorageRouter); - function browserLocalStorage(modelPath) { - return new BrowserLocalStorage(modelPath); - } - var BrowserLocalStorageManager = class { - constructor() { - assert(env().getBool("IS_BROWSER"), () => "Current environment is not a web browser"); - assert(typeof window === "undefined" || typeof window.localStorage !== "undefined", () => "Current browser does not appear to support localStorage"); - this.LS = window.localStorage; - } - async listModels() { - const out = {}; - const prefix = PATH_PREFIX + PATH_SEPARATOR; - const suffix = PATH_SEPARATOR + INFO_SUFFIX; - for (let i = 0; i < this.LS.length; ++i) { - const key = this.LS.key(i); - if (key.startsWith(prefix) && key.endsWith(suffix)) { - const modelPath = getModelPathFromKey(key); - out[modelPath] = JSON.parse(this.LS.getItem(key)); - } - } - return out; - } - async removeModel(path) { - path = maybeStripScheme2(path); - const keys = getModelKeys(path); - if (this.LS.getItem(keys.info) == null) { - throw new Error(`Cannot find model at path '${path}'`); - } - const info2 = JSON.parse(this.LS.getItem(keys.info)); - this.LS.removeItem(keys.info); - this.LS.removeItem(keys.topology); - this.LS.removeItem(keys.weightSpecs); - this.LS.removeItem(keys.weightData); - return info2; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var URL_SCHEME_SUFFIX = "://"; - var ModelStoreManagerRegistry = class { - constructor() { - this.managers = {}; - } - static getInstance() { - if (ModelStoreManagerRegistry.instance == null) { - ModelStoreManagerRegistry.instance = new ModelStoreManagerRegistry(); - } - return ModelStoreManagerRegistry.instance; - } - static registerManager(scheme, manager) { - assert(scheme != null, () => "scheme must not be undefined or null."); - if (scheme.endsWith(URL_SCHEME_SUFFIX)) { - scheme = scheme.slice(0, scheme.indexOf(URL_SCHEME_SUFFIX)); - } - assert(scheme.length > 0, () => "scheme must not be an empty string."); - const registry = ModelStoreManagerRegistry.getInstance(); - assert(registry.managers[scheme] == null, () => `A model store manager is already registered for scheme '${scheme}'.`); - registry.managers[scheme] = manager; - } - static getManager(scheme) { - const manager = this.getInstance().managers[scheme]; - if (manager == null) { - throw new Error(`Cannot find model manager for scheme '${scheme}'`); - } - return manager; - } - static getSchemes() { - return Object.keys(this.getInstance().managers); - } - }; - function parseURL(url) { - if (url.indexOf(URL_SCHEME_SUFFIX) === -1) { - throw new Error(`The url string provided does not contain a scheme. Supported schemes are: ${ModelStoreManagerRegistry.getSchemes().join(",")}`); - } - return { - scheme: url.split(URL_SCHEME_SUFFIX)[0], - path: url.split(URL_SCHEME_SUFFIX)[1] - }; - } - async function cloneModelInternal(sourceURL, destURL, deleteSource = false) { - assert(sourceURL !== destURL, () => `Old path and new path are the same: '${sourceURL}'`); - const loadHandlers = IORouterRegistry.getLoadHandlers(sourceURL); - assert(loadHandlers.length > 0, () => `Copying failed because no load handler is found for source URL ${sourceURL}.`); - assert(loadHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) load handlers for source URL ${sourceURL}.`); - const loadHandler = loadHandlers[0]; - const saveHandlers = IORouterRegistry.getSaveHandlers(destURL); - assert(saveHandlers.length > 0, () => `Copying failed because no save handler is found for destination URL ${destURL}.`); - assert(saveHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) save handlers for destination URL ${destURL}.`); - const saveHandler = saveHandlers[0]; - const sourceScheme = parseURL(sourceURL).scheme; - const sourcePath = parseURL(sourceURL).path; - const sameMedium = sourceScheme === parseURL(sourceURL).scheme; - const modelArtifacts = await loadHandler.load(); - if (deleteSource && sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - const saveResult = await saveHandler.save(modelArtifacts); - if (deleteSource && !sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - return saveResult.modelArtifactsInfo; - } - async function listModels() { - const schemes = ModelStoreManagerRegistry.getSchemes(); - const out = {}; - for (const scheme of schemes) { - const schemeOut = await ModelStoreManagerRegistry.getManager(scheme).listModels(); - for (const path in schemeOut) { - const url = scheme + URL_SCHEME_SUFFIX + path; - out[url] = schemeOut[path]; - } - } - return out; - } - async function removeModel(url) { - const schemeAndPath = parseURL(url); - const manager = ModelStoreManagerRegistry.getManager(schemeAndPath.scheme); - return manager.removeModel(schemeAndPath.path); - } - async function copyModel(sourceURL, destURL) { - const deleteSource = false; - return cloneModelInternal(sourceURL, destURL, deleteSource); - } - async function moveModel(sourceURL, destURL) { - const deleteSource = true; - return cloneModelInternal(sourceURL, destURL, deleteSource); - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PlatformBrowser = class { - fetch(path, init2) { - return fetch(path, init2); - } - now() { - return performance.now(); - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Browser's encoder only supports utf-8, but got ${encoding}`); - } - if (this.textEncoder == null) { - this.textEncoder = new TextEncoder(); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - return new TextDecoder(encoding).decode(bytes); - } - }; - if (env().get("IS_BROWSER")) { - env().setPlatform("browser", new PlatformBrowser()); - try { - ModelStoreManagerRegistry.registerManager(BrowserLocalStorage.URL_SCHEME, new BrowserLocalStorageManager()); - } catch (err) { - } - try { - ModelStoreManagerRegistry.registerManager(BrowserIndexedDB.URL_SCHEME, new BrowserIndexedDBManager()); - } catch (err) { - } - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var getNodeFetch = { - importFetch: () => require_browser() - }; - var systemFetch; - var PlatformNode = class { - constructor() { - this.util = require("util"); - this.textEncoder = new this.util.TextEncoder(); - } - fetch(path, requestInits) { - if (env().global.fetch != null) { - return env().global.fetch(path, requestInits); - } - if (systemFetch == null) { - systemFetch = getNodeFetch.importFetch(); - } - return systemFetch(path, requestInits); - } - now() { - const time2 = process.hrtime(); - return time2[0] * 1e3 + time2[1] / 1e6; - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Node built-in encoder only supports utf-8, but got ${encoding}`); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - if (bytes.length === 0) { - return ""; - } - return new this.util.TextDecoder(encoding).decode(bytes); - } - }; - if (env().get("IS_NODE")) { - env().setPlatform("node", new PlatformNode()); - } - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function buffer(shape, dtype = "float32", values) { - dtype = dtype || "float32"; - assertNonNegativeIntegerDimensions(shape); - return new TensorBuffer(shape, dtype, values); - } - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function cast_(x, dtype) { - const $x = convertToTensor(x, "x", "cast"); - if (!isValidDtype(dtype)) { - throw new Error(`Failed to cast to unknown dtype ${dtype}`); - } - if (dtype === "string" && $x.dtype !== "string" || dtype !== "string" && $x.dtype === "string") { - throw new Error("Only strings can be casted to strings"); - } - const inputs = {x: $x}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, inputs, attrs); - } - var cast = op({cast_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function clone_(x) { - const $x = convertToTensor(x, "x", "clone", "string_or_numeric"); - const inputs = {x: $x}; - return ENGINE.runKernel(Identity, inputs); - } - var clone = op({clone_}); - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function print2(x, verbose = false) { - console.log(x.toString(verbose)); - } - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getOrMakeEngine(); - var opHandler2 = { - buffer, - cast, - clone, - print: print2 - }; - setOpHandler(opHandler2); - var io_exports = {}; - __export2(io_exports, { - browserFiles: () => browserFiles, - browserHTTPRequest: () => browserHTTPRequest, - concatenateArrayBuffers: () => concatenateArrayBuffers, - copyModel: () => copyModel, - decodeWeights: () => decodeWeights, - encodeWeights: () => encodeWeights, - fromMemory: () => fromMemory, - getLoadHandlers: () => getLoadHandlers, - getModelArtifactsInfoForJSON: () => getModelArtifactsInfoForJSON, - getSaveHandlers: () => getSaveHandlers, - http: () => http, - isHTTPScheme: () => isHTTPScheme, - listModels: () => listModels, - loadWeights: () => loadWeights, - moveModel: () => moveModel, - registerLoadRouter: () => registerLoadRouter, - registerSaveRouter: () => registerSaveRouter, - removeModel: () => removeModel, - weightsLoaderFactory: () => weightsLoaderFactory, - withSaveHandler: () => withSaveHandler - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DEFAULT_FILE_NAME_PREFIX = "model"; - var DEFAULT_JSON_EXTENSION_NAME = ".json"; - var DEFAULT_WEIGHT_DATA_EXTENSION_NAME = ".weights.bin"; - function defer(f) { - return new Promise((resolve) => setTimeout(resolve)).then(f); - } - var BrowserDownloads = class { - constructor(fileNamePrefix) { - if (!env().getBool("IS_BROWSER")) { - throw new Error("browserDownloads() cannot proceed because the current environment is not a browser."); - } - if (fileNamePrefix.startsWith(BrowserDownloads.URL_SCHEME)) { - fileNamePrefix = fileNamePrefix.slice(BrowserDownloads.URL_SCHEME.length); - } - if (fileNamePrefix == null || fileNamePrefix.length === 0) { - fileNamePrefix = DEFAULT_FILE_NAME_PREFIX; - } - this.modelTopologyFileName = fileNamePrefix + DEFAULT_JSON_EXTENSION_NAME; - this.weightDataFileName = fileNamePrefix + DEFAULT_WEIGHT_DATA_EXTENSION_NAME; - } - async save(modelArtifacts) { - if (typeof document === "undefined") { - throw new Error("Browser downloads are not supported in this environment since `document` is not present"); - } - const weightsURL = window.URL.createObjectURL(new Blob([modelArtifacts.weightData], {type: "application/octet-stream"})); - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserDownloads.save() does not support saving model topology in binary formats yet."); - } else { - const weightsManifest = [{ - paths: ["./" + this.weightDataFileName], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - const modelTopologyAndWeightManifestURL = window.URL.createObjectURL(new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: "application/json"})); - const jsonAnchor = this.jsonAnchor == null ? document.createElement("a") : this.jsonAnchor; - jsonAnchor.download = this.modelTopologyFileName; - jsonAnchor.href = modelTopologyAndWeightManifestURL; - await defer(() => jsonAnchor.dispatchEvent(new MouseEvent("click"))); - if (modelArtifacts.weightData != null) { - const weightDataAnchor = this.weightDataAnchor == null ? document.createElement("a") : this.weightDataAnchor; - weightDataAnchor.download = this.weightDataFileName; - weightDataAnchor.href = weightsURL; - await defer(() => weightDataAnchor.dispatchEvent(new MouseEvent("click"))); - } - return {modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts)}; - } - } - }; - BrowserDownloads.URL_SCHEME = "downloads://"; - var BrowserFiles = class { - constructor(files) { - if (files == null || files.length < 1) { - throw new Error(`When calling browserFiles, at least 1 file is required, but received ${files}`); - } - this.files = files; - } - async load() { - const jsonFile = this.files[0]; - const weightFiles = this.files.slice(1); - return new Promise((resolve, reject) => { - const jsonReader = new FileReader(); - jsonReader.onload = (event) => { - const modelJSON = JSON.parse(event.target.result); - const modelTopology = modelJSON.modelTopology; - if (modelTopology == null) { - reject(new Error(`modelTopology field is missing from file ${jsonFile.name}`)); - return; - } - if (weightFiles.length === 0) { - resolve({modelTopology}); - } - const weightsManifest = modelJSON.weightsManifest; - if (weightsManifest == null) { - reject(new Error(`weightManifest field is missing from file ${jsonFile.name}`)); - return; - } - let pathToFile; - try { - pathToFile = this.checkManifestAndWeightFiles(weightsManifest, weightFiles); - } catch (err) { - reject(err); - return; - } - const weightSpecs = []; - const paths = []; - const perFileBuffers = []; - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - paths.push(path); - perFileBuffers.push(null); - }); - weightSpecs.push(...weightsGroup.weights); - }); - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - const weightFileReader = new FileReader(); - weightFileReader.onload = (event2) => { - const weightData = event2.target.result; - const index = paths.indexOf(path); - perFileBuffers[index] = weightData; - if (perFileBuffers.indexOf(null) === -1) { - const result = { - modelTopology, - weightSpecs, - weightData: concatenateArrayBuffers(perFileBuffers), - format: modelJSON.format, - generatedBy: modelJSON.generatedBy, - convertedBy: modelJSON.convertedBy - }; - if (modelJSON.signature != null) { - result.signature = modelJSON.signature; - } - if (modelJSON.userDefinedMetadata != null) { - result.userDefinedMetadata = modelJSON.userDefinedMetadata; - } - if (modelJSON.modelInitializer != null) { - result.modelInitializer = modelJSON.modelInitializer; - } - resolve(result); - } - }; - weightFileReader.onerror = (error) => reject(`Failed to weights data from file of path '${path}'.`); - weightFileReader.readAsArrayBuffer(pathToFile[path]); - }); - }); - }; - jsonReader.onerror = (error) => reject(`Failed to read model topology and weights manifest JSON from file '${jsonFile.name}'. BrowserFiles supports loading Keras-style tf.Model artifacts only.`); - jsonReader.readAsText(jsonFile); - }); - } - checkManifestAndWeightFiles(manifest, files) { - const basenames = []; - const fileNames = files.map((file) => basename(file.name)); - const pathToFile = {}; - for (const group of manifest) { - group.paths.forEach((path) => { - const pathBasename = basename(path); - if (basenames.indexOf(pathBasename) !== -1) { - throw new Error(`Duplicate file basename found in weights manifest: '${pathBasename}'`); - } - basenames.push(pathBasename); - if (fileNames.indexOf(pathBasename) === -1) { - throw new Error(`Weight file with basename '${pathBasename}' is not provided.`); - } else { - pathToFile[path] = files[fileNames.indexOf(pathBasename)]; - } - }); - } - if (basenames.length !== files.length) { - throw new Error(`Mismatch in the number of files in weights manifest (${basenames.length}) and the number of weight files provided (${files.length}).`); - } - return pathToFile; - } - }; - var browserDownloadsRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserDownloads.URL_SCHEME)) { - return browserDownloads(url.slice(BrowserDownloads.URL_SCHEME.length)); - } else { - return null; - } - } - }; - IORouterRegistry.registerSaveRouter(browserDownloadsRouter); - function browserDownloads(fileNamePrefix = "model") { - return new BrowserDownloads(fileNamePrefix); - } - function browserFiles(files) { - return new BrowserFiles(files); - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function monitorPromisesProgress(promises, onProgress, startFraction, endFraction) { - checkPromises(promises); - startFraction = startFraction == null ? 0 : startFraction; - endFraction = endFraction == null ? 1 : endFraction; - checkFraction(startFraction, endFraction); - let resolvedPromise = 0; - const registerMonitor = (promise) => { - promise.then((value) => { - const fraction = startFraction + ++resolvedPromise / promises.length * (endFraction - startFraction); - onProgress(fraction); - return value; - }); - return promise; - }; - function checkPromises(promises2) { - assert(promises2 != null && Array.isArray(promises2) && promises2.length > 0, () => "promises must be a none empty array"); - } - function checkFraction(startFraction2, endFraction2) { - assert(startFraction2 >= 0 && startFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got startFraction ${startFraction2}`); - assert(endFraction2 >= 0 && endFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got endFraction ${endFraction2}`); - assert(endFraction2 >= startFraction2, () => `startFraction must be no more than endFraction, but got startFraction ${startFraction2} and endFraction ${endFraction2}`); - } - return Promise.all(promises.map(registerMonitor)); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - async function loadWeightsAsArrayBuffer(fetchURLs, loadOptions) { - if (loadOptions == null) { - loadOptions = {}; - } - const fetchFunc = loadOptions.fetchFunc == null ? env().platform.fetch : loadOptions.fetchFunc; - const requests = fetchURLs.map((fetchURL) => fetchFunc(fetchURL, loadOptions.requestInit, {isBinary: true})); - const fetchStartFraction = 0; - const fetchEndFraction = 0.5; - const responses = loadOptions.onProgress == null ? await Promise.all(requests) : await monitorPromisesProgress(requests, loadOptions.onProgress, fetchStartFraction, fetchEndFraction); - const bufferPromises = responses.map((response) => response.arrayBuffer()); - const bufferStartFraction = 0.5; - const bufferEndFraction = 1; - const buffers = loadOptions.onProgress == null ? await Promise.all(bufferPromises) : await monitorPromisesProgress(bufferPromises, loadOptions.onProgress, bufferStartFraction, bufferEndFraction); - return buffers; - } - async function loadWeights(manifest, filePathPrefix = "", weightNames, requestInit) { - const fetchWeights = (fetchUrls) => loadWeightsAsArrayBuffer(fetchUrls, {requestInit}); - const loadWeights2 = weightsLoaderFactory(fetchWeights); - return loadWeights2(manifest, filePathPrefix, weightNames); - } - function weightsLoaderFactory(fetchWeightsFunction) { - return async (manifest, filePathPrefix = "", weightNames) => { - const groupIndicesToFetchMap = manifest.map(() => false); - const groupWeightsToFetch = {}; - const weightsFound = weightNames != null ? weightNames.map(() => false) : []; - const allManifestWeightNames = []; - manifest.forEach((manifestGroupConfig, groupIndex) => { - let groupOffset = 0; - manifestGroupConfig.weights.forEach((weightsEntry) => { - const rawDtype = "quantization" in weightsEntry ? weightsEntry.quantization.dtype : weightsEntry.dtype; - const weightsBytes = DTYPE_VALUE_SIZE_MAP[rawDtype] * sizeFromShape(weightsEntry.shape); - const enqueueWeightsForFetchingFn = () => { - groupIndicesToFetchMap[groupIndex] = true; - if (groupWeightsToFetch[groupIndex] == null) { - groupWeightsToFetch[groupIndex] = []; - } - groupWeightsToFetch[groupIndex].push({ - manifestEntry: weightsEntry, - groupOffset, - sizeBytes: weightsBytes - }); - }; - if (weightNames != null) { - weightNames.forEach((weightName, weightIndex) => { - if (weightName === weightsEntry.name) { - enqueueWeightsForFetchingFn(); - weightsFound[weightIndex] = true; - } - }); - } else { - enqueueWeightsForFetchingFn(); - } - allManifestWeightNames.push(weightsEntry.name); - groupOffset += weightsBytes; - }); - }); - if (!weightsFound.every((found) => found)) { - const weightsNotFound = weightNames.filter((_, i) => !weightsFound[i]); - throw new Error(`Could not find weights in manifest with names: ${weightsNotFound.join(", ")}. -Manifest JSON has weights with names: ${allManifestWeightNames.join(", ")}.`); - } - const groupIndicesToFetch = groupIndicesToFetchMap.reduce((accumulator, shouldFetch, i) => { - if (shouldFetch) { - accumulator.push(i); - } - return accumulator; - }, []); - const fetchUrls = []; - groupIndicesToFetch.forEach((i) => { - manifest[i].paths.forEach((filepath) => { - const fetchUrl = filePathPrefix + (!filePathPrefix.endsWith("/") ? "/" : "") + filepath; - fetchUrls.push(fetchUrl); - }); - }); - const buffers = await fetchWeightsFunction(fetchUrls); - const weightsTensorMap = {}; - let bufferIndexOffset = 0; - groupIndicesToFetch.forEach((i) => { - const numBuffers = manifest[i].paths.length; - let groupBytes = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - groupBytes += buffers[bufferIndexOffset + i2].byteLength; - } - const groupBuffer = new ArrayBuffer(groupBytes); - const groupByteBuffer = new Uint8Array(groupBuffer); - let groupBufferOffset = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - const buffer2 = new Uint8Array(buffers[bufferIndexOffset + i2]); - groupByteBuffer.set(buffer2, groupBufferOffset); - groupBufferOffset += buffer2.byteLength; - } - const weightsEntries = groupWeightsToFetch[i]; - weightsEntries.forEach((weightsEntry) => { - const byteBuffer = groupBuffer.slice(weightsEntry.groupOffset, weightsEntry.groupOffset + weightsEntry.sizeBytes); - const nameToTensorMap = decodeWeights(byteBuffer, [weightsEntry.manifestEntry]); - for (const name in nameToTensorMap) { - weightsTensorMap[name] = nameToTensorMap[name]; - } - }); - bufferIndexOffset += numBuffers; - }); - return weightsTensorMap; - }; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var OCTET_STREAM_MIME_TYPE = "application/octet-stream"; - var JSON_TYPE = "application/json"; - var HTTPRequest = class { - constructor(path, loadOptions) { - this.DEFAULT_METHOD = "POST"; - if (loadOptions == null) { - loadOptions = {}; - } - this.weightPathPrefix = loadOptions.weightPathPrefix; - this.onProgress = loadOptions.onProgress; - this.weightUrlConverter = loadOptions.weightUrlConverter; - if (loadOptions.fetchFunc != null) { - assert(typeof loadOptions.fetchFunc === "function", () => "Must pass a function that matches the signature of `fetch` (see https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)"); - this.fetch = loadOptions.fetchFunc; - } else { - this.fetch = env().platform.fetch; - } - assert(path != null && path.length > 0, () => "URL path for http must not be null, undefined or empty."); - if (Array.isArray(path)) { - assert(path.length === 2, () => `URL paths for http must have a length of 2, (actual length is ${path.length}).`); - } - this.path = path; - if (loadOptions.requestInit != null && loadOptions.requestInit.body != null) { - throw new Error("requestInit is expected to have no pre-existing body, but has one."); - } - this.requestInit = loadOptions.requestInit || {}; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserHTTPRequest.save() does not support saving model topology in binary formats yet."); - } - const init2 = Object.assign({method: this.DEFAULT_METHOD}, this.requestInit); - init2.body = new FormData(); - const weightsManifest = [{ - paths: ["./model.weights.bin"], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - init2.body.append("model.json", new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: JSON_TYPE}), "model.json"); - if (modelArtifacts.weightData != null) { - init2.body.append("model.weights.bin", new Blob([modelArtifacts.weightData], {type: OCTET_STREAM_MIME_TYPE}), "model.weights.bin"); - } - const response = await this.fetch(this.path, init2); - if (response.ok) { - return { - modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts), - responses: [response] - }; - } else { - throw new Error(`BrowserHTTPRequest.save() failed due to HTTP response status ${response.status}.`); - } - } - async load() { - const modelConfigRequest = await this.fetch(this.path, this.requestInit); - if (!modelConfigRequest.ok) { - throw new Error(`Request to ${this.path} failed with status code ${modelConfigRequest.status}. Please verify this URL points to the model JSON of the model to load.`); - } - let modelConfig; - try { - modelConfig = await modelConfigRequest.json(); - } catch (e) { - let message = `Failed to parse model JSON of response from ${this.path}.`; - if (this.path.endsWith(".pb")) { - message += " Your path contains a .pb file extension. Support for .pb models have been removed in TensorFlow.js 1.0 in favor of .json models. You can re-convert your Python TensorFlow model using the TensorFlow.js 1.0 conversion scripts or you can convert your.pb models with the 'pb2json'NPM script in the tensorflow/tfjs-converter repository."; - } else { - message += " Please make sure the server is serving valid JSON for this request."; - } - throw new Error(message); - } - const modelTopology = modelConfig.modelTopology; - const weightsManifest = modelConfig.weightsManifest; - const generatedBy = modelConfig.generatedBy; - const convertedBy = modelConfig.convertedBy; - const format = modelConfig.format; - const signature = modelConfig.signature; - const userDefinedMetadata = modelConfig.userDefinedMetadata; - if (modelTopology == null && weightsManifest == null) { - throw new Error(`The JSON from HTTP path ${this.path} contains neither model topology or manifest for weights.`); - } - let weightSpecs; - let weightData; - if (weightsManifest != null) { - const results = await this.loadWeights(weightsManifest); - [weightSpecs, weightData] = results; - } - const artifacts = { - modelTopology, - weightSpecs, - weightData, - generatedBy, - convertedBy, - format - }; - if (signature != null) { - artifacts.signature = signature; - } - if (userDefinedMetadata != null) { - artifacts.userDefinedMetadata = userDefinedMetadata; - } - const initializer = modelConfig.modelInitializer; - if (initializer) { - artifacts.modelInitializer = initializer; - } - return artifacts; - } - async loadWeights(weightsManifest) { - const weightPath = Array.isArray(this.path) ? this.path[1] : this.path; - const [prefix, suffix] = parseUrl(weightPath); - const pathPrefix = this.weightPathPrefix || prefix; - const weightSpecs = []; - for (const entry of weightsManifest) { - weightSpecs.push(...entry.weights); - } - const fetchURLs = []; - const urlPromises = []; - for (const weightsGroup of weightsManifest) { - for (const path of weightsGroup.paths) { - if (this.weightUrlConverter != null) { - urlPromises.push(this.weightUrlConverter(path)); - } else { - fetchURLs.push(pathPrefix + path + suffix); - } - } - } - if (this.weightUrlConverter) { - fetchURLs.push(...await Promise.all(urlPromises)); - } - const buffers = await loadWeightsAsArrayBuffer(fetchURLs, { - requestInit: this.requestInit, - fetchFunc: this.fetch, - onProgress: this.onProgress - }); - return [weightSpecs, concatenateArrayBuffers(buffers)]; - } - }; - HTTPRequest.URL_SCHEME_REGEX = /^https?:\/\//; - function parseUrl(url) { - const lastSlash = url.lastIndexOf("/"); - const lastSearchParam = url.lastIndexOf("?"); - const prefix = url.substring(0, lastSlash); - const suffix = lastSearchParam > lastSlash ? url.substring(lastSearchParam) : ""; - return [prefix + "/", suffix]; - } - function isHTTPScheme(url) { - return url.match(HTTPRequest.URL_SCHEME_REGEX) != null; - } - var httpRouter = (url, loadOptions) => { - if (typeof fetch === "undefined" && (loadOptions == null || loadOptions.fetchFunc == null)) { - return null; - } else { - let isHTTP = true; - if (Array.isArray(url)) { - isHTTP = url.every((urlItem) => isHTTPScheme(urlItem)); - } else { - isHTTP = isHTTPScheme(url); - } - if (isHTTP) { - return http(url, loadOptions); - } - } - return null; - }; - IORouterRegistry.registerSaveRouter(httpRouter); - IORouterRegistry.registerLoadRouter(httpRouter); - function http(path, loadOptions) { - return new HTTPRequest(path, loadOptions); - } - function browserHTTPRequest(path, loadOptions) { - return http(path, loadOptions); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PassthroughLoader = class { - constructor(modelArtifacts) { - this.modelArtifacts = modelArtifacts; - } - async load() { - return this.modelArtifacts; - } - }; - var PassthroughSaver = class { - constructor(saveHandler) { - this.saveHandler = saveHandler; - } - async save(modelArtifacts) { - return this.saveHandler(modelArtifacts); - } - }; - function fromMemory(modelArtifacts, weightSpecs, weightData, trainingConfig) { - if (arguments.length === 1) { - const isModelArtifacts = modelArtifacts.modelTopology != null || modelArtifacts.weightSpecs != null; - if (isModelArtifacts) { - return new PassthroughLoader(modelArtifacts); - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({modelTopology: modelArtifacts}); - } - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({ - modelTopology: modelArtifacts, - weightSpecs, - weightData, - trainingConfig - }); - } - } - function withSaveHandler(saveHandler) { - return new PassthroughSaver(saveHandler); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var math_exports = {}; - __export2(math_exports, { - confusionMatrix: () => confusionMatrix - }); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function matMul_(a, b, transposeA = false, transposeB = false) { - let $a = convertToTensor(a, "a", "matMul"); - let $b = convertToTensor(b, "b", "matMul"); - [$a, $b] = makeTypesMatch($a, $b); - const inputs = {a: $a, b: $b}; - const attrs = {transposeA, transposeB}; - return ENGINE.runKernel(BatchMatMul, inputs, attrs); - } - var matMul = op({matMul_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function oneHot_(indices, depth, onValue = 1, offValue = 0) { - if (depth < 2) { - throw new Error(`Error in oneHot: depth must be >=2, but it is ${depth}`); - } - const $indices = convertToTensor(indices, "indices", "oneHot", "int32"); - const inputs = {indices: $indices}; - const attrs = {depth, onValue, offValue}; - return ENGINE.runKernel(OneHot, inputs, attrs); - } - var oneHot = op({oneHot_}); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function transpose_(x, perm) { - const $x = convertToTensor(x, "x", "transpose"); - if (perm == null) { - perm = $x.shape.map((s, i) => i).reverse(); - } - assert($x.rank === perm.length, () => `Error in transpose: rank of input ${$x.rank} must match length of perm ${perm}.`); - perm.forEach((axis) => { - assert(axis >= 0 && axis < $x.rank, () => `All entries in 'perm' must be between 0 and ${$x.rank - 1} but got ${perm}`); - }); - if ($x.rank <= 1) { - return $x.clone(); - } - const inputs = {x: $x}; - const attrs = {perm}; - return ENGINE.runKernel(Transpose, inputs, attrs); - } - var transpose = op({transpose_}); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function confusionMatrix_(labels2, predictions, numClasses) { - const $labels = convertToTensor(labels2, "labels", "confusionMatrix"); - const $predictions = convertToTensor(predictions, "predictions", "confusionMatrix"); - assert(numClasses == null || numClasses > 0 && Number.isInteger(numClasses), () => `If provided, numClasses must be a positive integer, but got ${numClasses}`); - assert($labels.rank === 1, () => `Expected the rank of labels to be 1, but got ${$labels.rank}`); - assert($predictions.rank === 1, () => `Expected the rank of predictions to be 1, but got ${$predictions.rank}`); - assert($labels.shape[0] === $predictions.shape[0], () => `Mismatch in the number of examples: ${$labels.shape[0]} vs. ${$predictions.shape[0]}. Labels and predictions should have the same number of elements.`); - assert(numClasses > 0 && Number.isInteger(numClasses), () => `numClasses is required to be a positive integer, but got ${numClasses}`); - const oneHotLabels = oneHot(cast($labels, "int32"), numClasses); - const oneHotPredictions = oneHot(cast($predictions, "int32"), numClasses); - const oneHotLabelsT = transpose(oneHotLabels); - const product = matMul(oneHotLabelsT, oneHotPredictions); - return cast(product, "int32"); - } - var confusionMatrix = op({confusionMatrix_}); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var browser_exports = {}; - __export2(browser_exports, { - fromPixels: () => fromPixels, - fromPixelsAsync: () => fromPixelsAsync, - toPixels: () => toPixels - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function tensor3d(values, shape, dtype) { - assertNonNull(values); - if (shape != null && shape.length !== 3) { - throw new Error("tensor3d() requires shape to have three numbers"); - } - const inferredShape = inferShape(values, dtype); - if (inferredShape.length !== 3 && inferredShape.length !== 1) { - throw new Error("tensor3d() requires values to be number[][][] or flat/TypedArray"); - } - if (inferredShape.length === 1 && shape == null) { - throw new Error("tensor3d() requires shape to be provided when `values` are a flat array"); - } - return makeTensor(values, shape, inferredShape, dtype); - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var fromPixels2DContext; - function fromPixels_(pixels, numChannels = 3) { - if (numChannels > 4) { - throw new Error("Cannot construct Tensor with more than 4 channels from pixels."); - } - if (pixels == null) { - throw new Error("pixels passed to tf.browser.fromPixels() can not be null"); - } - let isPixelData2 = false; - let isImageData = false; - let isVideo = false; - let isImage = false; - let isCanvasLike = false; - let isImageBitmap = false; - if (pixels.data instanceof Uint8Array) { - isPixelData2 = true; - } else if (typeof ImageData !== "undefined" && pixels instanceof ImageData) { - isImageData = true; - } else if (typeof HTMLVideoElement !== "undefined" && pixels instanceof HTMLVideoElement) { - isVideo = true; - } else if (typeof HTMLImageElement !== "undefined" && pixels instanceof HTMLImageElement) { - isImage = true; - } else if (pixels.getContext != null) { - isCanvasLike = true; - } else if (typeof ImageBitmap !== "undefined" && pixels instanceof ImageBitmap) { - isImageBitmap = true; - } else { - throw new Error(`pixels passed to tf.browser.fromPixels() must be either an HTMLVideoElement, HTMLImageElement, HTMLCanvasElement, ImageData in browser, or OffscreenCanvas, ImageData in webworker or {data: Uint32Array, width: number, height: number}, but was ${pixels.constructor.name}`); - } - if (isVideo) { - const HAVE_CURRENT_DATA_READY_STATE = 2; - if (isVideo && pixels.readyState < HAVE_CURRENT_DATA_READY_STATE) { - throw new Error("The video element has not loaded data yet. Please wait for `loadeddata` event on the s5){let A=Mu*i,y=Array.from(e.slice(0,A)),g=Array.from(e.slice((o-Mu)*i,o*i));return n==="complex64"&&(y=$u(y),g=$u(g)),["["+y.map((w,b)=>Fu(w,a[b],n)).join(", ")+", ..., "+g.map((w,b)=>Fu(w,a[o-Mu+b],n)).join(", ")+"]"]}let m=n==="complex64"?$u(e):Array.from(e);return["["+m.map((A,y)=>Fu(A,a[y],n)).join(", ")+"]"]}let c=t.slice(1),u=r.slice(1),h=r[0]*i,d=[];if(o>s5){for(let m=0;m`Length of values '${r}' does not match the size inferred by the shape '${this.size}'.`)}if(t==="complex64")throw new Error("complex64 dtype TensorBuffers are not supported. 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Array.isArray(e)||typeof e=="object"}function bf(e){return e.kernelName!=null}var u5=class{constructor(){this.registeredVariables={},this.nextTapeNodeId=0,this.numBytes=0,this.numTensors=0,this.numStringTensors=0,this.numDataBuffers=0,this.gradientDepth=0,this.kernelDepth=0,this.scopeStack=[],this.numDataMovesStack=[],this.nextScopeId=0,this.tensorInfo=new WeakMap,this.profiling=!1,this.activeProfile={newBytes:0,newTensors:0,peakBytes:0,kernels:[],result:null,get kernelNames(){return Array.from(new Set(this.kernels.map(e=>e.name)))}}}dispose(){for(let e in this.registeredVariables)this.registeredVariables[e].dispose()}},Ou=class{constructor(e){this.ENV=e,this.registry={},this.registryFactory={},this.pendingBackendInitId=0,this.state=new u5}async ready(){if(this.pendingBackendInit!=null)return this.pendingBackendInit.then(()=>{});if(this.backendInstance!=null)return;let e=this.getSortedBackends();for(let 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o,l=bf(e)?e.kernelName:this.state.activeScope!=null?this.state.activeScope.name:"";if(bf(e)){let{kernelName:p,inputs:f,attrs:m}=e;this.backendName==null&&this.backend;let A=rd(p,this.backendName);M(A!=null,()=>`Cannot find registered kernel '${p}' for backend '${this.backendName}'`),i=()=>{let y=this.backend.numDataIds();o=A.kernelFunc({inputs:f,attrs:m,backend:this.backend});let g=Array.isArray(o)?o:[o];this.shouldCheckForMemLeaks()&&this.checkKernelForMemLeak(p,y,g);let w=g.map(b=>{if(b.rank!=null)return b;let{dataId:_,shape:x,dtype:N}=b;return this.makeTensorFromDataId(_,x,N)});if(r){let b=this.getTensorsForGradient(p,f,w);n=this.saveTensorsForBackwardMode(b)}return w}}else{let{forwardFunc:p}=e,f=m=>{!r||(n=m.map(A=>this.keep(this.clone(A))))};i=()=>{let m=this.backend.numDataIds();o=this.tidy(()=>p(this.backend,f));let A=Array.isArray(o)?o:[o];return this.shouldCheckForMemLeaks()&&this.checkKernelForMemLeak(l,m,A),A}}let{inputs:c,attrs:u}=e,h=bf(e)?null:e.backwardsFunc,d;return this.scopedRun(()=>this.state.kernelDepth++,()=>this.state.kernelDepth--,()=>{!this.ENV.getBool("DEBUG")&&!this.state.profiling?t=i():(d=this.profiler.profileKernel(l,c,()=>i()),this.ENV.getBool("DEBUG")&&this.profiler.logKernelProfile(d),t=d.outputs)}),r&&this.addTapeNode(l,c,t,h,n,u),this.state.profiling&&this.state.activeProfile.kernels.push({name:l,bytesAdded:this.state.numBytes-a,totalBytesSnapshot:this.state.numBytes,tensorsAdded:this.state.numTensors-s,totalTensorsSnapshot:this.state.numTensors,inputShapes:Object.keys(c).map(p=>c[p]!=null?c[p].shape:null),outputShapes:t.map(p=>p.shape),kernelTimeMs:d.timeMs,extraInfo:d.extraInfo}),Array.isArray(o)?t:t[0]}saveTensorsForBackwardMode(e){return e.map(t=>this.keep(this.clone(t)))}getTensorsForGradient(e,t,n){let r=pf(e);if(r!=null){let a=r.inputsToSave||[],s=r.outputsToSave||[],i;r.saveAllInputs?(M(Array.isArray(t),()=>"saveAllInputs is true, expected inputs to be an array."),i=Object.keys(t).map(l=>t[l])):i=a.map(l=>t[l]);let 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n=0;e.dtype!=="complex64"&&e.dtype!=="string"&&(n=e.size*sf(e.dtype)),this.state.numBytes+=n,this.state.tensorInfo.has(e.dataId)||(this.state.numDataBuffers++,this.state.tensorInfo.set(e.dataId,{backend:t||this.backend,dtype:e.dtype,shape:e.shape,bytes:n})),e instanceof Du||this.track(e)}incRef(e,t){this.trackTensor(e,t),this.backend.incRef(e.dataId)}removeDataId(e,t){this.state.tensorInfo.has(e)&&this.state.tensorInfo.get(e).backend===t&&(this.state.tensorInfo.delete(e),this.state.numDataBuffers--)}disposeTensor(e){if(!this.state.tensorInfo.has(e.dataId))return;let t=this.state.tensorInfo.get(e.dataId);if(this.state.numTensors--,e.dtype==="string"&&(this.state.numStringTensors--,this.state.numBytes-=t.bytes),e.dtype!=="complex64"&&e.dtype!=="string"){let n=e.size*sf(e.dtype);this.state.numBytes-=n}t.backend.disposeData(e.dataId)&&this.removeDataId(e.dataId,t.backend)}disposeVariables(){for(let e in this.state.registeredVariables){let 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a=0;a{!a.kept&&a.scopeId===r.id&&this.track(a)})}gradients(e,t,n,r=!1){if(M(t.length>0,()=>"gradients() received an empty list of xs."),n!=null&&n.dtype!=="float32")throw new Error(`dy must have 'float32' dtype, but has '${n.dtype}'`);let a=this.scopedRun(()=>this.startTape(),()=>this.endTape(),()=>this.tidy("forward",e));M(a instanceof We,()=>"The result y returned by f() must be a tensor.");let s=bk(this.state.activeTape,t,a);if(!r&&s.length===0&&t.length>0)throw new Error("Cannot compute gradient of y=f(x) with respect to x. 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JF={kernelName:ei,backendName:"cpu",kernelFunc:YF};function QF(e){let{inputs:t,backend:n}=e,{params:r,indices:a}=t,s=v.sizeFromShape(r.shape),i=a.shape,o=i[i.length-1],[l,c,u,h]=R.prepareAndValidate(r,a);if(c===0)return n.makeTensorInfo(l,r.dtype,[]);let d=Be([c,u],r.dtype),p=n.data.get(a.dataId).values,f=n.data.get(r.dataId).values;for(let m=0;m=s/u)throw new Error(`Invalid indices: ${A} does not index into ${r.shape}`);for(let g=0;ge>=t?1:0),a$=jt(_s,r$,null,"bool"),s$={kernelName:_s,backendName:"cpu",kernelFunc:a$};function i$(e){let{inputs:t,backend:n}=e,{input:r}=t,a=v.sizeFromShape(r.shape),s=r.shape[r.shape.length-1],i=a/s,o=At({inputs:{x:r},backend:n,attrs:{shape:[i,s]}}),l=Ew(o,!0,n),c=At({inputs:{x:l},backend:n,attrs:{shape:r.shape}});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(l),c}var 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${t}`}}function oa(e,t,n){let r=we(e,()=>t());if(r==null)throw new Error(n);return r}function ub(e,t){let n=e.MAX_COMBINED_TEXTURE_IMAGE_UNITS-1,r=t+e.TEXTURE0;if(rn){let a=`[gl.TEXTURE0, gl.TEXTURE${n}]`;throw new Error(`textureUnit must be in ${a}.`)}}function yi(e,t=2){return v.sizeFromShape(e.slice(0,e.length-t))}function gi(e){if(e.length===0)throw Error("Cannot get rows and columns of an empty shape array.");return[e.length>1?e[e.length-2]:1,e[e.length-1]]}function ip(e){let t=[1,1,1];return e.length===0||e.length===1&&e[0]===1||(t=[yi(e),...gi(e)]),t}function nb(e,t=!1){let n=J().getNumber("WEBGL_MAX_TEXTURE_SIZE");t&&(n=n*2,e=e.map((a,s)=>s>=e.length-2?v.nearestLargerEven(e[s]):e[s]),e.length===1&&(e=[2,e[0]])),e.length!==2&&(e=v.squeezeShape(e).newShape);let r=v.sizeFromShape(e);if(e.length<=1&&r<=n)return[1,r];if(e.length===2&&e[0]<=n&&e[1]<=n)return e;if(e.length===3&&e[0]*e[1]<=n&&e[2]<=n)return[e[0]*e[1],e[2]];if(e.length===3&&e[0]<=n&&e[1]*e[2]<=n)return[e[0],e[1]*e[2]];if(e.length===4&&e[0]*e[1]*e[2]<=n&&e[3]<=n)return[e[0]*e[1]*e[2],e[3]];if(e.length===4&&e[0]<=n&&e[1]*e[2]*e[3]<=n)return[e[0],e[1]*e[2]*e[3]];if(t){let a=yi(e),s=2,i=2;return e.length&&([s,i]=gi(e)),r=a*(s/2)*(i/2),v.sizeToSquarishShape(r).map(o=>o*2)}return v.sizeToSquarishShape(r)}function lp(e){return e%2==0}function lc(e,t){if(e=e.slice(-2),t=t.slice(-2),v.arraysEqual(e,t)||!e.length||!t.length||e[0]===0||e[1]===0||t[0]===0||t[1]===0)return!0;if(e.length!==t.length){let n=e.slice(-1)[0],r=t.slice(-1)[0];if(n===r||lp(n)&&lp(r)&&(e[0]===1||t[0]===1))return!0}return e[1]===t[1]&&lp(e[0])&&lp(t[0])}var up,cp;function rb(e){if(up==null){let t=Wr(e);up=t.getParameter(t.MAX_TEXTURE_SIZE)}return up}function UO(){up=null}function jO(){cp=null}function ab(e){if(cp==null){let t=Wr(e);cp=t.getParameter(t.MAX_TEXTURE_IMAGE_UNITS)}return Math.min(16,cp)}function sb(e){if(e===0)return 0;let t,n=Wr(e);return qn(n,"EXT_disjoint_timer_query_webgl2")&&e===2?t=2:qn(n,"EXT_disjoint_timer_query")?t=1:t=0,t}function qn(e,t){return e.getExtension(t)!=null}function Km(e){try{if(Wr(e)!=null)return!0}catch(t){return console.log("Error when getting WebGL context: ",t),!1}return!1}function ib(e){if(e===0)return!1;let t=Wr(e);if(e===1){if(!qn(t,"OES_texture_float"))return!1}else if(!qn(t,"EXT_color_buffer_float"))return!1;return Jm(t)}function ob(e){if(e===0)return!1;let t=Wr(e);if(e===1){if(!qn(t,"OES_texture_float")||!qn(t,"WEBGL_color_buffer_float"))return!1}else{if(qn(t,"EXT_color_buffer_float"))return Jm(t);let n="EXT_color_buffer_half_float";if(qn(t,n)){let r=t.getExtension(n);return ez(t,r)}return!1}return Jm(t)}function Jm(e){let t=Ym(e),n=e.createTexture();e.bindTexture(e.TEXTURE_2D,n);let r=1,a=1;e.texImage2D(e.TEXTURE_2D,0,t.internalFormatFloat,r,a,0,t.textureFormatFloat,t.textureTypeFloat,null);let s=e.createFramebuffer();e.bindFramebuffer(e.FRAMEBUFFER,s),e.framebufferTexture2D(e.FRAMEBUFFER,e.COLOR_ATTACHMENT0,e.TEXTURE_2D,n,0);let i=e.checkFramebufferStatus(e.FRAMEBUFFER)===e.FRAMEBUFFER_COMPLETE;return e.bindTexture(e.TEXTURE_2D,null),e.bindFramebuffer(e.FRAMEBUFFER,null),e.deleteTexture(n),e.deleteFramebuffer(s),i}function ez(e,t){let n=Ym(e,t),r=e.createTexture();e.bindTexture(e.TEXTURE_2D,r);let a=1,s=1;e.texImage2D(e.TEXTURE_2D,0,n.internalFormatHalfFloat,a,s,0,n.textureFormatFloat,n.textureTypeHalfFloat,null);let i=e.createFramebuffer();e.bindFramebuffer(e.FRAMEBUFFER,i),e.framebufferTexture2D(e.FRAMEBUFFER,e.COLOR_ATTACHMENT0,e.TEXTURE_2D,r,0);let o=e.checkFramebufferStatus(e.FRAMEBUFFER)===e.FRAMEBUFFER_COMPLETE;return e.bindTexture(e.TEXTURE_2D,null),e.bindFramebuffer(e.FRAMEBUFFER,null),e.deleteTexture(r),e.deleteFramebuffer(i),o}function lb(e){return e!==2?!1:Wr(e).fenceSync!=null}function kl(e,t){Array.isArray(e)||(e=[e]),e.forEach(n=>{n!=null&&v.assert(n.dtype!=="complex64",()=>`${t} does not support complex64 tensors in the WebGL backend.`)})}var Re=J();Re.registerFlag("HAS_WEBGL",()=>Re.getNumber("WEBGL_VERSION")>0);Re.registerFlag("WEBGL_VERSION",()=>Km(2)?2:Km(1)?1:0);Re.registerFlag("WEBGL_CHECK_NUMERICAL_PROBLEMS",()=>!1);Re.registerFlag("WEBGL_BUFFER_SUPPORTED",()=>Re.get("WEBGL_VERSION")===2);Re.registerFlag("WEBGL_CPU_FORWARD",()=>!0);Re.registerFlag("WEBGL_FORCE_F16_TEXTURES",()=>!1);Re.registerFlag("WEBGL_PACK",()=>Re.getBool("HAS_WEBGL"));Re.registerFlag("WEBGL_PACK_NORMALIZATION",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_CLIP",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_DEPTHWISECONV",()=>!1);Re.registerFlag("WEBGL_PACK_BINARY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_UNARY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_ARRAY_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_IMAGE_OPERATIONS",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_PACK_REDUCE",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_LAZILY_UNPACK",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_CONV_IM2COL",()=>Re.getBool("WEBGL_PACK"));Re.registerFlag("WEBGL_MAX_TEXTURE_SIZE",()=>rb(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_MAX_TEXTURES_IN_SHADER",()=>ab(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION",()=>{let e=Re.getNumber("WEBGL_VERSION");return e===0?0:sb(e)});Re.registerFlag("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE",()=>Re.getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0&&!zu.isMobile());Re.registerFlag("WEBGL_RENDER_FLOAT32_CAPABLE",()=>ib(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_RENDER_FLOAT32_ENABLED",()=>Re.getBool("WEBGL_FORCE_F16_TEXTURES")?!1:Re.getBool("WEBGL_RENDER_FLOAT32_CAPABLE"));Re.registerFlag("WEBGL_DOWNLOAD_FLOAT_ENABLED",()=>ob(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_FENCE_API_ENABLED",()=>lb(Re.getNumber("WEBGL_VERSION")));Re.registerFlag("WEBGL_SIZE_UPLOAD_UNIFORM",()=>Re.getBool("WEBGL_RENDER_FLOAT32_ENABLED")?4:0);Re.registerFlag("WEBGL_DELETE_TEXTURE_THRESHOLD",()=>-1,e=>{if(e<0&&e!==-1)throw new Error(`WEBGL_DELETE_TEXTURE_THRESHOLD must be -1 (indicating never delete) or at least 0, but got ${e}.`)});Re.registerFlag("WEBGL_FLUSH_THRESHOLD",()=>zu.isMobile()&&Re.getBool("IS_CHROME")?1:-1,e=>{if(e<0&&e!==-1)throw new Error(`WEBGL_FLUSH_THRESHOLD must be -1 (indicating never manual flush) or at least 0, but got ${e}.`)});function hn(){let e,t,n,r,a,s,i,o,l,c;return J().getNumber("WEBGL_VERSION")===2?(e="#version 300 es",t="in",n="out",r="in",a="texture",s="outputColor",i="out vec4 outputColor;",o=` bool isnan_custom(float val) { return (val > 0.0 || val < 0.0) ? false : val != 0.0; } @@ -28371,9 +40,7 @@ Expected: ${expectedFlat}.`); } #define isnan(value) isnan_custom(value) - `; - defineSpecialInf = ``; - defineRound = ` + `,l="",c=` #define round(value) newRound(value) int newRound(float value) { return int(floor(value + 0.5)); @@ -28382,16 +49,7 @@ Expected: ${expectedFlat}.`); ivec4 newRound(vec4 value) { return ivec4(floor(value + vec4(0.5))); } - `; - } else { - version142 = ""; - attribute = "attribute"; - varyingVs = "varying"; - varyingFs = "varying"; - texture2D = "texture2D"; - output = "gl_FragColor"; - defineOutput = ""; - defineSpecialNaN = ` + `):(e="",t="attribute",n="varying",r="varying",a="texture2D",s="gl_FragColor",i="",o=` #define isnan(value) isnan_custom(value) bool isnan_custom(float val) { return (val > 0. || val < 1. || val == 0.) ? false : true; @@ -28399,8 +57,7 @@ Expected: ${expectedFlat}.`); bvec4 isnan_custom(vec4 val) { return bvec4(isnan(val.x), isnan(val.y), isnan(val.z), isnan(val.w)); } - `; - defineSpecialInf = ` + `,l=` uniform float INFINITY; bool isinf(float val) { @@ -28409,8 +66,7 @@ Expected: ${expectedFlat}.`); bvec4 isinf(vec4 val) { return equal(abs(val), vec4(INFINITY)); } - `; - defineRound = ` + `,c=` int round(float value) { return int(floor(value + 0.5)); } @@ -28418,54 +74,11 @@ Expected: ${expectedFlat}.`); ivec4 round(vec4 value) { return ivec4(floor(value + vec4(0.5))); } - `; - } - return { - version: version142, - attribute, - varyingVs, - varyingFs, - texture2D, - output, - defineOutput, - defineSpecialNaN, - defineSpecialInf, - defineRound - }; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getLogicalCoordinatesFromFlatIndex(coords22, shape, index = "index") { - const strides = util_exports.computeStrides(shape); - return strides.map((stride, i) => { - const line1 = `int ${coords22[i]} = ${index} / ${stride}`; - const line2 = i === strides.length - 1 ? `int ${coords22[i + 1]} = ${index} - ${coords22[i]} * ${stride}` : `index -= ${coords22[i]} * ${stride}`; - return `${line1}; ${line2};`; - }).join(""); - } - function getFlatIndexFrom3D(shape) { - const strides = util_exports.computeStrides(shape).map((d) => d.toString()); - return ` + `),{version:e,attribute:t,varyingVs:n,varyingFs:r,texture2D:a,output:s,defineOutput:i,defineSpecialNaN:o,defineSpecialInf:l,defineRound:c}}function wi(e,t,n="index"){let r=v.computeStrides(t);return r.map((a,s)=>{let i=`int ${e[s]} = ${n} / ${a}`,o=s===r.length-1?`int ${e[s+1]} = ${n} - ${e[s]} * ${a}`:`index -= ${e[s]} * ${a}`;return`${i}; ${o};`}).join("")}function Qm(e){let t=v.computeStrides(e).map(n=>n.toString());return` int getFlatIndex(ivec3 coords) { - return coords.x * ${strides[0]} + coords.y * ${strides[1]} + coords.z; + return coords.x * ${t[0]} + coords.y * ${t[1]} + coords.z; } -`; - } - var ENCODE_FLOAT_SNIPPET = ` +`}var cb=` const float FLOAT_MAX = 1.70141184e38; const float FLOAT_MIN = 1.17549435e-38; @@ -28504,42 +117,16 @@ Expected: ${expectedFlat}.`); return c / 255.0; } -`; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DecodeMatrixProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - this.outPackingScheme = PackingScheme.DENSE; - const texShape = getDenseTexShape(outputShape); - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` +`,tz=class{constructor(e){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0,this.outPackingScheme=uc.DENSE;let t=hc(e),n=hn();this.outputShape=e,this.userCode=` ivec3 outCoordsFromFlatIndex(int index) { - ${getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], outputShape)} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } void main() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = 4 * (resTexRC.x * ${texShape[1]} + resTexRC.y); + vec2(${t[0]}, ${t[1]})); + int index = 4 * (resTexRC.x * ${t[1]} + resTexRC.y); vec4 result = vec4(0.); @@ -28549,46 +136,18 @@ Expected: ${expectedFlat}.`); result[i] = getA(rc.x, rc.y, rc.z); } - ${glsl.output} = result; + ${n.output} = result; } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DecodeMatrixPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outPackingScheme = PackingScheme.DENSE; - const texShape = getDenseTexShape(outputShape); - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` + `}},nz=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outPackingScheme=uc.DENSE;let t=hc(e),n=hn();this.outputShape=e,this.userCode=` ivec3 outCoordsFromFlatIndex(int index) { - ${getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], outputShape)} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } void main() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = 4 * (resTexRC.x * ${texShape[1]} + resTexRC.y); + vec2(${t[0]}, ${t[1]})); + int index = 4 * (resTexRC.x * ${t[1]} + resTexRC.y); vec4 result = vec4(0.); @@ -28598,106 +157,25 @@ Expected: ${expectedFlat}.`); result[i] = getChannel(getA(rc.x, rc.y, rc.z), vec2(rc.y, rc.z)); } - ${glsl.output} = result; + ${n.output} = result; } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EncodeFloatProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.outTexUsage = TextureUsage.DOWNLOAD; - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` - ${ENCODE_FLOAT_SNIPPET} + `}},rz=class{constructor(e){this.variableNames=["A"],this.outTexUsage=Xn.DOWNLOAD;let t=hn();this.outputShape=e,this.userCode=` + ${cb} void main() { float x = getAAtOutCoords(); - ${glsl.output} = encode_float(x); + ${t.output} = encode_float(x); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EncodeFloatPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = false; - this.outTexUsage = TextureUsage.DOWNLOAD; - const glsl = getGlslDifferences(); - this.outputShape = outputShape; - this.userCode = ` - ${ENCODE_FLOAT_SNIPPET} + `}},az=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outTexUsage=Xn.DOWNLOAD;let t=hn();this.outputShape=e,this.userCode=` + ${cb} void main() { ivec3 coords = getOutputCoords(); float x = getChannel(getAAtOutCoords(), vec2(coords.y, coords.z)); - ${glsl.output} = encode_float(x); + ${t.output} = encode_float(x); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EncodeMatrixProgram = class { - constructor(outputShape, texShape, inputIsUnsignedByte = false) { - this.variableNames = ["A"]; - const glsl = getGlslDifferences(); - const [height, width] = texShape; - this.outputShape = outputShape; - let output = `result`; - if (inputIsUnsignedByte) { - output = `floor(result * 255. + 0.5)`; - } - this.userCode = ` - ${getFlatIndexFrom3D(outputShape)} + `}},sz=class{constructor(e,t,n=!1){this.variableNames=["A"];let r=hn(),[a,s]=t;this.outputShape=e;let i="result";n&&(i="floor(result * 255. + 0.5)"),this.userCode=` + ${Qm(e)} void main() { ivec3 coords = getOutputCoords(); @@ -28707,10 +185,10 @@ Expected: ${expectedFlat}.`); flatIndex = idiv(flatIndex, 4, 1.); - int r = flatIndex / ${width}; - int c = imod(flatIndex, ${width}); - vec2 uv = (vec2(c, r) + halfCR) / vec2(${width}.0, ${height}.0); - vec4 values = ${glsl.texture2D}(A, uv); + int r = flatIndex / ${s}; + int c = imod(flatIndex, ${s}); + vec2 uv = (vec2(c, r) + halfCR) / vec2(${s}.0, ${a}.0); + vec4 values = ${r.texture2D}(A, uv); float result; @@ -28724,76 +202,38 @@ Expected: ${expectedFlat}.`); result = values[3]; } - ${glsl.output} = vec4(${output}, 0., 0., 0.); + ${r.output} = vec4(${i}, 0., 0., 0.); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EncodeMatrixPackedProgram = class { - constructor(outputShape, texShape, inputIsUnsignedByte = false) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - const glsl = getGlslDifferences(); - const [height, width] = texShape; - this.outputShape = outputShape; - let mainLoop = ""; - let output = "result"; - if (inputIsUnsignedByte) { - output = "floor(result * 255. + 0.5)"; - } - for (let row = 0; row <= 1; row++) { - for (let col = 0; col <= 1; col++) { - const channel = row * 2 + col; - mainLoop += ` + `}},iz=class{constructor(e,t,n=!1){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;let r=hn(),[a,s]=t;this.outputShape=e;let i="",o="result";n&&(o="floor(result * 255. + 0.5)");for(let l=0;l<=1;l++)for(let c=0;c<=1;c++){let u=l*2+c;i+=` localCoords = coords; - if(localCoords[2] + ${col} < ${outputShape[2]}) { - localCoords[2] += ${col}; - if(localCoords[1] + ${row} < ${outputShape[1]}) { - localCoords[1] += ${row}; + if(localCoords[2] + ${c} < ${e[2]}) { + localCoords[2] += ${c}; + if(localCoords[1] + ${l} < ${e[1]}) { + localCoords[1] += ${l}; flatIndex = getFlatIndex(localCoords); offset = imod(flatIndex, 4); flatIndex = idiv(flatIndex, 4, 1.); - r = flatIndex / ${width}; - c = imod(flatIndex, ${width}); - uv = (vec2(c, r) + halfCR) / vec2(${width}.0, ${height}.0); - values = ${glsl.texture2D}(A, uv); + r = flatIndex / ${s}; + c = imod(flatIndex, ${s}); + uv = (vec2(c, r) + halfCR) / vec2(${s}.0, ${a}.0); + values = ${r.texture2D}(A, uv); if(offset == 0) { - result[${channel}] = values[0]; + result[${u}] = values[0]; } else if(offset == 1) { - result[${channel}] = values[1]; + result[${u}] = values[1]; } else if(offset == 2) { - result[${channel}] = values[2]; + result[${u}] = values[2]; } else { - result[${channel}] = values[3]; + result[${u}] = values[3]; } } } - `; - } - } - this.userCode = ` - ${getFlatIndexFrom3D(outputShape)} + `}this.userCode=` + ${Qm(e)} void main() { ivec3 coords = getOutputCoords(); @@ -28804,776 +244,40 @@ Expected: ${expectedFlat}.`); vec2 uv; vec4 values; - ${mainLoop} + ${i} - ${glsl.output} = ${output}; + ${r.output} = ${o}; } - `; - } - }; - var gpgpu_util_exports = {}; - __export2(gpgpu_util_exports, { - bindVertexProgramAttributeStreams: () => bindVertexProgramAttributeStreams, - createBufferFromOutputTexture: () => createBufferFromOutputTexture, - createFloat16MatrixTexture: () => createFloat16MatrixTexture, - createFloat16PackedMatrixTexture: () => createFloat16PackedMatrixTexture, - createFloat32MatrixTexture: () => createFloat32MatrixTexture, - createIndexBuffer: () => createIndexBuffer, - createPackedMatrixTexture: () => createPackedMatrixTexture, - createUnsignedBytesMatrixTexture: () => createUnsignedBytesMatrixTexture, - createVertexBuffer: () => createVertexBuffer, - createVertexShader: () => createVertexShader2, - downloadByteEncodedFloatMatrixFromOutputTexture: () => downloadByteEncodedFloatMatrixFromOutputTexture, - downloadFloat32MatrixFromBuffer: () => downloadFloat32MatrixFromBuffer, - downloadMatrixFromPackedOutputTexture: () => downloadMatrixFromPackedOutputTexture, - downloadPackedMatrixFromBuffer: () => downloadPackedMatrixFromBuffer, - getInternalFormatForFloat16MatrixTexture: () => getInternalFormatForFloat16MatrixTexture, - getInternalFormatForFloat16PackedMatrixTexture: () => getInternalFormatForFloat16PackedMatrixTexture, - getInternalFormatForFloat32MatrixTexture: () => getInternalFormatForFloat32MatrixTexture, - getInternalFormatForPackedMatrixTexture: () => getInternalFormatForPackedMatrixTexture, - getInternalFormatForUnsignedBytesMatrixTexture: () => getInternalFormatForUnsignedBytesMatrixTexture, - uploadDenseMatrixToTexture: () => uploadDenseMatrixToTexture, - uploadPixelDataToTexture: () => uploadPixelDataToTexture - }); - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function createVertexShader2(gl) { - const glsl = getGlslDifferences(); - const vertexShaderSource = `${glsl.version} + `}},hb={};Oe(hb,{bindVertexProgramAttributeStreams:()=>wb,createBufferFromOutputTexture:()=>vb,createFloat16MatrixTexture:()=>Ab,createFloat16PackedMatrixTexture:()=>xb,createFloat32MatrixTexture:()=>mb,createIndexBuffer:()=>fb,createPackedMatrixTexture:()=>gb,createUnsignedBytesMatrixTexture:()=>yb,createVertexBuffer:()=>pb,createVertexShader:()=>db,downloadByteEncodedFloatMatrixFromOutputTexture:()=>Ib,downloadFloat32MatrixFromBuffer:()=>kb,downloadMatrixFromPackedOutputTexture:()=>Sb,downloadPackedMatrixFromBuffer:()=>Nb,getInternalFormatForFloat16MatrixTexture:()=>tA,getInternalFormatForFloat16PackedMatrixTexture:()=>aA,getInternalFormatForFloat32MatrixTexture:()=>eA,getInternalFormatForPackedMatrixTexture:()=>rA,getInternalFormatForUnsignedBytesMatrixTexture:()=>nA,uploadDenseMatrixToTexture:()=>bb,uploadPixelDataToTexture:()=>_b});function db(e){let t=hn(),n=`${t.version} precision highp float; - ${glsl.attribute} vec3 clipSpacePos; - ${glsl.attribute} vec2 uv; - ${glsl.varyingVs} vec2 resultUV; + ${t.attribute} vec3 clipSpacePos; + ${t.attribute} vec2 uv; + ${t.varyingVs} vec2 resultUV; void main() { gl_Position = vec4(clipSpacePos, 1); resultUV = uv; - }`; - return createVertexShader(gl, vertexShaderSource); - } - function createVertexBuffer(gl) { - const vertexArray = new Float32Array([-1, 1, 0, 0, 1, -1, -1, 0, 0, 0, 1, 1, 0, 1, 1, 1, -1, 0, 1, 0]); - return createStaticVertexBuffer(gl, vertexArray); - } - function createIndexBuffer(gl) { - const triangleVertexIndices = new Uint16Array([0, 1, 2, 2, 1, 3]); - return createStaticIndexBuffer(gl, triangleVertexIndices); - } - function createAndConfigureTexture(gl, width, height, internalFormat, textureFormat, textureType) { - validateTextureSize(width, height); - const texture = createTexture(gl); - const tex2d = gl.TEXTURE_2D; - callAndCheck(gl, () => gl.bindTexture(tex2d, texture)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_MIN_FILTER, gl.NEAREST)); - callAndCheck(gl, () => gl.texParameteri(tex2d, gl.TEXTURE_MAG_FILTER, gl.NEAREST)); - callAndCheck(gl, () => gl.texImage2D(tex2d, 0, internalFormat, width, height, 0, textureFormat, textureType, null)); - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); - return texture; - } - function getInternalFormatForFloat32MatrixTexture(textureConfig) { - return textureConfig.internalFormatFloat; - } - function createFloat32MatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat32MatrixTexture(textureConfig), textureConfig.textureFormatFloat, gl.FLOAT); - } - function getInternalFormatForFloat16MatrixTexture(textureConfig) { - return textureConfig.internalFormatHalfFloat; - } - function createFloat16MatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat16MatrixTexture(textureConfig), textureConfig.textureFormatFloat, textureConfig.textureTypeHalfFloat); - } - function getInternalFormatForUnsignedBytesMatrixTexture(textureConfig) { - return textureConfig.downloadTextureFormat; - } - function createUnsignedBytesMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForUnsignedBytesMatrixTexture(textureConfig), gl.RGBA, gl.UNSIGNED_BYTE); - } - function getInternalFormatForPackedMatrixTexture(textureConfig) { - return textureConfig.internalFormatPackedFloat; - } - function createPackedMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForPackedMatrixTexture(textureConfig), gl.RGBA, gl.FLOAT); - } - function getInternalFormatForFloat16PackedMatrixTexture(textureConfig) { - return textureConfig.internalFormatPackedHalfFloat; - } - function createFloat16PackedMatrixTexture(gl, rows, columns, textureConfig) { - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - return createAndConfigureTexture(gl, width, height, getInternalFormatForFloat16PackedMatrixTexture(textureConfig), gl.RGBA, textureConfig.textureTypeHalfFloat); - } - function bindVertexProgramAttributeStreams(gl, program, vertexBuffer) { - const posOffset = 0; - const uvOffset = 3 * 4; - const stride = 3 * 4 + 2 * 4; - callAndCheck(gl, () => gl.bindBuffer(gl.ARRAY_BUFFER, vertexBuffer)); - const success = bindVertexBufferToProgramAttribute(gl, program, "clipSpacePos", vertexBuffer, 3, stride, posOffset); - return success && bindVertexBufferToProgramAttribute(gl, program, "uv", vertexBuffer, 2, stride, uvOffset); - } - function uploadDenseMatrixToTexture(gl, texture, width, height, data2, textureConfig) { - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, texture)); - let dataForUpload, texelDataType, internalFormat; - if (data2 instanceof Uint8Array) { - dataForUpload = new Uint8Array(width * height * 4); - texelDataType = gl.UNSIGNED_BYTE; - internalFormat = gl.RGBA; - } else { - dataForUpload = new Float32Array(width * height * 4); - texelDataType = gl.FLOAT; - internalFormat = textureConfig.internalFormatPackedFloat; - } - dataForUpload.set(data2); - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, internalFormat, width, height, 0, gl.RGBA, texelDataType, dataForUpload)); - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); - } - function uploadPixelDataToTexture(gl, texture, pixels) { - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, texture)); - if (pixels.data instanceof Uint8Array) { - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, pixels.width, pixels.height, 0, gl.RGBA, gl.UNSIGNED_BYTE, pixels.data)); - } else { - callAndCheck(gl, () => gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, pixels)); - } - callAndCheck(gl, () => gl.bindTexture(gl.TEXTURE_2D, null)); - } - function createBufferFromOutputTexture(gl2, rows, columns, textureConfig) { - const buffer2 = gl2.createBuffer(); - callAndCheck(gl2, () => gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2)); - const bytesPerFloat = 4; - const valuesPerTexel = 4; - const bufferSizeBytes = bytesPerFloat * valuesPerTexel * rows * columns; - callAndCheck(gl2, () => gl2.bufferData(gl2.PIXEL_PACK_BUFFER, bufferSizeBytes, gl2.STREAM_READ)); - callAndCheck(gl2, () => gl2.readPixels(0, 0, columns, rows, gl2.RGBA, gl2.FLOAT, 0)); - callAndCheck(gl2, () => gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null)); - return buffer2; - } - function downloadFloat32MatrixFromBuffer(gl, buffer2, size) { - const gl2 = gl; - const downloadTarget = new Float32Array(size); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2); - gl2.getBufferSubData(gl2.PIXEL_PACK_BUFFER, 0, downloadTarget); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null); - return downloadTarget; - } - function downloadByteEncodedFloatMatrixFromOutputTexture(gl, rows, columns, textureConfig) { - const [w, h] = getUnpackedMatrixTextureShapeWidthHeight(rows, columns); - const numChannels = 4; - const downloadTarget = new Uint8Array(getUnpackedArraySizeFromMatrixSize(rows * columns, numChannels)); - callAndCheck(gl, () => gl.readPixels(0, 0, w, h, textureConfig.downloadTextureFormat, gl.UNSIGNED_BYTE, downloadTarget)); - return new Float32Array(downloadTarget.buffer); - } - function downloadPackedMatrixFromBuffer(gl, buffer2, batch, rows, cols, physicalRows, physicalCols, textureConfig) { - const gl2 = gl; - const downloadTarget = new Float32Array(getPackedRGBAArraySizeFromMatrixShape(physicalRows, physicalCols)); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, buffer2); - gl2.getBufferSubData(gl2.PIXEL_PACK_BUFFER, 0, downloadTarget); - gl2.bindBuffer(gl2.PIXEL_PACK_BUFFER, null); - return downloadTarget; - } - function downloadMatrixFromPackedOutputTexture(gl, physicalRows, physicalCols) { - const packedRGBA = new Float32Array(physicalRows * physicalCols * 4); - callAndCheck(gl, () => gl.readPixels(0, 0, physicalCols, physicalRows, gl.RGBA, gl.FLOAT, packedRGBA)); - return packedRGBA; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var GPGPUContext = class { - constructor(gl) { - this.outputTexture = null; - this.program = null; - this.disposed = false; - this.vertexAttrsAreBound = false; - this.itemsToPoll = []; - const glVersion = env().getNumber("WEBGL_VERSION"); - if (gl != null) { - this.gl = gl; - setWebGLContext(glVersion, gl); - } else { - this.gl = getWebGLContext(glVersion); - } - let COLOR_BUFFER_FLOAT = "WEBGL_color_buffer_float"; - const COLOR_BUFFER_HALF_FLOAT = "EXT_color_buffer_half_float"; - if (env().getNumber("WEBGL_VERSION") === 1) { - const TEXTURE_FLOAT = "OES_texture_float"; - const TEXTURE_HALF_FLOAT = "OES_texture_half_float"; - this.textureFloatExtension = getExtensionOrThrow(this.gl, TEXTURE_FLOAT); - if (hasExtension(this.gl, TEXTURE_HALF_FLOAT)) { - this.textureHalfFloatExtension = getExtensionOrThrow(this.gl, TEXTURE_HALF_FLOAT); - } else if (env().get("WEBGL_FORCE_F16_TEXTURES")) { - throw new Error("GL context does not support half float textures, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true."); - } - this.colorBufferFloatExtension = this.gl.getExtension(COLOR_BUFFER_FLOAT); - if (hasExtension(this.gl, COLOR_BUFFER_HALF_FLOAT)) { - this.colorBufferHalfFloatExtension = getExtensionOrThrow(this.gl, COLOR_BUFFER_HALF_FLOAT); - } else if (env().get("WEBGL_FORCE_F16_TEXTURES")) { - throw new Error("GL context does not support color renderable half floats, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true."); - } - } else { - COLOR_BUFFER_FLOAT = "EXT_color_buffer_float"; - if (hasExtension(this.gl, COLOR_BUFFER_FLOAT)) { - this.colorBufferFloatExtension = this.gl.getExtension(COLOR_BUFFER_FLOAT); - } else if (hasExtension(this.gl, COLOR_BUFFER_HALF_FLOAT)) { - this.colorBufferHalfFloatExtension = this.gl.getExtension(COLOR_BUFFER_HALF_FLOAT); - } else { - throw new Error("GL context does not support color renderable floats"); - } - } - this.vertexBuffer = createVertexBuffer(this.gl); - this.indexBuffer = createIndexBuffer(this.gl); - this.framebuffer = createFramebuffer(this.gl); - this.textureConfig = getTextureConfig(this.gl, this.textureHalfFloatExtension); - } - get debug() { - return env().getBool("DEBUG"); - } - dispose() { - if (this.disposed) { - return; - } - if (this.program != null) { - console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. This is probably a resource leak, delete the program with GPGPUContext.deleteProgram before disposing."); - } - if (this.outputTexture != null) { - console.warn("Disposing a GPGPUContext that still has a bound output matrix texture. This is probably a resource leak, delete the output matrix texture with GPGPUContext.deleteMatrixTexture before disposing."); - } - const gl = this.gl; - callAndCheck(gl, () => gl.finish()); - callAndCheck(gl, () => gl.bindFramebuffer(gl.FRAMEBUFFER, null)); - callAndCheck(gl, () => gl.deleteFramebuffer(this.framebuffer)); - callAndCheck(gl, () => gl.bindBuffer(gl.ARRAY_BUFFER, null)); - callAndCheck(gl, () => gl.bindBuffer(gl.ELEMENT_ARRAY_BUFFER, null)); - callAndCheck(gl, () => gl.deleteBuffer(this.indexBuffer)); - this.disposed = true; - } - createFloat32MatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat32MatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createFloat16MatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat16MatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createUnsignedBytesMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createUnsignedBytesMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - uploadPixelDataToTexture(texture, pixels) { - this.throwIfDisposed(); - uploadPixelDataToTexture(this.gl, texture, pixels); - } - uploadDenseMatrixToTexture(texture, width, height, data2) { - this.throwIfDisposed(); - uploadDenseMatrixToTexture(this.gl, texture, width, height, data2, this.textureConfig); - } - createFloat16PackedMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createFloat16PackedMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - createPackedMatrixTexture(rows, columns) { - this.throwIfDisposed(); - return createPackedMatrixTexture(this.gl, rows, columns, this.textureConfig); - } - deleteMatrixTexture(texture) { - this.throwIfDisposed(); - if (this.outputTexture === texture) { - unbindColorTextureFromFramebuffer(this.gl, this.framebuffer); - this.outputTexture = null; - } - callAndCheck(this.gl, () => this.gl.deleteTexture(texture)); - } - downloadByteEncodedFloatMatrixFromOutputTexture(texture, rows, columns) { - return this.downloadMatrixDriver(texture, () => downloadByteEncodedFloatMatrixFromOutputTexture(this.gl, rows, columns, this.textureConfig)); - } - downloadPackedMatrixFromBuffer(buffer2, batch, rows, columns, physicalRows, physicalCols) { - return downloadPackedMatrixFromBuffer(this.gl, buffer2, batch, rows, columns, physicalRows, physicalCols, this.textureConfig); - } - downloadFloat32MatrixFromBuffer(buffer2, size) { - return downloadFloat32MatrixFromBuffer(this.gl, buffer2, size); - } - createBufferFromTexture(texture, rows, columns) { - this.bindTextureToFrameBuffer(texture); - const result = createBufferFromOutputTexture(this.gl, rows, columns, this.textureConfig); - this.unbindTextureToFrameBuffer(); - return result; - } - createAndWaitForFence() { - const fenceContext = this.createFence(this.gl); - return this.pollFence(fenceContext); - } - createFence(gl) { - let query; - let isFencePassed; - if (env().getBool("WEBGL_FENCE_API_ENABLED")) { - const gl2 = gl; - const sync = gl2.fenceSync(gl2.SYNC_GPU_COMMANDS_COMPLETE, 0); - gl.flush(); - isFencePassed = () => { - const status = gl2.clientWaitSync(sync, 0, 0); - return status === gl2.ALREADY_SIGNALED || status === gl2.CONDITION_SATISFIED; - }; - query = sync; - } else if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") > 0) { - query = this.beginQuery(); - this.endQuery(); - isFencePassed = () => this.isQueryAvailable(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")); - } else { - isFencePassed = () => true; - } - return {query, isFencePassed}; - } - downloadMatrixFromPackedTexture(texture, physicalRows, physicalCols) { - return this.downloadMatrixDriver(texture, () => downloadMatrixFromPackedOutputTexture(this.gl, physicalRows, physicalCols)); - } - createProgram(fragmentShaderSource) { - this.throwIfDisposed(); - const gl = this.gl; - const fragmentShader = createFragmentShader(gl, fragmentShaderSource); - const vertexShader = createVertexShader2(gl); - const program = createProgram(gl); - callAndCheck(gl, () => gl.attachShader(program, vertexShader)); - callAndCheck(gl, () => gl.attachShader(program, fragmentShader)); - linkProgram(gl, program); - if (this.debug) { - validateProgram(gl, program); - } - if (!this.vertexAttrsAreBound) { - this.setProgram(program); - this.vertexAttrsAreBound = bindVertexProgramAttributeStreams(gl, this.program, this.vertexBuffer); - } - return program; - } - deleteProgram(program) { - this.throwIfDisposed(); - if (program === this.program) { - this.program = null; - } - if (program != null) { - callAndCheck(this.gl, () => this.gl.deleteProgram(program)); - } - } - setProgram(program) { - this.throwIfDisposed(); - this.program = program; - if (this.program != null && this.debug) { - validateProgram(this.gl, this.program); - } - callAndCheck(this.gl, () => this.gl.useProgram(program)); - } - getUniformLocation(program, uniformName, shouldThrow = true) { - this.throwIfDisposed(); - if (shouldThrow) { - return getProgramUniformLocationOrThrow(this.gl, program, uniformName); - } else { - return getProgramUniformLocation(this.gl, program, uniformName); - } - } - getAttributeLocation(program, attribute) { - this.throwIfDisposed(); - return callAndCheck(this.gl, () => this.gl.getAttribLocation(program, attribute)); - } - getUniformLocationNoThrow(program, uniformName) { - this.throwIfDisposed(); - return this.gl.getUniformLocation(program, uniformName); - } - setInputMatrixTexture(inputMatrixTexture, uniformLocation, textureUnit) { - this.throwIfDisposed(); - this.throwIfNoProgram(); - bindTextureToProgramUniformSampler(this.gl, inputMatrixTexture, uniformLocation, textureUnit); - } - setOutputMatrixTexture(outputMatrixTexture, rows, columns) { - this.setOutputMatrixTextureDriver(outputMatrixTexture, columns, rows); - } - setOutputPackedMatrixTexture(outputPackedMatrixTexture, rows, columns) { - this.throwIfDisposed(); - const [width, height] = getPackedMatrixTextureShapeWidthHeight(rows, columns); - this.setOutputMatrixTextureDriver(outputPackedMatrixTexture, width, height); - } - setOutputMatrixWriteRegion(startRow, numRows, startColumn, numColumns) { - this.setOutputMatrixWriteRegionDriver(startColumn, startRow, numColumns, numRows); - } - setOutputPackedMatrixWriteRegion(startRow, numRows, startColumn, numColumns) { - throw new Error("setOutputPackedMatrixWriteRegion not implemented."); - } - debugValidate() { - if (this.program != null) { - validateProgram(this.gl, this.program); - } - validateFramebuffer(this.gl); - } - executeProgram() { - this.throwIfDisposed(); - this.throwIfNoProgram(); - const gl = this.gl; - if (this.debug) { - this.debugValidate(); - } - callAndCheck(gl, () => gl.drawElements(gl.TRIANGLES, 6, gl.UNSIGNED_SHORT, 0)); - } - blockUntilAllProgramsCompleted() { - this.throwIfDisposed(); - callAndCheck(this.gl, () => this.gl.finish()); - } - getQueryTimerExtension() { - if (this.disjointQueryTimerExtension == null) { - this.disjointQueryTimerExtension = getExtensionOrThrow(this.gl, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2 ? "EXT_disjoint_timer_query_webgl2" : "EXT_disjoint_timer_query"); - } - return this.disjointQueryTimerExtension; - } - getQueryTimerExtensionWebGL2() { - return this.getQueryTimerExtension(); - } - getQueryTimerExtensionWebGL1() { - return this.getQueryTimerExtension(); - } - beginQuery() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2) { - const gl2 = this.gl; - const ext2 = this.getQueryTimerExtensionWebGL2(); - const query2 = gl2.createQuery(); - gl2.beginQuery(ext2.TIME_ELAPSED_EXT, query2); - return query2; - } - const ext = this.getQueryTimerExtensionWebGL1(); - const query = ext.createQueryEXT(); - ext.beginQueryEXT(ext.TIME_ELAPSED_EXT, query); - return query; - } - endQuery() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION") === 2) { - const gl2 = this.gl; - const ext2 = this.getQueryTimerExtensionWebGL2(); - gl2.endQuery(ext2.TIME_ELAPSED_EXT); - return; - } - const ext = this.getQueryTimerExtensionWebGL1(); - ext.endQueryEXT(ext.TIME_ELAPSED_EXT); - } - async waitForQueryAndGetTime(query) { - await util_exports.repeatedTry(() => this.disposed || this.isQueryAvailable(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))); - return this.getQueryTime(query, env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")); - } - getQueryTime(query, queryTimerVersion) { - if (queryTimerVersion === 0) { - return null; - } - if (queryTimerVersion === 2) { - const gl2 = this.gl; - const timeElapsedNanos = gl2.getQueryParameter(query, gl2.QUERY_RESULT); - return timeElapsedNanos / 1e6; - } else { - const ext = this.getQueryTimerExtensionWebGL1(); - const timeElapsedNanos = ext.getQueryObjectEXT(query, ext.QUERY_RESULT_EXT); - return timeElapsedNanos / 1e6; - } - } - isQueryAvailable(query, queryTimerVersion) { - if (queryTimerVersion === 0) { - return true; - } - if (queryTimerVersion === 2) { - const gl2 = this.gl; - const ext = this.getQueryTimerExtensionWebGL2(); - const available = gl2.getQueryParameter(query, gl2.QUERY_RESULT_AVAILABLE); - if (this.disjoint == null) { - this.disjoint = this.gl.getParameter(ext.GPU_DISJOINT_EXT); - } - return available && !this.disjoint; - } else { - const ext = this.getQueryTimerExtensionWebGL1(); - const available = ext.getQueryObjectEXT(query, ext.QUERY_RESULT_AVAILABLE_EXT); - if (this.disjoint == null) { - this.disjoint = this.gl.getParameter(ext.GPU_DISJOINT_EXT); - } - return available && !this.disjoint; - } - } - pollFence(fenceContext) { - return new Promise((resolve) => { - this.addItemToPoll(() => fenceContext.isFencePassed(), () => resolve()); - }); - } - pollItems() { - const index = linearSearchLastTrue(this.itemsToPoll.map((x) => x.isDoneFn)); - for (let i = 0; i <= index; ++i) { - const {resolveFn} = this.itemsToPoll[i]; - resolveFn(); - } - this.itemsToPoll = this.itemsToPoll.slice(index + 1); - } - addItemToPoll(isDoneFn, resolveFn) { - this.itemsToPoll.push({isDoneFn, resolveFn}); - if (this.itemsToPoll.length > 1) { - return; - } - util_exports.repeatedTry(() => { - this.pollItems(); - return this.itemsToPoll.length === 0; - }); - } - bindTextureToFrameBuffer(texture) { - this.throwIfDisposed(); - bindColorTextureToFramebuffer(this.gl, texture, this.framebuffer); - if (this.debug) { - validateFramebuffer(this.gl); - } - } - unbindTextureToFrameBuffer() { - if (this.outputTexture != null) { - bindColorTextureToFramebuffer(this.gl, this.outputTexture, this.framebuffer); - if (this.debug) { - validateFramebuffer(this.gl); - } - } else { - unbindColorTextureFromFramebuffer(this.gl, this.framebuffer); - } - } - downloadMatrixDriver(texture, downloadAndDecode) { - this.bindTextureToFrameBuffer(texture); - const result = downloadAndDecode(); - this.unbindTextureToFrameBuffer(); - return result; - } - setOutputMatrixTextureDriver(outputMatrixTextureMaybePacked, width, height) { - this.throwIfDisposed(); - const gl = this.gl; - bindColorTextureToFramebuffer(gl, outputMatrixTextureMaybePacked, this.framebuffer); - if (this.debug) { - validateFramebuffer(gl); - } - this.outputTexture = outputMatrixTextureMaybePacked; - callAndCheck(gl, () => gl.viewport(0, 0, width, height)); - callAndCheck(gl, () => gl.scissor(0, 0, width, height)); - } - setOutputMatrixWriteRegionDriver(x, y, width, height) { - this.throwIfDisposed(); - callAndCheck(this.gl, () => this.gl.scissor(x, y, width, height)); - } - throwIfDisposed() { - if (this.disposed) { - throw new Error("Attempted to use disposed GPGPUContext."); - } - } - throwIfNoProgram() { - if (this.program == null) { - throw new Error("No GPU program is currently set."); - } - } - }; - function linearSearchLastTrue(arr) { - let i = 0; - for (; i < arr.length; ++i) { - const isDone = arr[i](); - if (!isDone) { - break; - } - } - return i - 1; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var {getBroadcastDims: getBroadcastDims2} = backend_util_exports; - function makeShader(inputsInfo, outputShape, userCode, usesPackedTextures) { - const prefixSnippets = []; - inputsInfo.forEach((x) => { - const size = util_exports.sizeFromShape(x.shapeInfo.logicalShape); - if (x.shapeInfo.isUniform) { - prefixSnippets.push(`uniform float ${x.name}${size > 1 ? `[${size}]` : ""};`); - } else { - prefixSnippets.push(`uniform sampler2D ${x.name};`); - prefixSnippets.push(`uniform int offset${x.name};`); - } - }); - const inputPrefixSnippet = prefixSnippets.join("\n"); - const inputSamplingSnippet = inputsInfo.map((x) => getInputSamplingSnippet(x, outputShape, usesPackedTextures)).join("\n"); - const outTexShape = outputShape.texShape; - const glsl = getGlslDifferences(); - const floatTextureSampleSnippet = getFloatTextureSampleSnippet(glsl); - let outputSamplingSnippet; - let floatTextureSetOutputSnippet; - let shaderPrefix = getShaderPrefix(glsl); - if (outputShape.isPacked) { - outputSamplingSnippet = getPackedOutputSamplingSnippet(outputShape.logicalShape, outTexShape); - floatTextureSetOutputSnippet = getFloatTextureSetRGBASnippet(glsl); - } else { - outputSamplingSnippet = getOutputSamplingSnippet(outputShape.logicalShape, outTexShape); - floatTextureSetOutputSnippet = getFloatTextureSetRSnippet(glsl); - } - if (usesPackedTextures) { - shaderPrefix += SHADER_PACKED_PREFIX; - } - const source = [ - shaderPrefix, - floatTextureSampleSnippet, - floatTextureSetOutputSnippet, - inputPrefixSnippet, - outputSamplingSnippet, - inputSamplingSnippet, - userCode - ].join("\n"); - return source; - } - function getSamplerFromInInfo(inInfo) { - const shape = inInfo.shapeInfo.logicalShape; - switch (shape.length) { - case 0: - return getSamplerScalar(inInfo); - case 1: - return getSampler1D(inInfo); - case 2: - return getSampler2D(inInfo); - case 3: - return getSampler3D(inInfo); - case 4: - return getSampler4D(inInfo); - case 5: - return getSampler5D(inInfo); - case 6: - return getSampler6D(inInfo); - default: - throw new Error(`${shape.length}-D input sampling is not yet supported`); - } - } - function getPackedSamplerFromInInfo(inInfo) { - const shape = inInfo.shapeInfo.logicalShape; - switch (shape.length) { - case 0: - return getPackedSamplerScalar(inInfo); - case 1: - return getPackedSampler1D(inInfo); - case 2: - return getPackedSampler2D(inInfo); - case 3: - return getPackedSampler3D(inInfo); - default: - return getPackedSamplerND(inInfo); - } - } - function getInputSamplingSnippet(inInfo, outShapeInfo, usesPackedTextures = false) { - let res = ""; - if (usesPackedTextures) { - res += getPackedSamplerFromInInfo(inInfo); - } else { - res += getSamplerFromInInfo(inInfo); - } - const inShape = inInfo.shapeInfo.logicalShape; - const outShape = outShapeInfo.logicalShape; - if (inShape.length <= outShape.length) { - if (usesPackedTextures) { - res += getPackedSamplerAtOutputCoords(inInfo, outShapeInfo); - } else { - res += getSamplerAtOutputCoords(inInfo, outShapeInfo); - } - } - return res; - } - function getPackedOutputSamplingSnippet(outShape, outTexShape) { - switch (outShape.length) { - case 0: - return getOutputScalarCoords(); - case 1: - return getOutputPacked1DCoords(outShape, outTexShape); - case 2: - return getOutputPacked2DCoords(outShape, outTexShape); - case 3: - return getOutputPacked3DCoords(outShape, outTexShape); - default: - return getOutputPackedNDCoords(outShape, outTexShape); - } - } - function getOutputSamplingSnippet(outShape, outTexShape) { - switch (outShape.length) { - case 0: - return getOutputScalarCoords(); - case 1: - return getOutput1DCoords(outShape, outTexShape); - case 2: - return getOutput2DCoords(outShape, outTexShape); - case 3: - return getOutput3DCoords(outShape, outTexShape); - case 4: - return getOutput4DCoords(outShape, outTexShape); - case 5: - return getOutput5DCoords(outShape, outTexShape); - case 6: - return getOutput6DCoords(outShape, outTexShape); - default: - throw new Error(`${outShape.length}-D output sampling is not yet supported`); - } - } - function getFloatTextureSampleSnippet(glsl) { - return ` + }`;return Vw(e,n)}function pb(e){let t=new Float32Array([-1,1,0,0,1,-1,-1,0,0,0,1,1,0,1,1,1,-1,0,1,0]);return Gw(e,t)}function fb(e){let t=new Uint16Array([0,1,2,2,1,3]);return qw(e,t)}function dc(e,t,n,r,a,s){Kw(t,n);let i=Xw(e),o=e.TEXTURE_2D;return we(e,()=>e.bindTexture(o,i)),we(e,()=>e.texParameteri(o,e.TEXTURE_WRAP_S,e.CLAMP_TO_EDGE)),we(e,()=>e.texParameteri(o,e.TEXTURE_WRAP_T,e.CLAMP_TO_EDGE)),we(e,()=>e.texParameteri(o,e.TEXTURE_MIN_FILTER,e.NEAREST)),we(e,()=>e.texParameteri(o,e.TEXTURE_MAG_FILTER,e.NEAREST)),we(e,()=>e.texImage2D(o,0,r,t,n,0,a,s,null)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null)),i}function eA(e){return e.internalFormatFloat}function mb(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,eA(r),r.textureFormatFloat,e.FLOAT)}function tA(e){return e.internalFormatHalfFloat}function Ab(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,tA(r),r.textureFormatFloat,r.textureTypeHalfFloat)}function nA(e){return e.downloadTextureFormat}function yb(e,t,n,r){let[a,s]=cc(t,n);return dc(e,a,s,nA(r),e.RGBA,e.UNSIGNED_BYTE)}function rA(e){return e.internalFormatPackedFloat}function gb(e,t,n,r){let[a,s]=Il(t,n);return dc(e,a,s,rA(r),e.RGBA,e.FLOAT)}function aA(e){return e.internalFormatPackedHalfFloat}function xb(e,t,n,r){let[a,s]=Il(t,n);return dc(e,a,s,aA(r),e.RGBA,r.textureTypeHalfFloat)}function wb(e,t,n){let r=0,a=3*4,s=3*4+2*4;return we(e,()=>e.bindBuffer(e.ARRAY_BUFFER,n)),qm(e,t,"clipSpacePos",n,3,s,r)&&qm(e,t,"uv",n,2,s,a)}function bb(e,t,n,r,a,s){we(e,()=>e.bindTexture(e.TEXTURE_2D,t));let i,o,l;a instanceof Uint8Array?(i=new Uint8Array(n*r*4),o=e.UNSIGNED_BYTE,l=e.RGBA):(i=new Float32Array(n*r*4),o=e.FLOAT,l=s.internalFormatPackedFloat),i.set(a),we(e,()=>e.texImage2D(e.TEXTURE_2D,0,l,n,r,0,e.RGBA,o,i)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null))}function _b(e,t,n){we(e,()=>e.bindTexture(e.TEXTURE_2D,t)),n.data instanceof Uint8Array?we(e,()=>e.texImage2D(e.TEXTURE_2D,0,e.RGBA,n.width,n.height,0,e.RGBA,e.UNSIGNED_BYTE,n.data)):we(e,()=>e.texImage2D(e.TEXTURE_2D,0,e.RGBA,e.RGBA,e.UNSIGNED_BYTE,n)),we(e,()=>e.bindTexture(e.TEXTURE_2D,null))}function vb(e,t,n,r){let a=e.createBuffer();we(e,()=>e.bindBuffer(e.PIXEL_PACK_BUFFER,a));let s=4*4*t*n;return we(e,()=>e.bufferData(e.PIXEL_PACK_BUFFER,s,e.STREAM_READ)),we(e,()=>e.readPixels(0,0,n,t,e.RGBA,e.FLOAT,0)),we(e,()=>e.bindBuffer(e.PIXEL_PACK_BUFFER,null)),a}function kb(e,t,n){let r=e,a=new Float32Array(n);return r.bindBuffer(r.PIXEL_PACK_BUFFER,t),r.getBufferSubData(r.PIXEL_PACK_BUFFER,0,a),r.bindBuffer(r.PIXEL_PACK_BUFFER,null),a}function Ib(e,t,n,r){let[a,s]=cc(t,n),i=4,o=new Uint8Array(qO(t*n,i));return we(e,()=>e.readPixels(0,0,a,s,r.downloadTextureFormat,e.UNSIGNED_BYTE,o)),new Float32Array(o.buffer)}function Nb(e,t,n,r,a,s,i,o){let l=e,c=new Float32Array(XO(s,i));return l.bindBuffer(l.PIXEL_PACK_BUFFER,t),l.getBufferSubData(l.PIXEL_PACK_BUFFER,0,c),l.bindBuffer(l.PIXEL_PACK_BUFFER,null),c}function Sb(e,t,n){let r=new Float32Array(t*n*4);return we(e,()=>e.readPixels(0,0,n,t,e.RGBA,e.FLOAT,r)),r}var hp=class{constructor(e){this.outputTexture=null,this.program=null,this.disposed=!1,this.vertexAttrsAreBound=!1,this.itemsToPoll=[];let t=J().getNumber("WEBGL_VERSION");e!=null?(this.gl=e,op(t,e)):this.gl=Wr(t);let n="WEBGL_color_buffer_float",r="EXT_color_buffer_half_float";if(J().getNumber("WEBGL_VERSION")===1){let a="OES_texture_float",s="OES_texture_half_float";if(this.textureFloatExtension=ic(this.gl,a),qn(this.gl,s))this.textureHalfFloatExtension=ic(this.gl,s);else if(J().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support half float textures, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.");if(this.colorBufferFloatExtension=this.gl.getExtension(n),qn(this.gl,r))this.colorBufferHalfFloatExtension=ic(this.gl,r);else if(J().get("WEBGL_FORCE_F16_TEXTURES"))throw new Error("GL context does not support color renderable half floats, yet the environment flag WEBGL_FORCE_F16_TEXTURES is set to true.")}else if(n="EXT_color_buffer_float",qn(this.gl,n))this.colorBufferFloatExtension=this.gl.getExtension(n);else if(qn(this.gl,r))this.colorBufferHalfFloatExtension=this.gl.getExtension(r);else throw new Error("GL context does not support color renderable floats");this.vertexBuffer=pb(this.gl),this.indexBuffer=fb(this.gl),this.framebuffer=Zw(this.gl),this.textureConfig=Ym(this.gl,this.textureHalfFloatExtension)}get debug(){return J().getBool("DEBUG")}dispose(){if(this.disposed)return;this.program!=null&&console.warn("Disposing a GPGPUContext that still has a bound WebGLProgram. 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This is probably a resource leak, delete the output matrix texture with GPGPUContext.deleteMatrixTexture before disposing.");let e=this.gl;we(e,()=>e.finish()),we(e,()=>e.bindFramebuffer(e.FRAMEBUFFER,null)),we(e,()=>e.deleteFramebuffer(this.framebuffer)),we(e,()=>e.bindBuffer(e.ARRAY_BUFFER,null)),we(e,()=>e.bindBuffer(e.ELEMENT_ARRAY_BUFFER,null)),we(e,()=>e.deleteBuffer(this.indexBuffer)),this.disposed=!0}createFloat32MatrixTexture(e,t){return this.throwIfDisposed(),mb(this.gl,e,t,this.textureConfig)}createFloat16MatrixTexture(e,t){return this.throwIfDisposed(),Ab(this.gl,e,t,this.textureConfig)}createUnsignedBytesMatrixTexture(e,t){return this.throwIfDisposed(),yb(this.gl,e,t,this.textureConfig)}uploadPixelDataToTexture(e,t){this.throwIfDisposed(),_b(this.gl,e,t)}uploadDenseMatrixToTexture(e,t,n,r){this.throwIfDisposed(),bb(this.gl,e,t,n,r,this.textureConfig)}createFloat16PackedMatrixTexture(e,t){return this.throwIfDisposed(),xb(this.gl,e,t,this.textureConfig)}createPackedMatrixTexture(e,t){return this.throwIfDisposed(),gb(this.gl,e,t,this.textureConfig)}deleteMatrixTexture(e){this.throwIfDisposed(),this.outputTexture===e&&(Xm(this.gl,this.framebuffer),this.outputTexture=null),we(this.gl,()=>this.gl.deleteTexture(e))}downloadByteEncodedFloatMatrixFromOutputTexture(e,t,n){return this.downloadMatrixDriver(e,()=>Ib(this.gl,t,n,this.textureConfig))}downloadPackedMatrixFromBuffer(e,t,n,r,a,s){return Nb(this.gl,e,t,n,r,a,s,this.textureConfig)}downloadFloat32MatrixFromBuffer(e,t){return kb(this.gl,e,t)}createBufferFromTexture(e,t,n){this.bindTextureToFrameBuffer(e);let r=vb(this.gl,t,n,this.textureConfig);return this.unbindTextureToFrameBuffer(),r}createAndWaitForFence(){let e=this.createFence(this.gl);return this.pollFence(e)}createFence(e){let t,n;if(J().getBool("WEBGL_FENCE_API_ENABLED")){let r=e,a=r.fenceSync(r.SYNC_GPU_COMMANDS_COMPLETE,0);e.flush(),n=()=>{let s=r.clientWaitSync(a,0,0);return s===r.ALREADY_SIGNALED||s===r.CONDITION_SATISFIED},t=a}else J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")>0?(t=this.beginQuery(),this.endQuery(),n=()=>this.isQueryAvailable(t,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))):n=()=>!0;return{query:t,isFencePassed:n}}downloadMatrixFromPackedTexture(e,t,n){return this.downloadMatrixDriver(e,()=>Sb(this.gl,t,n))}createProgram(e){this.throwIfDisposed();let t=this.gl,n=Uw(t,e),r=db(t),a=jw(t);return we(t,()=>t.attachShader(a,r)),we(t,()=>t.attachShader(a,n)),Hw(t,a),this.debug&&ap(t,a),this.vertexAttrsAreBound||(this.setProgram(a),this.vertexAttrsAreBound=wb(t,this.program,this.vertexBuffer)),a}deleteProgram(e){this.throwIfDisposed(),e===this.program&&(this.program=null),e!=null&&we(this.gl,()=>this.gl.deleteProgram(e))}setProgram(e){this.throwIfDisposed(),this.program=e,this.program!=null&&this.debug&&ap(this.gl,this.program),we(this.gl,()=>this.gl.useProgram(e))}getUniformLocation(e,t,n=!0){return this.throwIfDisposed(),n?Jw(this.gl,e,t):Qw(this.gl,e,t)}getAttributeLocation(e,t){return this.throwIfDisposed(),we(this.gl,()=>this.gl.getAttribLocation(e,t))}getUniformLocationNoThrow(e,t){return this.throwIfDisposed(),this.gl.getUniformLocation(e,t)}setInputMatrixTexture(e,t,n){this.throwIfDisposed(),this.throwIfNoProgram(),eb(this.gl,e,t,n)}setOutputMatrixTexture(e,t,n){this.setOutputMatrixTextureDriver(e,n,t)}setOutputPackedMatrixTexture(e,t,n){this.throwIfDisposed();let[r,a]=Il(t,n);this.setOutputMatrixTextureDriver(e,r,a)}setOutputMatrixWriteRegion(e,t,n,r){this.setOutputMatrixWriteRegionDriver(n,e,r,t)}setOutputPackedMatrixWriteRegion(e,t,n,r){throw new Error("setOutputPackedMatrixWriteRegion not implemented.")}debugValidate(){this.program!=null&&ap(this.gl,this.program),oc(this.gl)}executeProgram(){this.throwIfDisposed(),this.throwIfNoProgram();let e=this.gl;this.debug&&this.debugValidate(),we(e,()=>e.drawElements(e.TRIANGLES,6,e.UNSIGNED_SHORT,0))}blockUntilAllProgramsCompleted(){this.throwIfDisposed(),we(this.gl,()=>this.gl.finish())}getQueryTimerExtension(){return this.disjointQueryTimerExtension==null&&(this.disjointQueryTimerExtension=ic(this.gl,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2?"EXT_disjoint_timer_query_webgl2":"EXT_disjoint_timer_query")),this.disjointQueryTimerExtension}getQueryTimerExtensionWebGL2(){return this.getQueryTimerExtension()}getQueryTimerExtensionWebGL1(){return this.getQueryTimerExtension()}beginQuery(){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){let n=this.gl,r=this.getQueryTimerExtensionWebGL2(),a=n.createQuery();return n.beginQuery(r.TIME_ELAPSED_EXT,a),a}let e=this.getQueryTimerExtensionWebGL1(),t=e.createQueryEXT();return e.beginQueryEXT(e.TIME_ELAPSED_EXT,t),t}endQuery(){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION")===2){let t=this.gl,n=this.getQueryTimerExtensionWebGL2();t.endQuery(n.TIME_ELAPSED_EXT);return}let e=this.getQueryTimerExtensionWebGL1();e.endQueryEXT(e.TIME_ELAPSED_EXT)}async waitForQueryAndGetTime(e){return await v.repeatedTry(()=>this.disposed||this.isQueryAvailable(e,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))),this.getQueryTime(e,J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_VERSION"))}getQueryTime(e,t){if(t===0)return null;if(t===2){let n=this.gl;return n.getQueryParameter(e,n.QUERY_RESULT)/1e6}else{let n=this.getQueryTimerExtensionWebGL1();return n.getQueryObjectEXT(e,n.QUERY_RESULT_EXT)/1e6}}isQueryAvailable(e,t){if(t===0)return!0;if(t===2){let n=this.gl,r=this.getQueryTimerExtensionWebGL2(),a=n.getQueryParameter(e,n.QUERY_RESULT_AVAILABLE);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(r.GPU_DISJOINT_EXT)),a&&!this.disjoint}else{let n=this.getQueryTimerExtensionWebGL1(),r=n.getQueryObjectEXT(e,n.QUERY_RESULT_AVAILABLE_EXT);return this.disjoint==null&&(this.disjoint=this.gl.getParameter(n.GPU_DISJOINT_EXT)),r&&!this.disjoint}}pollFence(e){return new Promise(t=>{this.addItemToPoll(()=>e.isFencePassed(),()=>t())})}pollItems(){let e=oz(this.itemsToPoll.map(t=>t.isDoneFn));for(let t=0;t<=e;++t){let{resolveFn:n}=this.itemsToPoll[t];n()}this.itemsToPoll=this.itemsToPoll.slice(e+1)}addItemToPoll(e,t){this.itemsToPoll.push({isDoneFn:e,resolveFn:t}),!(this.itemsToPoll.length>1)&&v.repeatedTry(()=>(this.pollItems(),this.itemsToPoll.length===0))}bindTextureToFrameBuffer(e){this.throwIfDisposed(),sp(this.gl,e,this.framebuffer),this.debug&&oc(this.gl)}unbindTextureToFrameBuffer(){this.outputTexture!=null?(sp(this.gl,this.outputTexture,this.framebuffer),this.debug&&oc(this.gl)):Xm(this.gl,this.framebuffer)}downloadMatrixDriver(e,t){this.bindTextureToFrameBuffer(e);let n=t();return this.unbindTextureToFrameBuffer(),n}setOutputMatrixTextureDriver(e,t,n){this.throwIfDisposed();let r=this.gl;sp(r,e,this.framebuffer),this.debug&&oc(r),this.outputTexture=e,we(r,()=>r.viewport(0,0,t,n)),we(r,()=>r.scissor(0,0,t,n))}setOutputMatrixWriteRegionDriver(e,t,n,r){this.throwIfDisposed(),we(this.gl,()=>this.gl.scissor(e,t,n,r))}throwIfDisposed(){if(this.disposed)throw new Error("Attempted to use disposed GPGPUContext.")}throwIfNoProgram(){if(this.program==null)throw new Error("No GPU program is currently set.")}};function oz(e){let t=0;for(;t{let f=v.sizeFromShape(p.shapeInfo.logicalShape);p.shapeInfo.isUniform?a.push(`uniform float ${p.name}${f>1?`[${f}]`:""};`):(a.push(`uniform sampler2D ${p.name};`),a.push(`uniform int offset${p.name};`))});let s=a.join(` +`),i=e.map(p=>lz(p,t,r)).join(` +`),o=t.texShape,l=hn(),c=hz(l),u,h,d=fz(l);return t.isPacked?(u=uz(t.logicalShape,o),h=pz(l)):(u=cz(t.logicalShape,o),h=dz(l)),r&&(d+=mz),[d,c,h,s,u,i,n].join(` +`)}function Nl(e){let t=e.shapeInfo.logicalShape;switch(t.length){case 0:return yz(e);case 1:return gz(e);case 2:return xz(e);case 3:return wz(e);case 4:return bz(e);case 5:return _z(e);case 6:return vz(e);default:throw new Error(`${t.length}-D input sampling is not yet supported`)}}function Cb(e){switch(e.shapeInfo.logicalShape.length){case 0:return kz(e);case 1:return Iz(e);case 2:return Nz(e);case 3:return Sz(e);default:return Tz(e)}}function lz(e,t,n=!1){let r="";n?r+=Cb(e):r+=Nl(e);let a=e.shapeInfo.logicalShape,s=t.logicalShape;return a.length<=s.length&&(n?r+=Cz(e,t):r+=Ez(e,t)),r}function uz(e,t){switch(e.length){case 0:return Eb();case 1:return Rz(e,t);case 2:return $z(e,t);case 3:return Mz(e,t);default:return Fz(e,t)}}function cz(e,t){switch(e.length){case 0:return Eb();case 1:return Dz(e,t);case 2:return Wz(e,t);case 3:return Oz(e,t);case 4:return zz(e,t);case 5:return Pz(e,t);case 6:return Lz(e,t);default:throw new Error(`${e.length}-D output sampling is not yet supported`)}}function hz(e){return` float sampleTexture(sampler2D textureSampler, vec2 uv) { - return ${glsl.texture2D}(textureSampler, uv).r; + return ${e.texture2D}(textureSampler, uv).r; } - `; - } - function getFloatTextureSetRSnippet(glsl) { - return ` + `}function dz(e){return` void setOutput(float val) { - ${glsl.output} = vec4(val, 0, 0, 0); + ${e.output} = vec4(val, 0, 0, 0); } - `; - } - function getFloatTextureSetRGBASnippet(glsl) { - return ` + `}function pz(e){return` void setOutput(vec4 val) { - ${glsl.output} = val; + ${e.output} = val; } - `; - } - function getShaderPrefix(glsl) { - const SHADER_PREFIX = `${glsl.version} + `}function fz(e){return`${e.version} precision highp float; precision highp int; precision highp sampler2D; - ${glsl.varyingFs} vec2 resultUV; - ${glsl.defineOutput} + ${e.varyingFs} vec2 resultUV; + ${e.defineOutput} const vec2 halfCR = vec2(0.5, 0.5); struct ivec5 @@ -29596,9 +300,9 @@ Expected: ${expectedFlat}.`); }; uniform float NAN; - ${glsl.defineSpecialNaN} - ${glsl.defineSpecialInf} - ${glsl.defineRound} + ${e.defineSpecialNaN} + ${e.defineSpecialInf} + ${e.defineRound} int imod(int x, int y) { return x - y * (x / y); @@ -29623,13 +327,10 @@ Expected: ${expectedFlat}.`); return fract((p3.x + p3.y) * p3.z); } - ${SAMPLE_1D_SNIPPET} - ${SAMPLE_2D_SNIPPET} - ${SAMPLE_3D_SNIPPET} - `; - return SHADER_PREFIX; - } - var SAMPLE_1D_SNIPPET = ` + ${Bz} + ${Vz} + ${Uz} + `}var Bz=` vec2 uvFromFlat(int texNumR, int texNumC, int index) { int texR = index / texNumC; int texC = index - texR * texNumC; @@ -29641,8 +342,7 @@ vec2 packedUVfrom1D(int texNumR, int texNumC, int index) { int texC = texelIndex - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; - var SAMPLE_2D_SNIPPET = ` +`,Vz=` vec2 packedUVfrom2D(int texelsInLogicalRow, int texNumR, int texNumC, int row, int col) { int texelIndex = (row / 2) * texelsInLogicalRow + (col / 2); @@ -29650,8 +350,7 @@ vec2 packedUVfrom2D(int texelsInLogicalRow, int texNumR, int texC = texelIndex - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; - var SAMPLE_3D_SNIPPET = ` +`,Uz=` vec2 packedUVfrom3D(int texNumR, int texNumC, int texelsInBatch, int texelsInLogicalRow, int b, int row, int col) { @@ -29660,8 +359,7 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, int texC = index - texR * texNumC; return (vec2(texC, texR) + halfCR) / vec2(texNumC, texNumR); } -`; - var SHADER_PACKED_PREFIX = ` +`,mz=` float getChannel(vec4 frag, vec2 innerDims) { vec2 modCoord = mod(innerDims, 2.); return modCoord.x == 0. ? @@ -29672,1252 +370,494 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, float modCoord = mod(float(dim), 2.); return modCoord == 0. ? frag.r : frag.g; } -`; - function getOutputScalarCoords() { - return ` +`;function Eb(){return` int getOutputCoords() { return 0; } - `; - } - function getOutputPacked1DCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - if (packedTexShape[0] === 1) { - return ` + `}function Rz(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)];return n[0]===1?` int getOutputCoords() { - return 2 * int(resultUV.x * ${packedTexShape[1]}.0); + return 2 * int(resultUV.x * ${n[1]}.0); } - `; - } - if (packedTexShape[1] === 1) { - return ` + `:n[1]===1?` int getOutputCoords() { - return 2 * int(resultUV.y * ${packedTexShape[0]}.0); + return 2 * int(resultUV.y * ${n[0]}.0); } - `; - } - return ` + `:` int getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${packedTexShape[0]}, ${packedTexShape[1]})); - return 2 * (resTexRC.x * ${packedTexShape[1]} + resTexRC.y); + vec2(${n[0]}, ${n[1]})); + return 2 * (resTexRC.x * ${n[1]} + resTexRC.y); } - `; - } - function getOutput1DCoords(shape, texShape) { - if (texShape[0] === 1) { - return ` + `}function Dz(e,t){return t[0]===1?` int getOutputCoords() { - return int(resultUV.x * ${texShape[1]}.0); + return int(resultUV.x * ${t[1]}.0); } - `; - } - if (texShape[1] === 1) { - return ` + `:t[1]===1?` int getOutputCoords() { - return int(resultUV.y * ${texShape[0]}.0); + return int(resultUV.y * ${t[0]}.0); } - `; - } - return ` + `:` int getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - return resTexRC.x * ${texShape[1]} + resTexRC.y; + vec2(${t[0]}, ${t[1]})); + return resTexRC.x * ${t[1]} + resTexRC.y; } - `; - } - function getOutputPacked3DCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - const texelsInLogicalRow = Math.ceil(shape[2] / 2); - const texelsInBatch = texelsInLogicalRow * Math.ceil(shape[1] / 2); - return ` + `}function Mz(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)],r=Math.ceil(e[2]/2),a=r*Math.ceil(e[1]/2);return` ivec3 getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${packedTexShape[0]}, ${packedTexShape[1]})); - int index = resTexRC.x * ${packedTexShape[1]} + resTexRC.y; + vec2(${n[0]}, ${n[1]})); + int index = resTexRC.x * ${n[1]} + resTexRC.y; - int b = index / ${texelsInBatch}; - index -= b * ${texelsInBatch}; + int b = index / ${a}; + index -= b * ${a}; - int r = 2 * (index / ${texelsInLogicalRow}); - int c = imod(index, ${texelsInLogicalRow}) * 2; + int r = 2 * (index / ${r}); + int c = imod(index, ${r}) * 2; return ivec3(b, r, c); } - `; - } - function getOutput3DCoords(shape, texShape) { - const coordsFromIndexSnippet = getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], shape); - return ` + `}function Oz(e,t){let n=wi(["r","c","d"],e);return` ivec3 getOutputCoords() { ivec2 resTexRC = ivec2(resultUV.yx * - vec2(${texShape[0]}, ${texShape[1]})); - int index = resTexRC.x * ${texShape[1]} + resTexRC.y; - ${coordsFromIndexSnippet} + vec2(${t[0]}, ${t[1]})); + int index = resTexRC.x * ${t[1]} + resTexRC.y; + ${n} return ivec3(r, c, d); } - `; - } - function getOutputPackedNDCoords(shape, texShape) { - const packedTexShape = [Math.ceil(texShape[0] / 2), Math.ceil(texShape[1] / 2)]; - const texelsInLogicalRow = Math.ceil(shape[shape.length - 1] / 2); - const texelsInBatch = texelsInLogicalRow * Math.ceil(shape[shape.length - 2] / 2); - let texelsInBatchN = texelsInBatch; - let batches = ``; - let coords22 = "b, r, c"; - for (let b = 2; b < shape.length - 1; b++) { - texelsInBatchN *= shape[shape.length - b - 1]; - batches = ` - int b${b} = index / ${texelsInBatchN}; - index -= b${b} * ${texelsInBatchN}; - ` + batches; - coords22 = `b${b}, ` + coords22; - } - return ` - ivec${shape.length} getOutputCoords() { + `}function Fz(e,t){let n=[Math.ceil(t[0]/2),Math.ceil(t[1]/2)],r=Math.ceil(e[e.length-1]/2),a=r*Math.ceil(e[e.length-2]/2),s=a,i="",o="b, r, c";for(let l=2;l= 1) { - coordsSnippet = "coords = 0;"; - } else { - coordsSnippet = broadcastDims.map((d) => `coords.${fields[d + rankDiff]} = 0;`).join("\n"); - } - let unpackedCoordsSnippet = ""; - if (outRank < 2 && inRank > 0) { - unpackedCoordsSnippet = "coords"; - } else { - unpackedCoordsSnippet = inputInfo.shapeInfo.logicalShape.map((s, i) => `coords.${fields[i + rankDiff]}`).join(", "); - } - let output = `return outputValue;`; - const inSize = util_exports.sizeFromShape(inputInfo.shapeInfo.logicalShape); - const isInputScalar = inSize === 1; - const outSize = util_exports.sizeFromShape(outShapeInfo.logicalShape); - const isOutputScalar = outSize === 1; - if (inRank === 1 && !isInputScalar && !isOutputScalar) { - output = ` + `}function Cz(e,t){let n=e.name,r=n.charAt(0).toUpperCase()+n.slice(1),a="get"+r+"AtOutCoords",s=e.shapeInfo.logicalShape.length,i=t.logicalShape.length,o=Tb(e.shapeInfo.logicalShape,t.logicalShape),l=ot(i),c=i-s,u,h=["x","y","z","w","u","v"];s===0?u="":i<2&&o.length>=1?u="coords = 0;":u=o.map(A=>`coords.${h[A+c]} = 0;`).join(` +`);let d="";i<2&&s>0?d="coords":d=e.shapeInfo.logicalShape.map((A,y)=>`coords.${h[y+c]}`).join(", ");let p="return outputValue;",f=v.sizeFromShape(e.shapeInfo.logicalShape)===1,m=v.sizeFromShape(t.logicalShape)===1;if(s===1&&!f&&!m)p=` return vec4(outputValue.xy, outputValue.xy); - `; - } else if (isInputScalar && !isOutputScalar) { - if (outRank === 1) { - output = ` + `;else if(f&&!m)i===1?p=` return vec4(outputValue.x, outputValue.x, 0., 0.); - `; - } else { - output = ` + `:p=` return vec4(outputValue.x); - `; - } - } else if (broadcastDims.length) { - const rows = inRank - 2; - const cols = inRank - 1; - if (broadcastDims.indexOf(rows) > -1 && broadcastDims.indexOf(cols) > -1) { - output = `return vec4(outputValue.x);`; - } else if (broadcastDims.indexOf(rows) > -1) { - output = `return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);`; - } else if (broadcastDims.indexOf(cols) > -1) { - output = `return vec4(outputValue.xx, outputValue.zz);`; + `;else if(o.length){let A=s-2,y=s-1;o.indexOf(A)>-1&&o.indexOf(y)>-1?p="return vec4(outputValue.x);":o.indexOf(A)>-1?p="return vec4(outputValue.x, outputValue.y, outputValue.x, outputValue.y);":o.indexOf(y)>-1&&(p="return vec4(outputValue.xx, outputValue.zz);")}return` + vec4 ${a}() { + ${l} coords = getOutputCoords(); + ${u} + vec4 outputValue = get${r}(${d}); + ${p} + } + `}function Ez(e,t){let n=e.name,r=n.charAt(0).toUpperCase()+n.slice(1),a="get"+r+"AtOutCoords",s=t.texShape,i=e.shapeInfo.texShape,o=e.shapeInfo.logicalShape.length,l=t.logicalShape.length;if(!e.shapeInfo.isUniform&&o===l&&e.shapeInfo.flatOffset==null&&v.arraysEqual(i,s))return` + float ${a}() { + return sampleTexture(${n}, resultUV); } + `;let c=ot(l),u=Tb(e.shapeInfo.logicalShape,t.logicalShape),h=l-o,d,p=["x","y","z","w","u","v"];o===0?d="":l<2&&u.length>=1?d="coords = 0;":d=u.map(m=>`coords.${p[m+h]} = 0;`).join(` +`);let f="";return l<2&&o>0?f="coords":f=e.shapeInfo.logicalShape.map((m,A)=>`coords.${p[A+h]}`).join(", "),` + float ${a}() { + ${c} coords = getOutputCoords(); + ${d} + return get${r}(${f}); } - return ` - vec4 ${funcName}() { - ${type} coords = getOutputCoords(); - ${coordsSnippet} - vec4 outputValue = get${texFuncSnippet}(${unpackedCoordsSnippet}); - ${output} - } - `; - } - function getSamplerAtOutputCoords(inputInfo, outShapeInfo) { - const texName = inputInfo.name; - const texFuncSnippet = texName.charAt(0).toUpperCase() + texName.slice(1); - const funcName = "get" + texFuncSnippet + "AtOutCoords"; - const outTexShape = outShapeInfo.texShape; - const inTexShape = inputInfo.shapeInfo.texShape; - const inRank = inputInfo.shapeInfo.logicalShape.length; - const outRank = outShapeInfo.logicalShape.length; - if (!inputInfo.shapeInfo.isUniform && inRank === outRank && inputInfo.shapeInfo.flatOffset == null && util_exports.arraysEqual(inTexShape, outTexShape)) { - return ` - float ${funcName}() { - return sampleTexture(${texName}, resultUV); - } - `; - } - const type = getCoordsDataType(outRank); - const broadcastDims = getBroadcastDims2(inputInfo.shapeInfo.logicalShape, outShapeInfo.logicalShape); - const rankDiff = outRank - inRank; - let coordsSnippet; - const fields = ["x", "y", "z", "w", "u", "v"]; - if (inRank === 0) { - coordsSnippet = ""; - } else if (outRank < 2 && broadcastDims.length >= 1) { - coordsSnippet = "coords = 0;"; - } else { - coordsSnippet = broadcastDims.map((d) => `coords.${fields[d + rankDiff]} = 0;`).join("\n"); - } - let unpackedCoordsSnippet = ""; - if (outRank < 2 && inRank > 0) { - unpackedCoordsSnippet = "coords"; - } else { - unpackedCoordsSnippet = inputInfo.shapeInfo.logicalShape.map((s, i) => `coords.${fields[i + rankDiff]}`).join(", "); - } - return ` - float ${funcName}() { - ${type} coords = getOutputCoords(); - ${coordsSnippet} - return get${texFuncSnippet}(${unpackedCoordsSnippet}); - } - `; - } - function getCoordsDataType(rank) { - if (rank <= 1) { - return "int"; - } else if (rank === 2) { - return "ivec2"; - } else if (rank === 3) { - return "ivec3"; - } else if (rank === 4) { - return "ivec4"; - } else if (rank === 5) { - return "ivec5"; - } else if (rank === 6) { - return "ivec6"; - } else { - throw Error(`GPU for rank ${rank} is not yet supported`); - } - } - function squeezeInputInfo(inInfo, squeezedShape) { - const newInputInfo = JSON.parse(JSON.stringify(inInfo)); - newInputInfo.shapeInfo.logicalShape = squeezedShape; - return newInputInfo; - } - function getSqueezedParams(params, keptDims) { - return keptDims.map((d) => params[d]).join(", "); - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function compileProgram(gpgpu, program, inputs, output) { - const userCode = program.userCode; - const inputInfos = inputs.map((input2, i) => { - const shapeInfo = { - logicalShape: input2.shape, - texShape: input2.isUniform ? null : input2.texData.texShape, - isUniform: input2.isUniform, - isPacked: input2.isUniform ? false : input2.texData.isPacked, - flatOffset: null - }; - if (input2.texData != null && input2.texData.slice != null && input2.texData.slice.flatOffset > 0) { - shapeInfo.flatOffset = input2.texData.slice.flatOffset; - } - return {name: program.variableNames[i], shapeInfo}; - }); - const inShapeInfos = inputInfos.map((x) => x.shapeInfo); - const outShapeInfo = { - logicalShape: output.shape, - texShape: output.texData.texShape, - isUniform: false, - isPacked: output.texData.isPacked, - flatOffset: null - }; - const source = makeShader(inputInfos, outShapeInfo, userCode, program.packedInputs); - const webGLProgram = gpgpu.createProgram(source); - let infLoc = null; - const nanLoc = gpgpu.getUniformLocation(webGLProgram, "NAN", false); - if (env().getNumber("WEBGL_VERSION") === 1) { - infLoc = gpgpu.getUniformLocation(webGLProgram, "INFINITY", false); - } - const uniformLocations = {}; - for (let i = 0; i < program.variableNames.length; i++) { - const varName = program.variableNames[i]; - const shouldThrow = false; - uniformLocations[varName] = gpgpu.getUniformLocation(webGLProgram, varName, shouldThrow); - uniformLocations[`offset${varName}`] = gpgpu.getUniformLocation(webGLProgram, `offset${varName}`, shouldThrow); - } - return { - program, - source, - webGLProgram, - uniformLocations, - inShapeInfos, - outShapeInfo, - infLoc, - nanLoc - }; - } - function validateBinaryAndProgram(shapeInfos, inputs) { - if (shapeInfos.length !== inputs.length) { - throw Error(`Binary was compiled with ${shapeInfos.length} inputs, but was executed with ${inputs.length} inputs`); - } - shapeInfos.forEach((s, i) => { - const shapeA = s.logicalShape; - const input2 = inputs[i]; - const shapeB = input2.shape; - if (!util_exports.arraysEqual(shapeA, shapeB)) { - throw Error(`Binary was compiled with different shapes than the current args. Shapes ${shapeA} and ${shapeB} must match`); - } - if (s.isUniform && input2.isUniform) { - return; - } - const texShapeA = s.texShape; - const texShapeB = input2.isUniform ? null : input2.texData.texShape; - if (!util_exports.arraysEqual(texShapeA, texShapeB)) { - throw Error(`Binary was compiled with different texture shapes than the current args. Shape ${texShapeA} and ${texShapeB} must match`); - } - }); - } - function runProgram(gpgpu, binary, inputs, output, customSetup) { - validateBinaryAndProgram(binary.inShapeInfos, inputs); - validateBinaryAndProgram([binary.outShapeInfo], [output]); - const outTex = output.texData.texture; - const outTexShape = output.texData.texShape; - if (output.texData.isPacked) { - gpgpu.setOutputPackedMatrixTexture(outTex, outTexShape[0], outTexShape[1]); - } else { - gpgpu.setOutputMatrixTexture(outTex, outTexShape[0], outTexShape[1]); - } - gpgpu.setProgram(binary.webGLProgram); - if (env().getNumber("WEBGL_VERSION") === 1) { - if (binary.infLoc !== null) { - gpgpu.gl.uniform1f(binary.infLoc, Infinity); - } - } - if (binary.nanLoc !== null) { - gpgpu.gl.uniform1f(binary.nanLoc, NaN); - } - inputs.forEach((input2, i) => { - const varName = binary.program.variableNames[i]; - const varLoc = binary.uniformLocations[varName]; - const varOffsetLoc = binary.uniformLocations[`offset${varName}`]; - if (varLoc == null) { - return; - } - if (input2.isUniform) { - if (util_exports.sizeFromShape(input2.shape) < 2) { - gpgpu.gl.uniform1f(varLoc, input2.uniformValues[0]); - } else { - let vals = input2.uniformValues; - if (!(vals instanceof Float32Array)) { - vals = new Float32Array(vals); - } - gpgpu.gl.uniform1fv(varLoc, vals); - } - return; - } - if (input2.texData.slice != null && varOffsetLoc != null) { - gpgpu.gl.uniform1i(varOffsetLoc, input2.texData.slice.flatOffset); - } - gpgpu.setInputMatrixTexture(input2.texData.texture, varLoc, i); - }); - if (customSetup != null) { - customSetup(gpgpu, binary.webGLProgram); - } - gpgpu.executeProgram(); - } - function makeShaderKey(program, inputs, output) { - let keyInputs = ""; - inputs.concat(output).forEach((x) => { - const hasOffset = x.texData != null && x.texData.slice != null && x.texData.slice.flatOffset > 0; - const texShape = x.isUniform ? "uniform" : x.texData.texShape; - keyInputs += `${x.shape}_${texShape}_${hasOffset}`; - }); - const keyUserCode = program.userCode; - let key = program.constructor.name; - key += "_" + keyInputs + "_" + keyUserCode; - return key; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var {addImpl: addImplCPU, bincountImpl: bincountImplCPU, bincountReduceImpl: bincountReduceImplCPU, ceilImpl: ceilImplCPU, concatImpl: concatImplCPU, expImpl: expImplCPU, expm1Impl: expm1ImplCPU, floorImpl: floorImplCPU, gatherV2Impl: gatherV2ImplCPU, greaterImpl: greaterImplCPU, lessImpl: lessImplCPU, linSpaceImpl: linSpaceImplCPU, logImpl: logImplCPU, maxImpl: maxImplCPU, maximumImpl: maximumImplCPU, minimumImpl: minimumImplCPU, multiplyImpl: multiplyImplCPU, negImpl: negImplCPU, prodImpl: prodImplCPU, rangeImpl: rangeImplCPU, rsqrtImpl: rsqrtImplCPU, simpleAbsImpl: simpleAbsImplCPU, sliceImpl: sliceImplCPU, stridedSliceImpl: stridedSliceImplCPU, subImpl: subImplCPU, tileImpl: tileImplCPU, topKImpl: topKImplCPU, transposeImpl: transposeImplCPU, uniqueImpl: uniqueImplCPU} = shared_exports; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getVecChannels(name, rank) { - return ["x", "y", "z", "w", "u", "v"].slice(0, rank).map((d) => `${name}.${d}`); - } - function getChannels(name, rank) { - if (rank === 1) { - return [name]; - } - return getVecChannels(name, rank); - } - function getSourceCoords(rank, dims) { - if (rank === 1) { - return "rc"; - } - let coords22 = ""; - for (let i = 0; i < rank; i++) { - coords22 += dims[i]; - if (i < rank - 1) { - coords22 += ","; - } - } - return coords22; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PackProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - this.outputShape = outputShape; - const rank = outputShape.length; - if (rank === 0) { - this.userCode = ` + `}function ot(e){if(e<=1)return"int";if(e===2)return"ivec2";if(e===3)return"ivec3";if(e===4)return"ivec4";if(e===5)return"ivec5";if(e===6)return"ivec6";throw Error(`GPU for rank ${e} is not yet supported`)}function Tl(e,t){let n=JSON.parse(JSON.stringify(e));return n.shapeInfo.logicalShape=t,n}function Cl(e,t){return t.map(n=>e[n]).join(", ")}function jz(e,t,n,r){let a=t.userCode,s=n.map((p,f)=>{let m={logicalShape:p.shape,texShape:p.isUniform?null:p.texData.texShape,isUniform:p.isUniform,isPacked:p.isUniform?!1:p.texData.isPacked,flatOffset:null};return p.texData!=null&&p.texData.slice!=null&&p.texData.slice.flatOffset>0&&(m.flatOffset=p.texData.slice.flatOffset),{name:t.variableNames[f],shapeInfo:m}}),i=s.map(p=>p.shapeInfo),o={logicalShape:r.shape,texShape:r.texData.texShape,isUniform:!1,isPacked:r.texData.isPacked,flatOffset:null},l=Az(s,o,a,t.packedInputs),c=e.createProgram(l),u=null,h=e.getUniformLocation(c,"NAN",!1);J().getNumber("WEBGL_VERSION")===1&&(u=e.getUniformLocation(c,"INFINITY",!1));let d={};for(let p=0;p{let a=n.logicalShape,s=t[r],i=s.shape;if(!v.arraysEqual(a,i))throw Error(`Binary was compiled with different shapes than the current args. Shapes ${a} and ${i} must match`);if(n.isUniform&&s.isUniform)return;let o=n.texShape,l=s.isUniform?null:s.texData.texShape;if(!v.arraysEqual(o,l))throw Error(`Binary was compiled with different texture shapes than the current args. Shape ${o} and ${l} must match`)})}function Hz(e,t,n,r,a){Rb(t.inShapeInfos,n),Rb([t.outShapeInfo],[r]);let s=r.texData.texture,i=r.texData.texShape;r.texData.isPacked?e.setOutputPackedMatrixTexture(s,i[0],i[1]):e.setOutputMatrixTexture(s,i[0],i[1]),e.setProgram(t.webGLProgram),J().getNumber("WEBGL_VERSION")===1&&t.infLoc!==null&&e.gl.uniform1f(t.infLoc,Infinity),t.nanLoc!==null&&e.gl.uniform1f(t.nanLoc,NaN),n.forEach((o,l)=>{let c=t.program.variableNames[l],u=t.uniformLocations[c],h=t.uniformLocations[`offset${c}`];if(u!=null){if(o.isUniform){if(v.sizeFromShape(o.shape)<2)e.gl.uniform1f(u,o.uniformValues[0]);else{let d=o.uniformValues;d instanceof Float32Array||(d=new Float32Array(d)),e.gl.uniform1fv(u,d)}return}o.texData.slice!=null&&h!=null&&e.gl.uniform1i(h,o.texData.slice.flatOffset),e.setInputMatrixTexture(o.texData.texture,u,l)}}),a!=null&&a(e,t.webGLProgram),e.executeProgram()}function Gz(e,t,n){let r="";t.concat(n).forEach(i=>{let o=i.texData!=null&&i.texData.slice!=null&&i.texData.slice.flatOffset>0,l=i.isUniform?"uniform":i.texData.texShape;r+=`${i.shape}_${l}_${o}`});let a=e.userCode,s=e.constructor.name;return s+="_"+r+"_"+a,s}var{addImpl:qz,bincountImpl:Mb,bincountReduceImpl:Xz,ceilImpl:Kz,concatImpl:Zz,expImpl:Yz,expm1Impl:Jz,floorImpl:Qz,gatherV2Impl:eP,greaterImpl:tP,lessImpl:nP,linSpaceImpl:rP,logImpl:aP,maxImpl:sP,maximumImpl:iP,minimumImpl:oP,multiplyImpl:lP,negImpl:uP,prodImpl:cP,rangeImpl:hP,rsqrtImpl:dP,simpleAbsImpl:Fb,sliceImpl:pP,stridedSliceImpl:fP,subImpl:mP,tileImpl:AP,topKImpl:yP,transposeImpl:sA,uniqueImpl:gP}=Mm;function $b(e,t){return["x","y","z","w","u","v"].slice(0,t).map(n=>`${e}.${n}`)}function dn(e,t){return t===1?[e]:$b(e,t)}function xP(e,t){if(e===1)return"rc";let n="";for(let r=0;r ${shape[0]}`; - } - let cond = ""; - for (let i = rank - 2; i < rank; i++) { - cond += `${dims[i]} >= ${shape[i]}`; - if (i < rank - 1) { - cond += "||"; - } - } - return cond; - } - function getSetup(rank, cols, rows, dims) { - if (rank === 1) { - return ""; - } - const innerDims = dims.slice(-2); - return ` - int r = ${innerDims[0]}; - int c = ${innerDims[1]}; + `}}};function kP(e,t){let n=[];for(let r=0;r<=1;r++)for(let a=0;a<=1;a++){let s=`${r===0?"r":"rp1"}, ${a===0?"c":"cp1"}`;for(let i=2;i ${t[0]}`;let r="";for(let a=e-2;a= ${t[a]}`,a= ${cols}; - bool rEdge = rp1 >= ${rows}; - `; - } - function getOutput(shape, dims) { - const rank = shape.length; - const sourceCoords = getSourceCoordsArr(rank, dims); - if (rank === 1) { - return `getA(rc), - rc + 1 >= ${shape[0]} ? 0. : getA(rc + 1), - 0, 0`; - } - return `getA(${sourceCoords[0]}), - cEdge ? 0. : getA(${sourceCoords[1]}), - rEdge ? 0. : getA(${sourceCoords[2]}), - rEdge || cEdge ? 0. : getA(${sourceCoords[3]})`; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ReshapePackedProgram = class { - constructor(outputShape, inputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - let mainLoop = ``; - for (let i = 0; i < 4; i++) { - let thisRC = `thisRC = rc;`; - if (i % 2 === 1) { - thisRC += `thisRC.z += 1;`; - } - if (i > 1) { - thisRC += `thisRC.y += 1;`; - } - mainLoop += ` - ${thisRC} - ${i > 0 ? `if(thisRC.y < rows && thisRC.z < cols){` : ""} + bool cEdge = cp1 >= ${t}; + bool rEdge = rp1 >= ${n}; + `}function _P(e,t){let n=e.length,r=kP(n,t);return n===1?`getA(rc), + rc + 1 >= ${e[0]} ? 0. : getA(rc + 1), + 0, 0`:`getA(${r[0]}), + cEdge ? 0. : getA(${r[1]}), + rEdge ? 0. : getA(${r[2]}), + rEdge || cEdge ? 0. : getA(${r[3]})`}var Db=class{constructor(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;let n="";for(let r=0;r<4;r++){let a="thisRC = rc;";r%2==1&&(a+="thisRC.z += 1;"),r>1&&(a+="thisRC.y += 1;"),n+=` + ${a} + ${r>0?"if(thisRC.y < rows && thisRC.z < cols){":""} int flatIndex = getFlatIndex(thisRC); ivec3 inputRC = inputCoordsFromReshapedOutCoords(flatIndex); vec2 inputRCInnerDims = vec2(float(inputRC.y),float(inputRC.z)); - result[${i}] = + result[${r}] = getChannel(getA(inputRC.x, inputRC.y, inputRC.z), inputRCInnerDims); - ${i > 0 ? "}" : ""} - `; - } - this.userCode = ` - ${getReshapedInputCoords(inputShape)} - ${getFlatIndexFrom3D(outputShape)} + ${r>0?"}":""} + `}this.userCode=` + ${IP(t)} + ${Qm(e)} void main() { ivec3 rc = getOutputCoords(); @@ -30925,253 +865,21 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, vec4 result = vec4(0.); ivec3 thisRC; - int rows = ${outputShape[1]}; - int cols = ${outputShape[2]}; + int rows = ${e[1]}; + int cols = ${e[2]}; - ${mainLoop} + ${n} setOutput(result); } - `; - } - }; - function getReshapedInputCoords(shape) { - const coordsFromIndexSnippet = getLogicalCoordinatesFromFlatIndex(["r", "c", "d"], shape); - return ` + `}};function IP(e){return` ivec3 inputCoordsFromReshapedOutCoords(int index) { - ${coordsFromIndexSnippet} + ${wi(["r","c","d"],e)} return ivec3(r, c, d); } - `; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TextureManager = class { - constructor(gpgpu) { - this.gpgpu = gpgpu; - this.numUsedTextures = 0; - this.numFreeTextures = 0; - this._numBytesAllocated = 0; - this._numBytesFree = 0; - this.freeTextures = {}; - this.logEnabled = false; - this.usedTextures = {}; - } - acquireTexture(shapeRC, usage, isPacked) { - const physicalTexType = getPhysicalFromLogicalTextureType(usage, isPacked); - const shapeKey = getKeyFromTextureShape(shapeRC, physicalTexType, isPacked); - if (!(shapeKey in this.freeTextures)) { - this.freeTextures[shapeKey] = []; - } - if (!(shapeKey in this.usedTextures)) { - this.usedTextures[shapeKey] = []; - } - const texBytes = computeBytes(shapeRC, physicalTexType, this.gpgpu.gl, this.gpgpu.textureConfig, isPacked); - if (this.freeTextures[shapeKey].length > 0) { - this.numFreeTextures--; - this.numUsedTextures++; - this._numBytesFree -= texBytes; - this.log(); - const newTexture2 = this.freeTextures[shapeKey].shift(); - this.usedTextures[shapeKey].push(newTexture2); - return newTexture2; - } - let newTexture; - if (physicalTexType === PhysicalTextureType.PACKED_2X2_FLOAT32) { - newTexture = this.gpgpu.createPackedMatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.PACKED_2X2_FLOAT16) { - newTexture = this.gpgpu.createFloat16PackedMatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.UNPACKED_FLOAT32) { - newTexture = this.gpgpu.createFloat32MatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.UNPACKED_FLOAT16) { - newTexture = this.gpgpu.createFloat16MatrixTexture(shapeRC[0], shapeRC[1]); - } else if (physicalTexType === PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE) { - newTexture = this.gpgpu.createUnsignedBytesMatrixTexture(shapeRC[0], shapeRC[1]); - } - this.usedTextures[shapeKey].push(newTexture); - this.numUsedTextures++; - this._numBytesAllocated += texBytes; - this.log(); - return newTexture; - } - releaseTexture(texture, shape, logicalTexType, isPacked) { - if (this.freeTextures == null) { - return; - } - const physicalTexType = getPhysicalFromLogicalTextureType(logicalTexType, isPacked); - const shapeKey = getKeyFromTextureShape(shape, physicalTexType, isPacked); - if (!(shapeKey in this.freeTextures)) { - this.freeTextures[shapeKey] = []; - } - const texBytes = computeBytes(shape, physicalTexType, this.gpgpu.gl, this.gpgpu.textureConfig, isPacked); - const deleteTexThreshold = env().get("WEBGL_DELETE_TEXTURE_THRESHOLD"); - if (deleteTexThreshold !== -1 && this._numBytesAllocated > deleteTexThreshold) { - this.gpgpu.deleteMatrixTexture(texture); - this._numBytesAllocated -= texBytes; - } else { - this.freeTextures[shapeKey].push(texture); - this.numFreeTextures++; - this._numBytesFree += texBytes; - } - this.numUsedTextures--; - const texList = this.usedTextures[shapeKey]; - const texIndex = texList.indexOf(texture); - if (texIndex < 0) { - throw new Error("Cannot release a texture that was never provided by this texture manager"); - } - texList.splice(texIndex, 1); - this.log(); - } - log() { - if (!this.logEnabled) { - return; - } - const total = this.numFreeTextures + this.numUsedTextures; - console.log("Free/Used", `${this.numFreeTextures} / ${this.numUsedTextures}`, `(${total})`); - const freeRatio = this._numBytesFree / this._numBytesAllocated; - console.log(`Bytes allocated: ${this._numBytesAllocated}`); - console.log(`Bytes unused: ${this._numBytesFree} (${Math.round(100 * freeRatio)}%)`); - } - get numBytesAllocated() { - return this._numBytesAllocated; - } - get numBytesFree() { - return this._numBytesFree; - } - getNumUsedTextures() { - return this.numUsedTextures; - } - getNumFreeTextures() { - return this.numFreeTextures; - } - dispose() { - if (this.freeTextures == null) { - return; - } - for (const texShape in this.freeTextures) { - this.freeTextures[texShape].forEach((tex) => { - this.gpgpu.deleteMatrixTexture(tex); - }); - } - for (const texShape in this.usedTextures) { - this.usedTextures[texShape].forEach((tex) => { - this.gpgpu.deleteMatrixTexture(tex); - }); - } - this.freeTextures = null; - this.usedTextures = null; - this.numUsedTextures = 0; - this.numFreeTextures = 0; - this._numBytesAllocated = 0; - this._numBytesFree = 0; - } - }; - function numBytesForInternalFormat(gl, internalFormat) { - const glany = gl; - if (internalFormat === glany.R32F) { - return 4; - } else if (internalFormat === glany.R16F) { - return 2; - } else if (internalFormat === glany.RGBA32F) { - return 16; - } else if (internalFormat === gl.RGBA) { - return 16; - } else if (internalFormat === glany.RGBA16F) { - return 8; - } - throw new Error(`Unknown internal format ${internalFormat}`); - } - function computeBytes(shape, physicalTexType, gl, textureConfig, isPacked) { - const internalFormat = internalFormatForPhysicalTexType(physicalTexType, textureConfig); - let numElements; - if (isPacked) { - const [packedWidth, packedHeight] = getPackedMatrixTextureShapeWidthHeight(shape[0], shape[1]); - numElements = packedWidth * packedHeight; - } else { - const [width, height] = getUnpackedMatrixTextureShapeWidthHeight(shape[0], shape[1]); - numElements = width * height; - } - const bytesPerElement2 = numBytesForInternalFormat(gl, internalFormat); - return numElements * bytesPerElement2; - } - function internalFormatForPhysicalTexType(physicalTexType, textureConfig) { - switch (physicalTexType) { - case PhysicalTextureType.PACKED_2X2_FLOAT32: - return getInternalFormatForPackedMatrixTexture(textureConfig); - case PhysicalTextureType.PACKED_2X2_FLOAT16: - return getInternalFormatForFloat16PackedMatrixTexture(textureConfig); - case PhysicalTextureType.UNPACKED_FLOAT32: - return getInternalFormatForFloat32MatrixTexture(textureConfig); - case PhysicalTextureType.UNPACKED_FLOAT16: - return getInternalFormatForFloat16MatrixTexture(textureConfig); - case PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE: - return getInternalFormatForUnsignedBytesMatrixTexture(textureConfig); - default: - throw new Error(`Unknown physical texture type ${physicalTexType}`); - } - } - function getPhysicalTextureForRendering(isPacked) { - if (env().getBool("WEBGL_RENDER_FLOAT32_ENABLED")) { - if (isPacked) { - return PhysicalTextureType.PACKED_2X2_FLOAT32; - } - return PhysicalTextureType.UNPACKED_FLOAT32; - } - if (isPacked) { - return PhysicalTextureType.PACKED_2X2_FLOAT16; - } - return PhysicalTextureType.UNPACKED_FLOAT16; - } - function getPhysicalFromLogicalTextureType(logicalTexType, isPacked) { - if (logicalTexType === TextureUsage.UPLOAD) { - return PhysicalTextureType.PACKED_2X2_FLOAT32; - } else if (logicalTexType === TextureUsage.RENDER || logicalTexType == null) { - return getPhysicalTextureForRendering(isPacked); - } else if (logicalTexType === TextureUsage.DOWNLOAD || logicalTexType === TextureUsage.PIXELS) { - return PhysicalTextureType.PACKED_4X1_UNSIGNED_BYTE; - } - throw new Error(`Unknown logical texture type ${logicalTexType}`); - } - function getKeyFromTextureShape(shapeRowsCol, physicalTexType, isPacked) { - return `${shapeRowsCol[0]}_${shapeRowsCol[1]}_${physicalTexType}_${isPacked}`; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var UnaryOpProgram = class { - constructor(aShape, opSnippet) { - this.variableNames = ["A"]; - this.outputShape = aShape; - this.userCode = ` + `}var NP=class{constructor(e){this.gpgpu=e,this.numUsedTextures=0,this.numFreeTextures=0,this._numBytesAllocated=0,this._numBytesFree=0,this.freeTextures={},this.logEnabled=!1,this.usedTextures={}}acquireTexture(e,t,n){let r=zb(t,n),a=Pb(e,r,n);a in this.freeTextures||(this.freeTextures[a]=[]),a in this.usedTextures||(this.usedTextures[a]=[]);let s=Ob(e,r,this.gpgpu.gl,this.gpgpu.textureConfig,n);if(this.freeTextures[a].length>0){this.numFreeTextures--,this.numUsedTextures++,this._numBytesFree-=s,this.log();let o=this.freeTextures[a].shift();return this.usedTextures[a].push(o),o}let i;return r===Qt.PACKED_2X2_FLOAT32?i=this.gpgpu.createPackedMatrixTexture(e[0],e[1]):r===Qt.PACKED_2X2_FLOAT16?i=this.gpgpu.createFloat16PackedMatrixTexture(e[0],e[1]):r===Qt.UNPACKED_FLOAT32?i=this.gpgpu.createFloat32MatrixTexture(e[0],e[1]):r===Qt.UNPACKED_FLOAT16?i=this.gpgpu.createFloat16MatrixTexture(e[0],e[1]):r===Qt.PACKED_4X1_UNSIGNED_BYTE&&(i=this.gpgpu.createUnsignedBytesMatrixTexture(e[0],e[1])),this.usedTextures[a].push(i),this.numUsedTextures++,this._numBytesAllocated+=s,this.log(),i}releaseTexture(e,t,n,r){if(this.freeTextures==null)return;let a=zb(n,r),s=Pb(t,a,r);s in this.freeTextures||(this.freeTextures[s]=[]);let i=Ob(t,a,this.gpgpu.gl,this.gpgpu.textureConfig,r),o=J().get("WEBGL_DELETE_TEXTURE_THRESHOLD");o!==-1&&this._numBytesAllocated>o?(this.gpgpu.deleteMatrixTexture(e),this._numBytesAllocated-=i):(this.freeTextures[s].push(e),this.numFreeTextures++,this._numBytesFree+=i),this.numUsedTextures--;let l=this.usedTextures[s],c=l.indexOf(e);if(c<0)throw new Error("Cannot release a texture that was never provided by this texture manager");l.splice(c,1),this.log()}log(){if(!this.logEnabled)return;let e=this.numFreeTextures+this.numUsedTextures;console.log("Free/Used",`${this.numFreeTextures} / ${this.numUsedTextures}`,`(${e})`);let t=this._numBytesFree/this._numBytesAllocated;console.log(`Bytes allocated: ${this._numBytesAllocated}`),console.log(`Bytes unused: ${this._numBytesFree} (${Math.round(100*t)}%)`)}get numBytesAllocated(){return this._numBytesAllocated}get numBytesFree(){return this._numBytesFree}getNumUsedTextures(){return this.numUsedTextures}getNumFreeTextures(){return this.numFreeTextures}dispose(){if(this.freeTextures!=null){for(let e in this.freeTextures)this.freeTextures[e].forEach(t=>{this.gpgpu.deleteMatrixTexture(t)});for(let e in this.usedTextures)this.usedTextures[e].forEach(t=>{this.gpgpu.deleteMatrixTexture(t)});this.freeTextures=null,this.usedTextures=null,this.numUsedTextures=0,this.numFreeTextures=0,this._numBytesAllocated=0,this._numBytesFree=0}}};function SP(e,t){let n=e;if(t===n.R32F)return 4;if(t===n.R16F)return 2;if(t===n.RGBA32F||t===e.RGBA)return 16;if(t===n.RGBA16F)return 8;throw new Error(`Unknown internal format ${t}`)}function Ob(e,t,n,r,a){let s=TP(t,r),i;if(a){let[l,c]=Il(e[0],e[1]);i=l*c}else{let[l,c]=cc(e[0],e[1]);i=l*c}let o=SP(n,s);return i*o}function TP(e,t){switch(e){case Qt.PACKED_2X2_FLOAT32:return rA(t);case Qt.PACKED_2X2_FLOAT16:return aA(t);case Qt.UNPACKED_FLOAT32:return eA(t);case Qt.UNPACKED_FLOAT16:return tA(t);case Qt.PACKED_4X1_UNSIGNED_BYTE:return nA(t);default:throw new Error(`Unknown physical texture type ${e}`)}}function CP(e){return J().getBool("WEBGL_RENDER_FLOAT32_ENABLED")?e?Qt.PACKED_2X2_FLOAT32:Qt.UNPACKED_FLOAT32:e?Qt.PACKED_2X2_FLOAT16:Qt.UNPACKED_FLOAT16}function zb(e,t){if(e===Xn.UPLOAD)return Qt.PACKED_2X2_FLOAT32;if(e===Xn.RENDER||e==null)return CP(t);if(e===Xn.DOWNLOAD||e===Xn.PIXELS)return Qt.PACKED_4X1_UNSIGNED_BYTE;throw new Error(`Unknown logical texture type ${e}`)}function Pb(e,t,n){return`${e[0]}_${e[1]}_${t}_${n}`}var La=class{constructor(e,t){this.variableNames=["A"],this.outputShape=e,this.userCode=` float unaryOperation(float x) { - ${opSnippet} + ${t} } void main() { @@ -31180,38 +888,11 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, setOutput(y); } - `; - } - }; - var CHECK_NAN_SNIPPET = `if (isnan(x)) return x;`; - var LINEAR = `return x;`; - var ABS = `return abs(x);`; - var ELU = `return (x >= 0.0) ? x : (exp(x) - 1.0);`; - var RELU = CHECK_NAN_SNIPPET + ` + `}},gr="if (isnan(x)) return x;",EP="return x;",Lb="return abs(x);",RP="return (x >= 0.0) ? x : (exp(x) - 1.0);",MP=gr+` return (x < 0.0) ? 0.0 : x; -`; - var RELU6 = CHECK_NAN_SNIPPET + ` +`,FP=gr+` return (x < 0.0) ? 0.0 : min(6.0, x); -`; - var CLONE = "return x;"; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LINEAR2 = `return x;`; - var ELU2 = ` +`,dp="return x;",$P="return x;",DP=` vec4 result; result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0); @@ -31220,8 +901,7 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0); return result; -`; - var RELU2 = ` +`,OP=` vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -31231,8 +911,7 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, result.a = isNaN.a ? x.a : result.a; return result; -`; - var RELU62 = ` +`,zP=` vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -31242,16 +921,9 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, result.a = isNaN.a ? x.a : result.a; return result; -`; - var UnaryOpPackedProgram = class { - constructor(aShape, opSnippet) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = aShape; - this.userCode = ` +`,El=class{constructor(e,t){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode=` vec4 unaryOperation(vec4 x) { - ${opSnippet} + ${t} } void main() { @@ -31260,832 +932,19 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, setOutput(y); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var UnpackProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = false; - this.outputShape = outputShape; - const rank = outputShape.length; - const channels = getChannels("rc", rank); - const dtype = getCoordsDataType(rank); - const sourceCoords = getSourceCoords(rank, channels); - const innerDims = channels.slice(-2); - const coords22 = rank <= 1 ? "rc" : `vec2(${innerDims.join(",")})`; - this.userCode = ` + `}},PP=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!1,this.outputShape=e;let t=e.length,n=dn("rc",t),r=ot(t),a=xP(t,n),s=n.slice(-2),i=t<=1?"rc":`vec2(${s.join(",")})`;this.userCode=` void main() { - ${dtype} rc = getOutputCoords(); - vec4 packedInput = getA(${sourceCoords}); + ${r} rc = getOutputCoords(); + vec4 packedInput = getA(${a}); - setOutput(getChannel(packedInput, ${coords22})); + setOutput(getChannel(packedInput, ${i})); } - `; - } - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var whereImpl3 = kernel_impls_exports.whereImpl; - var EPSILON_FLOAT322 = 1e-7; - var EPSILON_FLOAT162 = 1e-4; - var binaryCaches = {}; - function getBinaryCache(webGLVersion) { - if (webGLVersion in binaryCaches) { - return binaryCaches[webGLVersion]; - } - binaryCaches[webGLVersion] = {}; - return binaryCaches[webGLVersion]; - } - var CPU_HANDOFF_SIZE_THRESHOLD = 128; - var BEFORE_PAGING_CONSTANT = 600; - function numMBBeforeWarning() { - if (env().global.screen == null) { - return 1024; - } - return env().global.screen.height * env().global.screen.width * window.devicePixelRatio * BEFORE_PAGING_CONSTANT / 1024 / 1024; - } - var MathBackendWebGL = class extends KernelBackend { - constructor(gpgpu) { - super(); - this.pendingRead = new WeakMap(); - this.pendingDisposal = new WeakSet(); - this.dataRefCount = new WeakMap(); - this.numBytesInGPU = 0; - this.uploadWaitMs = 0; - this.downloadWaitMs = 0; - this.lastGlFlushTime = 0; - this.warnedAboutMemory = false; - this.warnedAboutCPUBackend = false; - this.pendingDeletes = 0; - this.disposed = false; - if (!env().getBool("HAS_WEBGL")) { - throw new Error("WebGL is not supported on this device"); - } - if (gpgpu == null) { - const gl = getWebGLContext(env().getNumber("WEBGL_VERSION")); - this.binaryCache = getBinaryCache(env().getNumber("WEBGL_VERSION")); - this.gpgpu = new GPGPUContext(gl); - this.canvas = gl.canvas; - this.gpgpuCreatedLocally = true; - } else { - this.gpgpu = gpgpu; - this.binaryCache = {}; - this.gpgpuCreatedLocally = false; - this.canvas = gpgpu.gl.canvas; - } - this.textureManager = new TextureManager(this.gpgpu); - this.numMBBeforeWarning = numMBBeforeWarning(); - this.texData = new DataStorage(this, engine()); - } - nextDataId() { - return MathBackendWebGL.nextDataId++; - } - numDataIds() { - return this.texData.numDataIds() + (this.cpuBackend ? this.cpuBackend.numDataIds() : 0) - this.pendingDeletes; - } - write(values, shape, dtype) { - if (env().getBool("WEBGL_CHECK_NUMERICAL_PROBLEMS") || env().getBool("DEBUG")) { - this.checkNumericalProblems(values); - } - if (dtype === "complex64" && values != null) { - throw new Error(`Cannot write to a complex64 dtype. Please use tf.complex(real, imag).`); - } - const dataId = {id: this.nextDataId()}; - this.texData.set(dataId, {shape, dtype, values, usage: TextureUsage.UPLOAD, refCount: 1}); - return dataId; - } - refCount(dataId) { - if (this.texData.has(dataId)) { - const tensorData = this.texData.get(dataId); - return tensorData.refCount; - } - return 0; - } - incRef(dataId) { - const texData = this.texData.get(dataId); - texData.refCount++; - } - decRef(dataId) { - if (this.texData.has(dataId)) { - const texData = this.texData.get(dataId); - texData.refCount--; - } - } - move(dataId, values, shape, dtype, refCount) { - if (env().getBool("DEBUG")) { - this.checkNumericalProblems(values); - } - if (dtype === "complex64") { - throw new Error(`Cannot write to a complex64 dtype. Please use tf.complex(real, imag).`); - } - this.texData.set(dataId, {shape, dtype, values, usage: TextureUsage.UPLOAD, refCount}); - } - disposeIntermediateTensorInfo(tensorInfo) { - this.disposeData(tensorInfo.dataId); - } - readSync(dataId) { - const texData = this.texData.get(dataId); - const {values, dtype, complexTensorInfos, slice: slice5, shape, isPacked} = texData; - if (slice5 != null) { - let program; - if (isPacked) { - program = new UnaryOpPackedProgram(shape, CLONE); - } else { - program = new UnaryOpProgram(shape, CLONE); - } - const res = this.runWebGLProgram(program, [{dataId, shape, dtype}], dtype); - const data2 = this.readSync(res.dataId); - this.disposeIntermediateTensorInfo(res); - return data2; - } - if (values != null) { - return this.convertAndCacheOnCPU(dataId); - } - if (dtype === "string") { - return values; - } - const shouldTimeProgram = this.activeTimers != null; - let start; - if (shouldTimeProgram) { - start = util_exports.now(); - } - let result; - if (dtype === "complex64") { - const realValues = this.readSync(complexTensorInfos.real.dataId); - const imagValues = this.readSync(complexTensorInfos.imag.dataId); - result = backend_util_exports.mergeRealAndImagArrays(realValues, imagValues); - } else { - result = this.getValuesFromTexture(dataId); - } - if (shouldTimeProgram) { - this.downloadWaitMs += util_exports.now() - start; - } - return this.convertAndCacheOnCPU(dataId, result); - } - async read(dataId) { - if (this.pendingRead.has(dataId)) { - const subscribers2 = this.pendingRead.get(dataId); - return new Promise((resolve) => subscribers2.push(resolve)); - } - const texData = this.texData.get(dataId); - const {values, shape, slice: slice5, dtype, complexTensorInfos, isPacked} = texData; - if (slice5 != null) { - let program; - if (isPacked) { - program = new UnaryOpPackedProgram(shape, CLONE); - } else { - program = new UnaryOpProgram(shape, CLONE); - } - const res = this.runWebGLProgram(program, [{dataId, shape, dtype}], dtype); - const data2 = this.read(res.dataId); - this.disposeIntermediateTensorInfo(res); - return data2; - } - if (values != null) { - return this.convertAndCacheOnCPU(dataId); - } - if (!env().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED") && env().getNumber("WEBGL_VERSION") === 2) { - throw new Error(`tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.`); - } - let buffer2 = null; - let tmpDownloadTarget; - if (dtype !== "complex64" && env().get("WEBGL_BUFFER_SUPPORTED")) { - tmpDownloadTarget = this.decode(dataId); - const tmpData = this.texData.get(tmpDownloadTarget.dataId); - buffer2 = this.gpgpu.createBufferFromTexture(tmpData.texture, ...getDenseTexShape(shape)); - } - this.pendingRead.set(dataId, []); - if (dtype !== "complex64") { - await this.gpgpu.createAndWaitForFence(); - } - let vals; - if (dtype === "complex64") { - const ps = await Promise.all([ - this.read(complexTensorInfos.real.dataId), - this.read(complexTensorInfos.imag.dataId) - ]); - const realValues = ps[0]; - const imagValues = ps[1]; - vals = backend_util_exports.mergeRealAndImagArrays(realValues, imagValues); - } else if (buffer2 == null) { - vals = this.getValuesFromTexture(dataId); - } else { - const size = util_exports.sizeFromShape(shape); - vals = this.gpgpu.downloadFloat32MatrixFromBuffer(buffer2, size); - } - if (tmpDownloadTarget != null) { - this.disposeIntermediateTensorInfo(tmpDownloadTarget); - } - const dTypeVals = this.convertAndCacheOnCPU(dataId, vals); - const subscribers = this.pendingRead.get(dataId); - this.pendingRead.delete(dataId); - subscribers.forEach((resolve) => resolve(dTypeVals)); - if (this.pendingDisposal.has(dataId)) { - this.pendingDisposal.delete(dataId); - if (this.disposeData(dataId)) { - engine().removeDataId(dataId, this); - } - this.pendingDeletes--; - } - return dTypeVals; - } - bufferSync(t) { - const data2 = this.readSync(t.dataId); - let decodedData = data2; - if (t.dtype === "string") { - try { - decodedData = data2.map((d) => util_exports.decodeString(d)); - } catch (_a) { - throw new Error("Failed to decode encoded string bytes into utf-8"); - } - } - return buffer(t.shape, t.dtype, decodedData); - } - checkNumericalProblems(values) { - if (values == null) { - return; - } - for (let i = 0; i < values.length; i++) { - const num = values[i]; - if (!canBeRepresented(num)) { - if (env().getBool("WEBGL_RENDER_FLOAT32_CAPABLE")) { - throw Error(`The value ${num} cannot be represented with your current settings. Consider enabling float32 rendering: 'tf.env().set('WEBGL_RENDER_FLOAT32_ENABLED', true);'`); - } - throw Error(`The value ${num} cannot be represented on this device.`); - } - } - } - getValuesFromTexture(dataId) { - const {shape, dtype, isPacked} = this.texData.get(dataId); - const size = util_exports.sizeFromShape(shape); - if (env().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")) { - const tmpTarget = this.decode(dataId); - const tmpData2 = this.texData.get(tmpTarget.dataId); - const vals2 = this.gpgpu.downloadMatrixFromPackedTexture(tmpData2.texture, ...getDenseTexShape(shape)).subarray(0, size); - this.disposeIntermediateTensorInfo(tmpTarget); - return vals2; - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK") && isPacked === true; - const outputShape = shouldUsePackedProgram ? getShapeAs3D(shape) : shape; - const program = shouldUsePackedProgram ? new EncodeFloatPackedProgram(outputShape) : new EncodeFloatProgram(outputShape); - const output = this.runWebGLProgram(program, [{shape: outputShape, dtype, dataId}], "float32"); - const tmpData = this.texData.get(output.dataId); - const vals = this.gpgpu.downloadByteEncodedFloatMatrixFromOutputTexture(tmpData.texture, tmpData.texShape[0], tmpData.texShape[1]).subarray(0, size); - this.disposeIntermediateTensorInfo(output); - return vals; - } - timerAvailable() { - return env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0; - } - async time(f) { - const oldActiveTimers = this.activeTimers; - const newActiveTimers = []; - let outerMostTime = false; - if (this.programTimersStack == null) { - this.programTimersStack = newActiveTimers; - outerMostTime = true; - } else { - this.activeTimers.push(newActiveTimers); - } - this.activeTimers = newActiveTimers; - f(); - const flattenedActiveTimerQueries = util_exports.flatten(this.activeTimers.map((d) => d.query)).filter((d) => d != null); - const flattenedActiveTimerNames = util_exports.flatten(this.activeTimers.map((d) => d.name)).filter((d) => d != null); - this.activeTimers = oldActiveTimers; - if (outerMostTime) { - this.programTimersStack = null; - } - const res = { - uploadWaitMs: this.uploadWaitMs, - downloadWaitMs: this.downloadWaitMs, - kernelMs: null, - wallMs: null - }; - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - const kernelMs = await Promise.all(flattenedActiveTimerQueries); - res["kernelMs"] = util_exports.sum(kernelMs); - res["getExtraProfileInfo"] = () => kernelMs.map((d, i) => ({name: flattenedActiveTimerNames[i], ms: d})).map((d) => `${d.name}: ${d.ms}`).join(", "); - } else { - res["kernelMs"] = { - error: "WebGL query timers are not supported in this environment." - }; - } - this.uploadWaitMs = 0; - this.downloadWaitMs = 0; - return res; - } - memory() { - return { - unreliable: false, - numBytesInGPU: this.numBytesInGPU, - numBytesInGPUAllocated: this.textureManager.numBytesAllocated, - numBytesInGPUFree: this.textureManager.numBytesFree - }; - } - startTimer() { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - return this.gpgpu.beginQuery(); - } - return {startMs: util_exports.now(), endMs: null}; - } - endTimer(query) { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - this.gpgpu.endQuery(); - return query; - } - query.endMs = util_exports.now(); - return query; - } - async getQueryTime(query) { - if (env().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE") > 0) { - return this.gpgpu.waitForQueryAndGetTime(query); - } - const timerQuery = query; - return timerQuery.endMs - timerQuery.startMs; - } - disposeData(dataId, force = false) { - if (this.pendingDisposal.has(dataId)) { - return false; - } - if (!this.texData.has(dataId)) { - return true; - } - if (force) { - this.texData.get(dataId).refCount = 0; - } else { - this.texData.get(dataId).refCount--; - } - if (!force && this.texData.get(dataId).refCount > 0) { - return false; - } - if (this.pendingRead.has(dataId)) { - this.pendingDisposal.add(dataId); - this.pendingDeletes++; - return false; - } - this.releaseGPUData(dataId); - const {complexTensorInfos} = this.texData.get(dataId); - if (complexTensorInfos != null) { - this.disposeData(complexTensorInfos.real.dataId, force); - this.disposeData(complexTensorInfos.imag.dataId, force); - } - this.texData.delete(dataId); - return true; - } - releaseGPUData(dataId) { - const {texture, dtype, texShape, usage, isPacked, slice: slice5} = this.texData.get(dataId); - const key = slice5 && slice5.origDataId || dataId; - const refCount = this.dataRefCount.get(key); - if (refCount > 1) { - this.dataRefCount.set(key, refCount - 1); - } else { - this.dataRefCount.delete(key); - if (texture != null) { - this.numBytesInGPU -= this.computeBytes(texShape, dtype); - this.textureManager.releaseTexture(texture, texShape, usage, isPacked); - } - } - const texData = this.texData.get(dataId); - texData.texture = null; - texData.texShape = null; - texData.isPacked = false; - texData.slice = null; - } - getTexture(dataId) { - this.uploadToGPU(dataId); - return this.texData.get(dataId).texture; - } - getDataInfo(dataId) { - return this.texData.get(dataId); - } - getCPUBackend() { - if (!env().getBool("WEBGL_CPU_FORWARD")) { - return null; - } - if (this.cpuBackend == null) { - this.cpuBackend = engine().findBackend("cpu"); - } - return this.cpuBackend; - } - shouldExecuteOnCPU(inputs, sizeThreshold = CPU_HANDOFF_SIZE_THRESHOLD) { - const cpuBackend = this.getCPUBackend(); - if (!env().getBool("IS_TEST") && !this.warnedAboutCPUBackend && cpuBackend == null) { - console.warn("Your application contains ops that are small enough to be executed on the CPU backend, however the CPU backend cannot be found. Consider importing the CPU backend (@tensorflow/tfjs-backend-cpu) for better performance."); - this.warnedAboutCPUBackend = true; - } - return cpuBackend != null && inputs.every((input2) => this.texData.get(input2.dataId).texture == null && util_exports.sizeFromShape(input2.shape) < sizeThreshold); - } - getGPGPUContext() { - return this.gpgpu; - } - where(condition) { - backend_util_exports.warn("tf.where() in webgl locks the UI thread. Call tf.whereAsync() instead"); - const condVals = condition.dataSync(); - return whereImpl3(condition.shape, condVals); - } - packedUnaryOp(x, op2, dtype) { - const program = new UnaryOpPackedProgram(x.shape, op2); - const outInfo = this.compileAndRun(program, [x], dtype); - return engine().makeTensorFromDataId(outInfo.dataId, outInfo.shape, outInfo.dtype); - } - abs(x) { - if (this.shouldExecuteOnCPU([x]) && x.dtype !== "complex64") { - const outValues = simpleAbsImplCPU(this.texData.get(x.dataId).values); - return this.makeOutput(x.shape, x.dtype, outValues); - } - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - return this.packedUnaryOp(x, ABS, x.dtype); - } - const program = new UnaryOpProgram(x.shape, ABS); - const outInfo = this.compileAndRun(program, [x]); - return engine().makeTensorFromDataId(outInfo.dataId, outInfo.shape, outInfo.dtype); - } - makeTensorInfo(shape, dtype, values) { - let dataId; - if (dtype === "string" && values != null && values.length > 0 && util_exports.isString(values[0])) { - const encodedValues = values.map((d) => util_exports.encodeString(d)); - dataId = this.write(encodedValues, shape, dtype); - } else { - dataId = this.write(values, shape, dtype); - } - this.texData.get(dataId).usage = null; - return {dataId, shape, dtype}; - } - makeOutput(shape, dtype, values) { - const {dataId} = this.makeTensorInfo(shape, dtype, values); - return engine().makeTensorFromDataId(dataId, shape, dtype, this); - } - unpackTensor(input2) { - const program = new UnpackProgram(input2.shape); - return this.runWebGLProgram(program, [input2], input2.dtype); - } - packTensor(input2) { - const program = new PackProgram(input2.shape); - const preventEagerUnpackingOutput = true; - return this.runWebGLProgram(program, [input2], input2.dtype, null, preventEagerUnpackingOutput); - } - packedReshape(input2, afterShape) { - const input3DShape = [ - getBatchDim(input2.shape), - ...getRowsCols(input2.shape) - ]; - const input3D = { - dtype: input2.dtype, - shape: input3DShape, - dataId: input2.dataId - }; - const afterShapeAs3D = [ - getBatchDim(afterShape), - ...getRowsCols(afterShape) - ]; - const program = new ReshapePackedProgram(afterShapeAs3D, input3DShape); - const preventEagerUnpackingOfOutput = true; - const output = this.runWebGLProgram(program, [input3D], input2.dtype, null, preventEagerUnpackingOfOutput); - return {dataId: output.dataId, shape: afterShape, dtype: output.dtype}; - } - decode(dataId) { - const texData = this.texData.get(dataId); - const {isPacked, shape, dtype} = texData; - const shapeAs3D = getShapeAs3D(shape); - let program; - if (isPacked) { - program = new DecodeMatrixPackedProgram(shapeAs3D); - } else { - program = new DecodeMatrixProgram(shapeAs3D); - } - const preventEagerUnpackingOfOutput = true; - const out = this.runWebGLProgram(program, [{shape: shapeAs3D, dtype, dataId}], dtype, null, preventEagerUnpackingOfOutput); - return {dtype, shape, dataId: out.dataId}; - } - runWebGLProgram(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput = false) { - const output = this.makeTensorInfo(program.outputShape, outputDtype); - const outData = this.texData.get(output.dataId); - if (program.packedOutput) { - outData.isPacked = true; - } - if (program.outPackingScheme === PackingScheme.DENSE) { - const texelShape = getDenseTexShape(program.outputShape); - outData.texShape = texelShape.map((d) => d * 2); - } - if (program.outTexUsage != null) { - outData.usage = program.outTexUsage; - } - if (util_exports.sizeFromShape(output.shape) === 0) { - outData.values = util_exports.getTypedArrayFromDType(output.dtype, 0); - return output; - } - const dataToDispose = []; - const inputsData = inputs.map((input2) => { - if (input2.dtype === "complex64") { - throw new Error(`GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.`); - } - let texData = this.texData.get(input2.dataId); - if (texData.texture == null) { - if (!program.packedInputs && util_exports.sizeFromShape(input2.shape) <= env().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM")) { - return { - shape: input2.shape, - texData: null, - isUniform: true, - uniformValues: texData.values - }; - } - if (program.packedInputs) { - texData.isPacked = true; - texData.shape = input2.shape; - } - } else if (!!texData.isPacked !== !!program.packedInputs) { - input2 = texData.isPacked ? this.unpackTensor(input2) : this.packTensor(input2); - dataToDispose.push(input2); - texData = this.texData.get(input2.dataId); - } else if (texData.isPacked && !isReshapeFree(texData.shape, input2.shape)) { - const savedInput = input2; - const targetShape = input2.shape; - input2.shape = texData.shape; - input2 = this.packedReshape(input2, targetShape); - dataToDispose.push(input2); - texData = this.texData.get(input2.dataId); - savedInput.shape = targetShape; - } - this.uploadToGPU(input2.dataId); - return {shape: input2.shape, texData, isUniform: false}; - }); - this.uploadToGPU(output.dataId); - const outputData = {shape: output.shape, texData: outData, isUniform: false}; - const key = makeShaderKey(program, inputsData, outputData); - const binary = this.getAndSaveBinary(key, () => { - return compileProgram(this.gpgpu, program, inputsData, outputData); - }); - const shouldTimeProgram = this.activeTimers != null; - let query; - if (shouldTimeProgram) { - query = this.startTimer(); - } - runProgram(this.gpgpu, binary, inputsData, outputData, customSetup); - dataToDispose.forEach((info2) => this.disposeIntermediateTensorInfo(info2)); - if (shouldTimeProgram) { - query = this.endTimer(query); - this.activeTimers.push({name: program.constructor.name, query: this.getQueryTime(query)}); - } - const glFlushThreshold = env().get("WEBGL_FLUSH_THRESHOLD"); - if (glFlushThreshold > 0) { - const time2 = util_exports.now(); - if (time2 - this.lastGlFlushTime > glFlushThreshold) { - this.gpgpu.gl.flush(); - this.lastGlFlushTime = time2; - } - } - if (!env().getBool("WEBGL_LAZILY_UNPACK") && outData.isPacked && preventEagerUnpackingOfOutput === false) { - const unpacked = this.unpackTensor(output); - this.disposeIntermediateTensorInfo(output); - return unpacked; - } - return output; - } - compileAndRun(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput = false) { - outputDtype = outputDtype || inputs[0].dtype; - const outInfo = this.runWebGLProgram(program, inputs, outputDtype, customSetup, preventEagerUnpackingOfOutput); - return outInfo; - } - getAndSaveBinary(key, getBinary) { - if (!(key in this.binaryCache)) { - this.binaryCache[key] = getBinary(); - } - return this.binaryCache[key]; - } - getTextureManager() { - return this.textureManager; - } - dispose() { - if (this.disposed) { - return; - } - if (!env().getBool("IS_TEST")) { - const allKeys = Object.keys(this.binaryCache); - allKeys.forEach((key) => { - this.gpgpu.deleteProgram(this.binaryCache[key].webGLProgram); - delete this.binaryCache[key]; - }); - } - this.textureManager.dispose(); - if (this.canvas != null && (typeof HTMLCanvasElement !== "undefined" && this.canvas instanceof HTMLCanvasElement)) { - this.canvas.remove(); - } else { - this.canvas = null; - } - if (this.gpgpuCreatedLocally) { - this.gpgpu.program = null; - this.gpgpu.dispose(); - } - this.disposed = true; - } - floatPrecision() { - if (this.floatPrecisionValue == null) { - this.floatPrecisionValue = tidy(() => { - if (!env().get("WEBGL_RENDER_FLOAT32_ENABLED")) { - const debugFlag = env().getBool("DEBUG"); - env().set("DEBUG", false); - const underflowCheckValue = this.abs(scalar(1e-8)).dataSync()[0]; - env().set("DEBUG", debugFlag); - if (underflowCheckValue > 0) { - return 32; - } - } - return 16; - }); - } - return this.floatPrecisionValue; - } - epsilon() { - return this.floatPrecision() === 32 ? EPSILON_FLOAT322 : EPSILON_FLOAT162; - } - uploadToGPU(dataId) { - const texData = this.texData.get(dataId); - const {shape, dtype, values, texture, usage, isPacked} = texData; - if (texture != null) { - return; - } - const shouldTimeProgram = this.activeTimers != null; - let start; - if (shouldTimeProgram) { - start = util_exports.now(); - } - let texShape = texData.texShape; - if (texShape == null) { - texShape = getTextureShapeFromLogicalShape(shape, isPacked); - texData.texShape = texShape; - } - if (values != null) { - const shapeAs3D = getShapeAs3D(shape); - let program; - let width = texShape[1], height = texShape[0]; - const isByteArray = values instanceof Uint8Array; - if (isPacked) { - [width, height] = getPackedMatrixTextureShapeWidthHeight(texShape[0], texShape[1]); - program = new EncodeMatrixPackedProgram(shapeAs3D, [height, width], isByteArray); - } else { - program = new EncodeMatrixProgram(shapeAs3D, [height, width], isByteArray); - } - const tempDenseInputHandle = this.makeTensorInfo([height, width], dtype); - if (isByteArray) { - this.texData.get(tempDenseInputHandle.dataId).usage = TextureUsage.PIXELS; - } else { - this.texData.get(tempDenseInputHandle.dataId).usage = TextureUsage.UPLOAD; - } - this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(tempDenseInputHandle.dataId), width, height, values); - const preventEagerUnpacking = true; - const encodedOutputTarget = this.runWebGLProgram(program, [tempDenseInputHandle], dtype, null, preventEagerUnpacking); - const outputTexData = this.texData.get(encodedOutputTarget.dataId); - texData.texture = outputTexData.texture; - texData.texShape = outputTexData.texShape; - texData.isPacked = outputTexData.isPacked; - texData.usage = outputTexData.usage; - this.disposeIntermediateTensorInfo(tempDenseInputHandle); - this.texData.delete(encodedOutputTarget.dataId); - texData.values = null; - if (shouldTimeProgram) { - this.uploadWaitMs += util_exports.now() - start; - } - } else { - const newTexture = this.acquireTexture(texShape, usage, dtype, isPacked); - texData.texture = newTexture; - } - } - convertAndCacheOnCPU(dataId, float32Values) { - const texData = this.texData.get(dataId); - const {dtype} = texData; - this.releaseGPUData(dataId); - if (float32Values != null) { - texData.values = float32ToTypedArray(float32Values, dtype); - } - return texData.values; - } - acquireTexture(texShape, texType, dtype, isPacked) { - this.numBytesInGPU += this.computeBytes(texShape, dtype); - if (!this.warnedAboutMemory && this.numBytesInGPU > this.numMBBeforeWarning * 1024 * 1024) { - const mb = (this.numBytesInGPU / 1024 / 1024).toFixed(2); - this.warnedAboutMemory = true; - console.warn(`High memory usage in GPU: ${mb} MB, most likely due to a memory leak`); - } - return this.textureManager.acquireTexture(texShape, texType, isPacked); - } - computeBytes(shape, dtype) { - return shape[0] * shape[1] * util_exports.bytesPerElement(dtype); - } - }; - MathBackendWebGL.nextDataId = 0; - function float32ToTypedArray(a, dtype) { - if (dtype === "float32" || dtype === "complex64") { - return a; - } else if (dtype === "int32" || dtype === "bool") { - const result = dtype === "int32" ? new Int32Array(a.length) : new Uint8Array(a.length); - for (let i = 0; i < result.length; ++i) { - result[i] = Math.round(a[i]); - } - return result; - } else { - throw new Error(`Unknown dtype ${dtype}`); - } - } - /** @license See the LICENSE file. */ - var version8 = "3.3.0"; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function forceHalfFloat() { - env().set("WEBGL_FORCE_F16_TEXTURES", true); - } - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - if (device_util_exports.isBrowser()) { - registerBackend("webgl", () => new MathBackendWebGL(), 2); - } - var webgl = {forceHalfFloat}; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CHECK_NAN_SNIPPET2 = ` + `}},LP=Pr.whereImpl,WP=1e-7,BP=1e-4,iA={};function VP(e){return e in iA||(iA[e]={}),iA[e]}var UP=128,jP=600;function HP(){return J().global.screen==null?1024:J().global.screen.height*J().global.screen.width*window.devicePixelRatio*jP/1024/1024}var Rl=class extends uu{constructor(e){super();if(this.pendingRead=new WeakMap,this.pendingDisposal=new WeakSet,this.dataRefCount=new WeakMap,this.numBytesInGPU=0,this.uploadWaitMs=0,this.downloadWaitMs=0,this.lastGlFlushTime=0,this.warnedAboutMemory=!1,this.warnedAboutCPUBackend=!1,this.pendingDeletes=0,this.disposed=!1,!J().getBool("HAS_WEBGL"))throw new Error("WebGL is not supported on this device");if(e==null){let t=Wr(J().getNumber("WEBGL_VERSION"));this.binaryCache=VP(J().getNumber("WEBGL_VERSION")),this.gpgpu=new hp(t),this.canvas=t.canvas,this.gpgpuCreatedLocally=!0}else this.gpgpu=e,this.binaryCache={},this.gpgpuCreatedLocally=!1,this.canvas=e.gl.canvas;this.textureManager=new NP(this.gpgpu),this.numMBBeforeWarning=HP(),this.texData=new bh(this,Mr())}nextDataId(){return Rl.nextDataId++}numDataIds(){return this.texData.numDataIds()+(this.cpuBackend?this.cpuBackend.numDataIds():0)-this.pendingDeletes}write(e,t,n){if((J().getBool("WEBGL_CHECK_NUMERICAL_PROBLEMS")||J().getBool("DEBUG"))&&this.checkNumericalProblems(e),n==="complex64"&&e!=null)throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");let r={id:this.nextDataId()};return this.texData.set(r,{shape:t,dtype:n,values:e,usage:Xn.UPLOAD,refCount:1}),r}refCount(e){return this.texData.has(e)?this.texData.get(e).refCount:0}incRef(e){let t=this.texData.get(e);t.refCount++}decRef(e){if(this.texData.has(e)){let t=this.texData.get(e);t.refCount--}}move(e,t,n,r,a){if(J().getBool("DEBUG")&&this.checkNumericalProblems(t),r==="complex64")throw new Error("Cannot write to a complex64 dtype. Please use tf.complex(real, imag).");this.texData.set(e,{shape:n,dtype:r,values:t,usage:Xn.UPLOAD,refCount:a})}disposeIntermediateTensorInfo(e){this.disposeData(e.dataId)}readSync(e){let t=this.texData.get(e),{values:n,dtype:r,complexTensorInfos:a,slice:s,shape:i,isPacked:o}=t;if(s!=null){let h;o?h=new El(i,dp):h=new La(i,dp);let d=this.runWebGLProgram(h,[{dataId:e,shape:i,dtype:r}],r),p=this.readSync(d.dataId);return this.disposeIntermediateTensorInfo(d),p}if(n!=null)return this.convertAndCacheOnCPU(e);if(r==="string")return n;let l=this.activeTimers!=null,c;l&&(c=v.now());let u;if(r==="complex64"){let h=this.readSync(a.real.dataId),d=this.readSync(a.imag.dataId);u=R.mergeRealAndImagArrays(h,d)}else u=this.getValuesFromTexture(e);return l&&(this.downloadWaitMs+=v.now()-c),this.convertAndCacheOnCPU(e,u)}async read(e){if(this.pendingRead.has(e)){let p=this.pendingRead.get(e);return new Promise(f=>p.push(f))}let t=this.texData.get(e),{values:n,shape:r,slice:a,dtype:s,complexTensorInfos:i,isPacked:o}=t;if(a!=null){let p;o?p=new El(r,dp):p=new La(r,dp);let f=this.runWebGLProgram(p,[{dataId:e,shape:r,dtype:s}],s),m=this.read(f.dataId);return this.disposeIntermediateTensorInfo(f),m}if(n!=null)return this.convertAndCacheOnCPU(e);if(!J().getBool("WEBGL_DOWNLOAD_FLOAT_ENABLED")&&J().getNumber("WEBGL_VERSION")===2)throw new Error("tensor.data() with WEBGL_DOWNLOAD_FLOAT_ENABLED=false and WEBGL_VERSION=2 not yet supported.");let l=null,c;if(s!=="complex64"&&J().get("WEBGL_BUFFER_SUPPORTED")){c=this.decode(e);let p=this.texData.get(c.dataId);l=this.gpgpu.createBufferFromTexture(p.texture,...hc(r))}this.pendingRead.set(e,[]),s!=="complex64"&&await this.gpgpu.createAndWaitForFence();let u;if(s==="complex64"){let p=await Promise.all([this.read(i.real.dataId),this.read(i.imag.dataId)]),f=p[0],m=p[1];u=R.mergeRealAndImagArrays(f,m)}else if(l==null)u=this.getValuesFromTexture(e);else{let p=v.sizeFromShape(r);u=this.gpgpu.downloadFloat32MatrixFromBuffer(l,p)}c!=null&&this.disposeIntermediateTensorInfo(c);let h=this.convertAndCacheOnCPU(e,u),d=this.pendingRead.get(e);return this.pendingRead.delete(e),d.forEach(p=>p(h)),this.pendingDisposal.has(e)&&(this.pendingDisposal.delete(e),this.disposeData(e)&&Mr().removeDataId(e,this),this.pendingDeletes--),h}bufferSync(e){let t=this.readSync(e.dataId),n=t;if(e.dtype==="string")try{n=t.map(r=>v.decodeString(r))}catch(r){throw new Error("Failed to decode encoded string bytes into utf-8")}return Be(e.shape,e.dtype,n)}checkNumericalProblems(e){if(e!=null)for(let t=0;t0}async time(e){let t=this.activeTimers,n=[],r=!1;this.programTimersStack==null?(this.programTimersStack=n,r=!0):this.activeTimers.push(n),this.activeTimers=n,e();let a=v.flatten(this.activeTimers.map(o=>o.query)).filter(o=>o!=null),s=v.flatten(this.activeTimers.map(o=>o.name)).filter(o=>o!=null);this.activeTimers=t,r&&(this.programTimersStack=null);let i={uploadWaitMs:this.uploadWaitMs,downloadWaitMs:this.downloadWaitMs,kernelMs:null,wallMs:null};if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0){let o=await Promise.all(a);i.kernelMs=v.sum(o),i.getExtraProfileInfo=()=>o.map((l,c)=>({name:s[c],ms:l})).map(l=>`${l.name}: ${l.ms}`).join(", ")}else i.kernelMs={error:"WebGL query timers are not supported in this environment."};return this.uploadWaitMs=0,this.downloadWaitMs=0,i}memory(){return{unreliable:!1,numBytesInGPU:this.numBytesInGPU,numBytesInGPUAllocated:this.textureManager.numBytesAllocated,numBytesInGPUFree:this.textureManager.numBytesFree}}startTimer(){return J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?this.gpgpu.beginQuery():{startMs:v.now(),endMs:null}}endTimer(e){return J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0?(this.gpgpu.endQuery(),e):(e.endMs=v.now(),e)}async getQueryTime(e){if(J().getNumber("WEBGL_DISJOINT_QUERY_TIMER_EXTENSION_RELIABLE")>0)return this.gpgpu.waitForQueryAndGetTime(e);let t=e;return t.endMs-t.startMs}disposeData(e,t=!1){if(this.pendingDisposal.has(e))return!1;if(!this.texData.has(e))return!0;if(t?this.texData.get(e).refCount=0:this.texData.get(e).refCount--,!t&&this.texData.get(e).refCount>0)return!1;if(this.pendingRead.has(e))return this.pendingDisposal.add(e),this.pendingDeletes++,!1;this.releaseGPUData(e);let{complexTensorInfos:n}=this.texData.get(e);return n!=null&&(this.disposeData(n.real.dataId,t),this.disposeData(n.imag.dataId,t)),this.texData.delete(e),!0}releaseGPUData(e){let{texture:t,dtype:n,texShape:r,usage:a,isPacked:s,slice:i}=this.texData.get(e),o=i&&i.origDataId||e,l=this.dataRefCount.get(o);l>1?this.dataRefCount.set(o,l-1):(this.dataRefCount.delete(o),t!=null&&(this.numBytesInGPU-=this.computeBytes(r,n),this.textureManager.releaseTexture(t,r,a,s)));let c=this.texData.get(e);c.texture=null,c.texShape=null,c.isPacked=!1,c.slice=null}getTexture(e){return this.uploadToGPU(e),this.texData.get(e).texture}getDataInfo(e){return this.texData.get(e)}getCPUBackend(){return J().getBool("WEBGL_CPU_FORWARD")?(this.cpuBackend==null&&(this.cpuBackend=Mr().findBackend("cpu")),this.cpuBackend):null}shouldExecuteOnCPU(e,t=UP){let n=this.getCPUBackend();return!J().getBool("IS_TEST")&&!this.warnedAboutCPUBackend&&n==null&&(console.warn("Your application contains ops that are small enough to be executed on the CPU backend, however the CPU backend cannot be found. Consider importing the CPU backend (@tensorflow/tfjs-backend-cpu) for better performance."),this.warnedAboutCPUBackend=!0),n!=null&&e.every(r=>this.texData.get(r.dataId).texture==null&&v.sizeFromShape(r.shape)0&&v.isString(n[0])){let a=n.map(s=>v.encodeString(s));r=this.write(a,e,t)}else r=this.write(n,e,t);return this.texData.get(r).usage=null,{dataId:r,shape:e,dtype:t}}makeOutput(e,t,n){let{dataId:r}=this.makeTensorInfo(e,t,n);return Mr().makeTensorFromDataId(r,e,t,this)}unpackTensor(e){let t=new PP(e.shape);return this.runWebGLProgram(t,[e],e.dtype)}packTensor(e){let t=new vP(e.shape),n=!0;return this.runWebGLProgram(t,[e],e.dtype,null,n)}packedReshape(e,t){let n=[yi(e.shape),...gi(e.shape)],r={dtype:e.dtype,shape:n,dataId:e.dataId},a=[yi(t),...gi(t)],s=new Db(a,n),i=!0,o=this.runWebGLProgram(s,[r],e.dtype,null,i);return{dataId:o.dataId,shape:t,dtype:o.dtype}}decode(e){let t=this.texData.get(e),{isPacked:n,shape:r,dtype:a}=t,s=ip(r),i;n?i=new nz(s):i=new tz(s);let o=!0,l=this.runWebGLProgram(i,[{shape:s,dtype:a,dataId:e}],a,null,o);return{dtype:a,shape:r,dataId:l.dataId}}runWebGLProgram(e,t,n,r,a=!1){let s=this.makeTensorInfo(e.outputShape,n),i=this.texData.get(s.dataId);if(e.packedOutput&&(i.isPacked=!0),e.outPackingScheme===uc.DENSE){let m=hc(e.outputShape);i.texShape=m.map(A=>A*2)}if(e.outTexUsage!=null&&(i.usage=e.outTexUsage),v.sizeFromShape(s.shape)===0)return i.values=v.getTypedArrayFromDType(s.dtype,0),s;let o=[],l=t.map(m=>{if(m.dtype==="complex64")throw new Error("GPGPUProgram does not support complex64 input. For complex64 dtypes, please separate the program into real and imaginary parts.");let A=this.texData.get(m.dataId);if(A.texture==null){if(!e.packedInputs&&v.sizeFromShape(m.shape)<=J().getNumber("WEBGL_SIZE_UPLOAD_UNIFORM"))return{shape:m.shape,texData:null,isUniform:!0,uniformValues:A.values};e.packedInputs&&(A.isPacked=!0,A.shape=m.shape)}else if(!!A.isPacked!=!!e.packedInputs)m=A.isPacked?this.unpackTensor(m):this.packTensor(m),o.push(m),A=this.texData.get(m.dataId);else if(A.isPacked&&!lc(A.shape,m.shape)){let y=m,g=m.shape;m.shape=A.shape,m=this.packedReshape(m,g),o.push(m),A=this.texData.get(m.dataId),y.shape=g}return this.uploadToGPU(m.dataId),{shape:m.shape,texData:A,isUniform:!1}});this.uploadToGPU(s.dataId);let c={shape:s.shape,texData:i,isUniform:!1},u=Gz(e,l,c),h=this.getAndSaveBinary(u,()=>jz(this.gpgpu,e,l,c)),d=this.activeTimers!=null,p;d&&(p=this.startTimer()),Hz(this.gpgpu,h,l,c,r),o.forEach(m=>this.disposeIntermediateTensorInfo(m)),d&&(p=this.endTimer(p),this.activeTimers.push({name:e.constructor.name,query:this.getQueryTime(p)}));let f=J().get("WEBGL_FLUSH_THRESHOLD");if(f>0){let m=v.now();m-this.lastGlFlushTime>f&&(this.gpgpu.gl.flush(),this.lastGlFlushTime=m)}if(!J().getBool("WEBGL_LAZILY_UNPACK")&&i.isPacked&&a===!1){let m=this.unpackTensor(s);return this.disposeIntermediateTensorInfo(s),m}return s}compileAndRun(e,t,n,r,a=!1){return n=n||t[0].dtype,this.runWebGLProgram(e,t,n,r,a)}getAndSaveBinary(e,t){return e in this.binaryCache||(this.binaryCache[e]=t()),this.binaryCache[e]}getTextureManager(){return this.textureManager}dispose(){this.disposed||(J().getBool("IS_TEST")||Object.keys(this.binaryCache).forEach(e=>{this.gpgpu.deleteProgram(this.binaryCache[e].webGLProgram),delete this.binaryCache[e]}),this.textureManager.dispose(),this.canvas!=null&&typeof HTMLCanvasElement!="undefined"&&this.canvas instanceof HTMLCanvasElement?this.canvas.remove():this.canvas=null,this.gpgpuCreatedLocally&&(this.gpgpu.program=null,this.gpgpu.dispose()),this.disposed=!0)}floatPrecision(){return this.floatPrecisionValue==null&&(this.floatPrecisionValue=z(()=>{if(!J().get("WEBGL_RENDER_FLOAT32_ENABLED")){let e=J().getBool("DEBUG");J().set("DEBUG",!1);let t=this.abs(ge(1e-8)).dataSync()[0];if(J().set("DEBUG",e),t>0)return 32}return 16})),this.floatPrecisionValue}epsilon(){return this.floatPrecision()===32?WP:BP}uploadToGPU(e){let t=this.texData.get(e),{shape:n,dtype:r,values:a,texture:s,usage:i,isPacked:o}=t;if(s!=null)return;let l=this.activeTimers!=null,c;l&&(c=v.now());let u=t.texShape;if(u==null&&(u=nb(n,o),t.texShape=u),a!=null){let h=ip(n),d,p=u[1],f=u[0],m=a instanceof Uint8Array;o?([p,f]=Il(u[0],u[1]),d=new iz(h,[f,p],m)):d=new sz(h,[f,p],m);let A=this.makeTensorInfo([f,p],r);m?this.texData.get(A.dataId).usage=Xn.PIXELS:this.texData.get(A.dataId).usage=Xn.UPLOAD,this.gpgpu.uploadDenseMatrixToTexture(this.getTexture(A.dataId),p,f,a);let y=!0,g=this.runWebGLProgram(d,[A],r,null,y),w=this.texData.get(g.dataId);t.texture=w.texture,t.texShape=w.texShape,t.isPacked=w.isPacked,t.usage=w.usage,this.disposeIntermediateTensorInfo(A),this.texData.delete(g.dataId),t.values=null,l&&(this.uploadWaitMs+=v.now()-c)}else{let h=this.acquireTexture(u,i,r,o);t.texture=h}}convertAndCacheOnCPU(e,t){let n=this.texData.get(e),{dtype:r}=n;return this.releaseGPUData(e),t!=null&&(n.values=GP(t,r)),n.values}acquireTexture(e,t,n,r){if(this.numBytesInGPU+=this.computeBytes(e,n),!this.warnedAboutMemory&&this.numBytesInGPU>this.numMBBeforeWarning*1024*1024){let a=(this.numBytesInGPU/1024/1024).toFixed(2);this.warnedAboutMemory=!0,console.warn(`High memory usage in GPU: ${a} MB, most likely due to a memory leak`)}return this.textureManager.acquireTexture(e,t,r)}computeBytes(e,t){return e[0]*e[1]*v.bytesPerElement(t)}};Rl.nextDataId=0;function GP(e,t){if(t==="float32"||t==="complex64")return e;if(t==="int32"||t==="bool"){let n=t==="int32"?new Int32Array(e.length):new Uint8Array(e.length);for(let r=0;rnew Rl,2);var qP={forceHalfFloat:Bb},Vb=` if (isnan(a)) return a; if (isnan(b)) return b; -`; - var BinaryOpProgram = class { - constructor(op2, aShape, bShape) { - this.variableNames = ["A", "B"]; - this.outputShape = backend_util_exports.assertAndGetBroadcastShape(aShape, bShape); - this.userCode = ` +`,Ml=class{constructor(e,t,n){this.variableNames=["A","B"],this.outputShape=R.assertAndGetBroadcastShape(t,n),this.userCode=` float binaryOperation(float a, float b) { - ${op2} + ${e} } void main() { @@ -32093,75 +952,32 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, float b = getBAtOutCoords(); setOutput(binaryOperation(a, b)); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CHECK_NAN_SNIPPET3 = ` + `}},pp=` result.r = isNaN.r > 0. ? NAN : result.r; result.g = isNaN.g > 0. ? NAN : result.g; result.b = isNaN.b > 0. ? NAN : result.b; result.a = isNaN.a > 0. ? NAN : result.a; -`; - var BinaryOpPackedProgram = class { - constructor(op2, aShape, bShape, checkOutOfBounds = false) { - this.variableNames = ["A", "B"]; - this.supportsBroadcasting = true; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = backend_util_exports.assertAndGetBroadcastShape(aShape, bShape); - const rank = this.outputShape.length; - let checkOutOfBoundsString = ""; - if (checkOutOfBounds) { - if (rank === 0 || util_exports.sizeFromShape(this.outputShape) === 1) { - checkOutOfBoundsString = ` +`,pc=class{constructor(e,t,n,r=!1){this.variableNames=["A","B"],this.supportsBroadcasting=!0,this.packedInputs=!0,this.packedOutput=!0,this.outputShape=R.assertAndGetBroadcastShape(t,n);let a=this.outputShape.length,s="";if(r)if(a===0||v.sizeFromShape(this.outputShape)===1)s=` result.y = 0.; result.z = 0.; result.w = 0.; - `; - } else { - const dtype = getCoordsDataType(rank); - checkOutOfBoundsString = ` - ${dtype} coords = getOutputCoords(); - `; - if (rank === 1) { - checkOutOfBoundsString += ` + `;else if(s=` + ${ot(a)} coords = getOutputCoords(); + `,a===1)s+=` result.y = (coords + 1) >= ${this.outputShape[0]} ? 0. : result.y; result.z = 0.; result.w = 0.; - `; - } else { - const channels = getChannels("coords", rank); - checkOutOfBoundsString += ` + `;else{let i=dn("coords",a);s+=` bool nextRowOutOfBounds = - (${channels[rank - 2]} + 1) >= ${this.outputShape[rank - 2]}; + (${i[a-2]} + 1) >= ${this.outputShape[a-2]}; bool nextColOutOfBounds = - (${channels[rank - 1]} + 1) >= ${this.outputShape[rank - 1]}; + (${i[a-1]} + 1) >= ${this.outputShape[a-1]}; result.y = nextColOutOfBounds ? 0. : result.y; result.z = nextRowOutOfBounds ? 0. : result.z; result.w = nextColOutOfBounds || nextRowOutOfBounds ? 0. : result.w; - `; - } - } - } - this.userCode = ` + `}this.userCode=` vec4 binaryOperation(vec4 a, vec4 b) { - ${op2} + ${e} } void main() { @@ -32169,351 +985,49 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, vec4 b = getBAtOutCoords(); vec4 result = binaryOperation(a, b); - ${checkOutOfBoundsString} + ${s} setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function identity2(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - backend22.incRef(x.dataId); - return {dataId: x.dataId, shape: x.shape, dtype: x.dtype}; - } - var identityConfig2 = { - kernelName: Identity, - backendName: "webgl", - kernelFunc: identity2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function complex3(args) { - const {inputs, backend: backend22} = args; - const {real: real4, imag: imag4} = inputs; - const complexInfo = backend22.makeTensorInfo(real4.shape, "complex64"); - const complex4 = backend22.texData.get(complexInfo.dataId); - const realTensorInfo = identity2({inputs: {x: real4}, backend: backend22}); - const imagTensorInfo = identity2({inputs: {x: imag4}, backend: backend22}); - complex4.complexTensorInfos = {real: realTensorInfo, imag: imagTensorInfo}; - return complexInfo; - } - var complexConfig2 = { - kernelName: Complex, - backendName: "webgl", - kernelFunc: complex3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LEAKYRELU = `return (a < 0.) ? b * a : a;`; - var LEAKYRELU_PACKED = ` + `}};function On(e){let{inputs:t,backend:n}=e,{x:r}=t;return n.incRef(r.dataId),{dataId:r.dataId,shape:r.shape,dtype:r.dtype}}var XP={kernelName:vs,backendName:"webgl",kernelFunc:On};function Wa(e){let{inputs:t,backend:n}=e,{real:r,imag:a}=t,s=n.makeTensorInfo(r.shape,"complex64"),i=n.texData.get(s.dataId),o=On({inputs:{x:r},backend:n}),l=On({inputs:{x:a},backend:n});return i.complexTensorInfos={real:o,imag:l},s}var KP={kernelName:Eh,backendName:"webgl",kernelFunc:Wa},Ub="return (a < 0.) ? b * a : a;",jb=` vec4 aLessThanZero = vec4(lessThan(a, vec4(0.))); return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a); -`; - function leakyRelu3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {alpha} = attrs; - const $alpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(alpha, "float32")); - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(LEAKYRELU_PACKED, x.shape, $alpha.shape) : new BinaryOpProgram(LEAKYRELU, x.shape, $alpha.shape); - const result = backend22.runWebGLProgram(program, [x, $alpha], x.dtype); - backend22.disposeIntermediateTensorInfo($alpha); - return result; - } - var leakyReluConfig2 = { - kernelName: LeakyRelu, - backendName: "webgl", - kernelFunc: leakyRelu3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PRELU = `return (a < 0.) ? b * a : a;`; - var PRELU_PACKED = ` +`;function ZP(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{alpha:s}=r,i=n.makeTensorInfo([],"float32",v.createScalarValue(s,"float32")),o=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(jb,a.shape,i.shape):new Ml(Ub,a.shape,i.shape),l=n.runWebGLProgram(o,[a,i],a.dtype);return n.disposeIntermediateTensorInfo(i),l}var YP={kernelName:ks,backendName:"webgl",kernelFunc:ZP},Hb="return (a < 0.) ? b * a : a;",Gb=` vec4 aLessThanZero = vec4(lessThan(a, vec4(0.))); return (aLessThanZero * (b * a)) + ((vec4(1.0) - aLessThanZero) * a); -`; - function prelu3(args) { - const {inputs, backend: backend22} = args; - const {x, alpha} = inputs; - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(PRELU_PACKED, x.shape, alpha.shape) : new BinaryOpProgram(PRELU, x.shape, alpha.shape); - return backend22.runWebGLProgram(program, [x, alpha], x.dtype); - } - var preluConfig2 = { - kernelName: Prelu, - backendName: "webgl", - kernelFunc: prelu3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CHECK_NAN_SNIPPET_UNARY = `if (isnan(x)) return x;`; - var CHECK_NAN_SNIPPET_BINARY = ` +`;function JP(e){let{inputs:t,backend:n}=e,{x:r,alpha:a}=t,s=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(Gb,r.shape,a.shape):new Ml(Hb,r.shape,a.shape);return n.runWebGLProgram(s,[r,a],r.dtype)}var QP={kernelName:Os,backendName:"webgl",kernelFunc:JP},qb="if (isnan(x)) return x;",eL=` if (isnan(a)) return a; if (isnan(b)) return b; -`; - var CHECK_NAN_SNIPPET_BINARY_PACKED = ` +`,tL=` result.r = isNaN.r > 0. ? NAN : result.r; result.g = isNaN.g > 0. ? NAN : result.g; result.b = isNaN.b > 0. ? NAN : result.b; result.a = isNaN.a > 0. ? NAN : result.a; -`; - function unaryKernelFunc2({opSnippet, packedOpSnippet, cpuKernelImpl, dtype}) { - return ({inputs, backend: backend22}) => { - const {x} = inputs; - const webglBackend = backend22; - const $dtype = dtype || x.dtype; - if (webglBackend.shouldExecuteOnCPU([x]) && cpuKernelImpl != null) { - const xData = webglBackend.texData.get(x.dataId); - const outValues = cpuKernelImpl(xData.values, $dtype); - return webglBackend.makeTensorInfo(x.shape, $dtype, outValues); - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK_UNARY_OPERATIONS") && packedOpSnippet != null; - let program; - if (shouldUsePackedProgram) { - program = new UnaryOpPackedProgram(x.shape, packedOpSnippet); - } else { - program = new UnaryOpProgram(x.shape, opSnippet); - } - return webglBackend.runWebGLProgram(program, [x], $dtype); - }; - } - function binaryKernelFunc2({opSnippet, packedOpSnippet, checkOutOfBounds = false, supportsComplex = false, cpuKernelImpl, dtype}) { - return ({inputs, backend: backend22}) => { - const {a, b} = inputs; - const webglBackend = backend22; - if (supportsComplex && a.dtype === "complex64") { - const aData = webglBackend.texData.get(a.dataId); - const bData = webglBackend.texData.get(b.dataId); - const [real4, imag4] = [ - [aData.complexTensorInfos.real, bData.complexTensorInfos.real], - [aData.complexTensorInfos.imag, bData.complexTensorInfos.imag] - ].map((complexParts) => { - const [aPart, bPart] = complexParts; - const aHandle = { - dataId: aPart.dataId, - dtype: aPart.dtype, - shape: a.shape - }; - const bHandle = { - dataId: bPart.dataId, - dtype: bPart.dtype, - shape: b.shape - }; - const program2 = new BinaryOpProgram(opSnippet, a.shape, b.shape); - return webglBackend.runWebGLProgram(program2, [aHandle, bHandle], upcastType(aPart.dtype, bPart.dtype)); - }); - const complexOutput = complex3({inputs: {real: real4, imag: imag4}, backend: webglBackend}); - webglBackend.disposeIntermediateTensorInfo(real4); - webglBackend.disposeIntermediateTensorInfo(imag4); - return complexOutput; - } - const $dtype = dtype || upcastType(a.dtype, b.dtype); - if (webglBackend.shouldExecuteOnCPU([a, b]) && cpuKernelImpl != null) { - const aData = webglBackend.texData.get(a.dataId); - const bData = webglBackend.texData.get(b.dataId); - const [outValues, outShape] = cpuKernelImpl(a.shape, b.shape, aData.values, bData.values, $dtype); - const out = webglBackend.makeTensorInfo(outShape, $dtype); - const outData = webglBackend.texData.get(out.dataId); - outData.values = outValues; - return out; - } - const shouldUsePackedProgram = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") && packedOpSnippet != null; - let program; - if (shouldUsePackedProgram) { - program = new BinaryOpPackedProgram(packedOpSnippet, a.shape, b.shape, checkOutOfBounds); - } else { - program = new BinaryOpProgram(opSnippet, a.shape, b.shape); - } - return webglBackend.runWebGLProgram(program, [a, b], $dtype); - }; - } - function mapActivationToShaderProgram(activation2, packed = false) { - if (activation2 === "linear") { - if (packed) { - return LINEAR2; - } - return LINEAR; - } else if (activation2 === "relu") { - if (packed) { - return RELU2; - } - return RELU; - } else if (activation2 === "elu") { - if (packed) { - return ELU2; - } - return ELU; - } else if (activation2 === "relu6") { - if (packed) { - return RELU62; - } - return RELU6; - } else if (activation2 === "prelu") { - if (packed) { - return PRELU_PACKED; - } - return PRELU; - } else if (activation2 === "leakyrelu") { - if (packed) { - return LEAKYRELU_PACKED; - } - return LEAKYRELU; - } - throw new Error(`Activation ${activation2} has not been implemented for the WebGL backend.`); - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MatMulPackedProgram = class { - constructor(aShape, bShape, outputShape, transposeA = false, transposeB = false, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyreluActivation = false) { - this.variableNames = ["matrixA", "matrixB"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - const sharedDim = transposeA ? aShape[1] : aShape[2]; - const sharedDimensionPacked = Math.ceil(sharedDim / 2); - const aSample = transposeA ? "i * 2, rc.y" : "rc.y, i * 2"; - const bSample = transposeB ? "rc.z, i * 2" : "i * 2, rc.z"; - const aSwizzle = transposeA ? ["a.xxyy", "a.zzww"] : ["a.xxzz", "a.yyww"]; - const bSwizzle = transposeB ? ["b.xzxz", "b.ywyw"] : ["b.xyxy", "b.zwzw"]; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { +`;function Xe({opSnippet:e,packedOpSnippet:t,cpuKernelImpl:n,dtype:r}){return({inputs:a,backend:s})=>{let{x:i}=a,o=s,l=r||i.dtype;if(o.shouldExecuteOnCPU([i])&&n!=null){let h=o.texData.get(i.dataId),d=n(h.values,l);return o.makeTensorInfo(i.shape,l,d)}let c=J().getBool("WEBGL_PACK_UNARY_OPERATIONS")&&t!=null,u;return c?u=new El(i.shape,t):u=new La(i.shape,e),o.runWebGLProgram(u,[i],l)}}function en({opSnippet:e,packedOpSnippet:t,checkOutOfBounds:n=!1,supportsComplex:r=!1,cpuKernelImpl:a,dtype:s}){return({inputs:i,backend:o})=>{let{a:l,b:c}=i,u=o;if(r&&l.dtype==="complex64"){let f=u.texData.get(l.dataId),m=u.texData.get(c.dataId),[A,y]=[[f.complexTensorInfos.real,m.complexTensorInfos.real],[f.complexTensorInfos.imag,m.complexTensorInfos.imag]].map(w=>{let[b,_]=w,x={dataId:b.dataId,dtype:b.dtype,shape:l.shape},N={dataId:_.dataId,dtype:_.dtype,shape:c.shape},T=new Ml(e,l.shape,c.shape);return u.runWebGLProgram(T,[x,N],nr(b.dtype,_.dtype))}),g=Wa({inputs:{real:A,imag:y},backend:u});return u.disposeIntermediateTensorInfo(A),u.disposeIntermediateTensorInfo(y),g}let h=s||nr(l.dtype,c.dtype);if(u.shouldExecuteOnCPU([l,c])&&a!=null){let f=u.texData.get(l.dataId),m=u.texData.get(c.dataId),[A,y]=a(l.shape,c.shape,f.values,m.values,h),g=u.makeTensorInfo(y,h),w=u.texData.get(g.dataId);return w.values=A,g}let d=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")&&t!=null,p;return d?p=new pc(t,l.shape,c.shape,n):p=new Ml(e,l.shape,c.shape),u.runWebGLProgram(p,[l,c],h)}}function fp(e,t=!1){if(e==="linear")return t?$P:EP;if(e==="relu")return t?OP:MP;if(e==="elu")return t?DP:RP;if(e==="relu6")return t?zP:FP;if(e==="prelu")return t?Gb:Hb;if(e==="leakyrelu")return t?jb:Ub;throw new Error(`Activation ${e} has not been implemented for the WebGL backend.`)}var Xb=class{constructor(e,t,n,r=!1,a=!1,s=!1,i=null,o=!1,l=!1){this.variableNames=["matrixA","matrixB"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=n;let c=r?e[1]:e[2],u=Math.ceil(c/2),h=r?"i * 2, rc.y":"rc.y, i * 2",d=a?"rc.z, i * 2":"i * 2, rc.z",p=r?["a.xxyy","a.zzww"]:["a.xxzz","a.yyww"],f=a?["b.xzxz","b.ywyw"]:["b.xyxy","b.zwzw"],m="",A="";i&&(o?m=`vec4 activation(vec4 a) { vec4 b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { + ${i} + }`:l?m=`vec4 activation(vec4 a) { vec4 b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = `vec4 activation(vec4 x) { - ${activation2} - }`; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivation) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyreluActivation) { - this.variableNames.push("leakyreluAlpha"); - } - let batchASnippet = "rc.x"; - let batchBSnippet = "rc.x"; - if (aShape[0] < bShape[0]) { - batchASnippet = `int(min(float(rc.x), ${aShape[0] - 1}.))`; - } else if (bShape[0] < aShape[0]) { - batchBSnippet = `int(min(float(rc.x), ${bShape[0] - 1}.))`; - } - this.userCode = ` - ${activationSnippet} + ${i} + }`:m=`vec4 activation(vec4 x) { + ${i} + }`,A="result = activation(result);");let y=s?"result += getBiasAtOutCoords();":"";s&&this.variableNames.push("bias"),o&&this.variableNames.push("preluActivationWeights"),l&&this.variableNames.push("leakyreluAlpha");let g="rc.x",w="rc.x";e[0] `The new shape (${$shape}) has ${$xSize} elements and the old shape (${x.shape}) has ${xSize} elements. The new shape and old shape must have the same number of elements.`); - const xTexData = webglBackend.texData.get(x.dataId); - if (xTexData.isPacked && !isReshapeFree(x.shape, $shape) && !(xTexData.texture !== null && isReshapeFree(xTexData.shape, $shape))) { - return packedReshape(x, $shape, webglBackend); - } - webglBackend.incRef(x.dataId); - return {dataId: x.dataId, shape: $shape, dtype: x.dtype}; - } - var reshapeConfig2 = { - kernelName: Reshape, - backendName: "webgl", - kernelFunc: reshape3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MeanProgram = class { - constructor(reduceInfo, divisor) { - this.variableNames = ["x"]; - const {windowSize, batchSize, inSize, outSize} = reduceInfo; - this.outputShape = [batchSize, outSize]; - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - let updateSnippet = `sumValue += dot(values, ones);`; - if (divisor != null) { - const denominator = 1 / divisor; - updateSnippet = `sumValue += dot(values * ${util_exports.isInt(denominator) ? denominator.toPrecision(2) : denominator}, ones);`; - } - let checkOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `}},Yb="return a * b;";function Jb(e){let{inputs:t,backend:n}=e,{a:r,b:a}=t,s=R.upcastType(r.dtype,a.dtype);if(r.dtype==="complex64"){let o=n.texData.get(r.dataId),l=n.texData.get(a.dataId),c=new Zb(Kb.REAL,r.shape,a.shape),u=new Zb(Kb.IMAG,r.shape,a.shape),h=[{dataId:o.complexTensorInfos.real.dataId,dtype:o.complexTensorInfos.real.dtype,shape:r.shape},{dataId:o.complexTensorInfos.imag.dataId,dtype:o.complexTensorInfos.imag.dtype,shape:r.shape},{dataId:l.complexTensorInfos.real.dataId,dtype:l.complexTensorInfos.real.dtype,shape:a.shape},{dataId:l.complexTensorInfos.imag.dataId,dtype:l.complexTensorInfos.imag.dtype,shape:a.shape}],d=n.runWebGLProgram(c,h,"float32"),p=n.runWebGLProgram(u,h,"float32"),f=Wa({inputs:{real:d,imag:p},backend:n});return n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p),f}if(n.shouldExecuteOnCPU([r,a])){let o=n.texData.get(r.dataId),l=n.texData.get(a.dataId),[c,u]=lP(r.shape,a.shape,o.values,l.values,s),h=n.makeTensorInfo(u,s),d=n.texData.get(h.dataId);return d.values=c,h}let i;return J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?i=new pc(Yb,r.shape,a.shape):i=new Ml(Yb,r.shape,a.shape),n.runWebGLProgram(i,[r,a],s)}var nL={kernelName:Ms,backendName:"webgl",kernelFunc:Jb};function rL(e,t,n){let r=[yi(e.shape),...gi(e.shape)],a={dtype:e.dtype,shape:r,dataId:e.dataId},s=[yi(t),...gi(t)],i=new Db(s,r),o=!0,l=n.runWebGLProgram(i,[a],e.dtype,null,o);return{dataId:l.dataId,shape:t,dtype:l.dtype}}function xe(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{shape:s}=r,i=n,o=v.sizeFromShape(a.shape),l=v.inferFromImplicitShape(s,o),c=v.sizeFromShape(l);v.assert(o===c,()=>`The new shape (${l}) has ${c} elements and the old shape (${a.shape}) has ${o} elements. The new shape and old shape must have the same number of elements.`);let u=i.texData.get(a.dataId);return u.isPacked&&!lc(a.shape,l)&&!(u.texture!==null&&lc(u.shape,l))?rL(a,l,i):(i.incRef(a.dataId),{dataId:a.dataId,shape:l,dtype:a.dtype})}var aL={kernelName:Oo,backendName:"webgl",kernelFunc:xe},Qb=class{constructor(e,t){this.variableNames=["x"];let{windowSize:n,batchSize:r,inSize:a,outSize:s}=e;this.outputShape=[r,s];let i=Math.floor(n/4)*4,o=n%4,l="sumValue += dot(values, ones);";if(t!=null){let u=1/t;l=`sumValue += dot(values * ${v.isInt(u)?u.toPrecision(2):u}, ones);`}let c="";a%n>0&&(c=` + if (inIdx < 0 || inIdx >= ${a}) { return 0.0; } - `; - } - this.userCode = ` + `),this.userCode=` const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float getValue(int batch, int inIdx) { - ${checkOutOfBounds} + ${c} return getX(batch, inIdx); } @@ -32768,11 +1071,11 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${n}; float sumValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${i}; i += 4) { int inIdx = inOffset + i; vec4 values = vec4( getValue(batch, inIdx), @@ -32781,119 +1084,57 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, getValue(batch, inIdx + 3) ); - ${updateSnippet} + ${l} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { + int inIdx = inOffset + ${i}; + if (${o===1}) { vec4 values = vec4(getValue(batch, inIdx), 0.0, 0.0, 0.0); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { + ${l} + } else if (${o===2}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), 0.0, 0.0); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { + ${l} + } else if (${o===3}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), 0.0); - ${updateSnippet} + ${l} } setOutput(sumValue); } - `; - } - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ReduceProgram = class { - constructor(reduceInfo, reduceType) { - this.variableNames = ["x"]; - const {windowSize, batchSize, inSize, outSize} = reduceInfo; - this.outputShape = [batchSize, outSize]; - let initializationValue = "0.0"; - let compareOp = ``; - if (reduceType === "prod") { - initializationValue = "1.0"; - } else if (reduceType === "min") { - initializationValue = "1.0 / 1e-20"; - compareOp = `min`; - } else if (reduceType === "max") { - initializationValue = "-1.0 / 1e-20"; - compareOp = `max`; - } - let returnValue = `${reduceType}(${reduceType}(${reduceType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (reduceType === "sum") { - returnValue = `sumValue`; - } else if (reduceType === "prod") { - returnValue = `prodValue`; - } else if (reduceType === "all") { - returnValue = `allValue`; - } else if (reduceType === "any") { - returnValue = `anyValue`; - } - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - let updateSnippet = ` - if (${reduceType === "sum"}) { + `}},sL=class{constructor(e,t){this.variableNames=["x"];let{windowSize:n,batchSize:r,inSize:a,outSize:s}=e;this.outputShape=[r,s];let i="0.0",o="";t==="prod"?i="1.0":t==="min"?(i="1.0 / 1e-20",o="min"):t==="max"&&(i="-1.0 / 1e-20",o="max");let l=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="sum"?l="sumValue":t==="prod"?l="prodValue":t==="all"?l="allValue":t==="any"&&(l="anyValue");let c=Math.floor(n/4)*4,u=n%4,h=` + if (${t==="sum"}) { sumValue += dot(values, ones); - } else if (${reduceType === "prod"}) { + } else if (${t==="prod"}) { vec2 tmp = vec2(values[0], values[1]) * vec2(values[2], values[3]); prodValue *= tmp[0] * tmp[1]; } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${o}(values, minMaxValue); } - `; - let vecType = `vec4`; - if (reduceType === "all") { - initializationValue = "1.0"; - updateSnippet = ` + `,d="vec4";t==="all"?(i="1.0",h=` bool reducedAllValue = all(values); float floatedReducedAllValue = float(reducedAllValue); allValue = float(allValue >= 1.0 && floatedReducedAllValue >= 1.0); - `; - vecType = `bvec4`; - } else if (reduceType === "any") { - initializationValue = "0.0"; - updateSnippet = ` + `,d="bvec4"):t==="any"&&(i="0.0",h=` bool reducedAnyValue = any(values); float floatedReducedAnyValue = float(reducedAnyValue); anyValue = float(anyValue >= 1.0 || floatedReducedAnyValue >= 1.0); - `; - vecType = `bvec4`; - } - let checkOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `,d="bvec4");let p="";a%n>0&&(p=` + if (inIdx < 0 || inIdx >= ${a}) { return initializationValue; } - `; - } - this.userCode = ` - const float initializationValue = ${initializationValue}; + `),this.userCode=` + const float initializationValue = ${i}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float getValue(int batch, int inIdx) { - ${checkOutOfBounds} + ${p} return getX(batch, inIdx); } @@ -32901,995 +1142,174 @@ vec2 packedUVfrom3D(int texNumR, int texNumC, ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${n}; - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${i}); float prodValue = 1.0; float sumValue = 0.0; float allValue = 1.0; float anyValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${c}; i += 4) { int inIdx = inOffset + i; - ${vecType} values = ${vecType}( + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), getValue(batch, inIdx + 3) ); - ${updateSnippet} + ${h} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { - ${vecType} values = ${vecType}( + int inIdx = inOffset + ${c}; + if (${u===1}) { + ${d} values = ${d}( getValue(batch, inIdx), initializationValue, initializationValue, initializationValue ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { - ${vecType} values = ${vecType}( + ${h} + } else if (${u===2}) { + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { - ${vecType} values = ${vecType}( + ${h} + } else if (${u===3}) { + ${d} values = ${d}( getValue(batch, inIdx), getValue(batch, inIdx + 1), getValue(batch, inIdx + 2), initializationValue ); - ${updateSnippet} + ${h} } - setOutput(${returnValue}); + setOutput(${l}); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getReductionStages(inShape) { - const stages = []; - while (stages.length === 0 || stages[stages.length - 1].outSize !== 1) { - const outSize = stages.length ? stages[stages.length - 1].outSize : inShape[1]; - const windowSize = backend_util_exports.computeOptimalWindowSize(outSize); - stages.push({ - inSize: outSize, - windowSize, - outSize: Math.ceil(outSize / windowSize) - }); - } - return stages; - } - function reduce(x, dtype, reductionType, backend22) { - const reductionStages = getReductionStages(x.shape); - let result = x; - for (let i = 0; i < reductionStages.length; i++) { - const {inSize, windowSize, outSize} = reductionStages[i]; - let program; - let previousResult; - if (reductionType === "mean") { - program = i === 0 ? new MeanProgram({windowSize, inSize, batchSize: x.shape[0], outSize}, inSize) : new MeanProgram({windowSize, inSize, batchSize: x.shape[0], outSize}); - } else { - program = new ReduceProgram({windowSize, inSize, batchSize: x.shape[0], outSize}, reductionType); - } - previousResult = result; - result = backend22.runWebGLProgram(program, [result], dtype); - if (previousResult.dataId !== x.dataId) { - backend22.disposeIntermediateTensorInfo(previousResult); - } - } - return result; - } - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TransposeProgram = class { - constructor(aShape, newDim) { - this.variableNames = ["A"]; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[newDim[i]]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const switched = getSwitchedCoords(newDim); - this.userCode = ` + `}};function iL(e){let t=[];for(;t.length===0||t[t.length-1].outSize!==1;){let n=t.length?t[t.length-1].outSize:e[1],r=R.computeOptimalWindowSize(n);t.push({inSize:n,windowSize:r,outSize:Math.ceil(n/r)})}return t}function _i(e,t,n,r){let a=iL(e.shape),s=e;for(let i=0;i 6) { - throw Error(`Transpose for rank ${rank} is not yet supported`); - } - const originalOrder = ["resRC.x", "resRC.y", "resRC.z", "resRC.w", "resRC.u", "resRC.v"]; - const switchedCoords = new Array(rank); - for (let i = 0; i < newDim.length; i++) { - switchedCoords[newDim[i]] = originalOrder[i]; - } - return switchedCoords.join(); - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TransposePackedProgram = class { - constructor(aShape, newDim) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[newDim[i]]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - if (this.rank > 6) { - throw Error(`Packed transpose for rank ${this.rank} is not yet supported.`); - } - const dtype = getCoordsDataType(this.rank); - const outputOrder = getVecChannels("rc", this.rank); - const switchedOrder = new Array(this.rank); - for (let i = 0; i < newDim.length; i++) { - switchedOrder[newDim[i]] = outputOrder[i]; - } - const innerDims = `vec2(${switchedOrder.slice(-2).join()})`; - const nextColumn = `++${outputOrder[this.rank - 1]} < ${outputShape[this.rank - 1]}`; - const getc = `getChannel(getA(${switchedOrder.join()}), ${innerDims})`; - this.userCode = ` + `}};function oL(e){let t=e.length;if(t>6)throw Error(`Transpose for rank ${t} is not yet supported`);let n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u","resRC.v"],r=new Array(t);for(let a=0;a6)throw Error(`Packed transpose for rank ${this.rank} is not yet supported.`);let r=ot(this.rank),a=$b("rc",this.rank),s=new Array(this.rank);for(let c=0;c= 2 && bRank >= 2 && batchDimsCompatible, () => `Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${outerDimsA}) and (${outerDimsB}).`); - const outShapeOuterDims = batchDimA > batchDimB ? a.shape.slice(0, -2) : b.shape.slice(0, -2); - const outShape = outShapeOuterDims.concat([outerShapeA, outerShapeB]); - util_exports.assert(innerShapeA === innerShapeB, () => `Error in matMul: inner shapes (${innerShapeA}) and (${innerShapeB}) of Tensors with shapes ${a.shape} and ${b.shape} and transposeA=${transposeA} and transposeB=${transposeB} must match.`); - const a3dShape = transposeA ? [batchDimA, innerShapeA, outerShapeA] : [batchDimA, outerShapeA, innerShapeA]; - const b3dShape = transposeB ? [batchDimB, outerShapeB, innerShapeB] : [batchDimB, innerShapeB, outerShapeB]; - const a3d = reshape3({inputs: {x: a}, backend: backend22, attrs: {shape: a3dShape}}); - const b3d = reshape3({inputs: {x: b}, backend: backend22, attrs: {shape: b3dShape}}); - const intermediates = [a3d, b3d]; - const batchDim = Math.max(batchDimA, batchDimB); - const sharedDim = transposeA ? a3d.shape[1] : a3d.shape[2]; - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 != null ? mapActivationToShaderProgram(activation2, true) : null; - const containsFusedOps = hasBias || hasPreluActivationWeights || hasLeakyreluAlpha || fusedActivation != null; - let out; - if ((outerShapeA === 1 || outerShapeB === 1) && sharedDim > MATMUL_SHARED_DIM_THRESHOLD && containsFusedOps === false) { - let aVec = a3d; - let bVec = b3d; - if (transposeA) { - aVec = transpose3({inputs: {x: a3d}, backend: backend22, attrs: {perm: [0, 2, 1]}}); - intermediates.push(aVec); - } - if (transposeB) { - bVec = transpose3({inputs: {x: b3d}, backend: backend22, attrs: {perm: [0, 2, 1]}}); - intermediates.push(bVec); - } - const shouldReshapeA = outerShapeB !== 1; - const shouldReshapeB = outerShapeB === 1; - let aVec3d = aVec; - if (shouldReshapeA) { - aVec3d = reshape3({ - inputs: {x: aVec}, - backend: backend22, - attrs: {shape: [batchDim, sharedDim, 1]} - }); - intermediates.push(aVec3d); - } - const axis = outerShapeB === 1 ? 2 : 1; - let bVec3d = bVec; - if (shouldReshapeB) { - bVec3d = reshape3({ - inputs: {x: bVec}, - backend: backend22, - attrs: {shape: [batchDim, 1, sharedDim]} - }); - intermediates.push(bVec3d); - } - const product = multiply2({inputs: {a: aVec3d, b: bVec3d}, backend: backend22}); - out = sum4({inputs: {x: product}, backend: backend22, attrs: {axis, keepDims: true}}); - intermediates.push(product); - } else { - const dtype = upcastType(a.dtype, b.dtype); - const program = new MatMulPackedProgram(a3dShape, b3dShape, [batchDim, outerShapeA, outerShapeB], transposeA, transposeB, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs = [a3d, b3d]; - if (bias != null) { - inputs.push(bias); - } - if (hasPreluActivationWeights) { - inputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - out = backend22.runWebGLProgram(program, inputs, dtype); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: outShape}}); - intermediates.push(out); - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return outReshaped; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function _fusedMatMul2(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b, bias, preluActivationWeights} = inputs; - const {transposeA, transposeB, activation: activation2, leakyreluAlpha} = attrs; - return batchMatMulImpl({ - a, - b, - transposeA, - transposeB, - backend: backend22, - bias, - preluActivationWeights, - leakyreluAlpha, - activation: activation2 - }); - } - var _fusedMatMulConfig2 = { - kernelName: _FusedMatMul, - backendName: "webgl", - kernelFunc: _fusedMatMul2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ABS2 = `return abs(x);`; - function abs3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (backend22.shouldExecuteOnCPU([x]) && x.dtype !== "complex64") { - const xData = backend22.texData.get(x.dataId); - const outValues = simpleAbsImplCPU(xData.values); - return backend22.makeTensorInfo(x.shape, x.dtype, outValues); - } - let program; - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - program = new UnaryOpPackedProgram(x.shape, ABS2); - } else { - program = new UnaryOpProgram(x.shape, ABS2); - } - return backend22.runWebGLProgram(program, [x], x.dtype); - } - var absConfig2 = { - kernelName: Abs, - backendName: "webgl", - kernelFunc: abs3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ACOS = CHECK_NAN_SNIPPET + ` + `}};function mp(e,t,n){let r=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new uL(e.shape,t):new lL(e.shape,t);return n.runWebGLProgram(r,[e],e.dtype)}function cL(e,t,n,r){let a=t,s=e.shape.length,i=v.parseAxisParam(a,e.shape),o=i,l=R.getAxesPermutation(o,s),c=l!=null,u=e;c&&(u=mp(e,l,r),o=R.getInnerMostAxes(o.length,s)),R.assertAxesAreInnerMostDims("sum",o,s);let[h,d]=R.computeOutAndReduceShapes(u.shape,o),p=h;n&&(p=R.expandShapeToKeepDim(h,i));let f=v.sizeFromShape(d),m=v.sizeFromShape(e.shape)/f,A=xe({inputs:{x:u},attrs:{shape:[m,f]},backend:r}),y=od(e.dtype),g=_i(A,y,"sum",r),w=xe({inputs:{x:g},attrs:{shape:p},backend:r});return r.disposeIntermediateTensorInfo(A),r.disposeIntermediateTensorInfo(g),c&&r.disposeIntermediateTensorInfo(u),w}function oA(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r;return cL(a,s,i,n)}var hL={kernelName:Gs,backendName:"webgl",kernelFunc:oA};function In(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{perm:s}=r,i=n,o=a.shape.length,l=new Array(o);for(let u=0;u=2&&u>=2&&w,()=>`Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${m}) and (${A}).`);let b=(y>g?e.shape.slice(0,-2):t.shape.slice(0,-2)).concat([p,f]);v.assert(h===d,()=>`Error in matMul: inner shapes (${h}) and (${d}) of Tensors with shapes ${e.shape} and ${t.shape} and transposeA=${n} and transposeB=${r} must match.`);let _=n?[y,h,p]:[y,p,h],x=r?[g,f,d]:[g,d,f],N=xe({inputs:{x:e},backend:a,attrs:{shape:_}}),T=xe({inputs:{x:t},backend:a,attrs:{shape:x}}),C=[N,T],F=Math.max(y,g),D=n?N.shape[1]:N.shape[2],L=s!=null,V=i!=null,U=l==="leakyrelu",j=l!=null?fp(l,!0):null,X=L||V||U||j!=null,G;if((p===1||f===1)&&D>e_&&X===!1){let Y=N,ae=T;n&&(Y=In({inputs:{x:N},backend:a,attrs:{perm:[0,2,1]}}),C.push(Y)),r&&(ae=In({inputs:{x:T},backend:a,attrs:{perm:[0,2,1]}}),C.push(ae));let te=f!==1,oe=f===1,Q=Y;te&&(Q=xe({inputs:{x:Y},backend:a,attrs:{shape:[F,D,1]}}),C.push(Q));let he=f===1?2:1,le=ae;oe&&(le=xe({inputs:{x:ae},backend:a,attrs:{shape:[F,1,D]}}),C.push(le));let fe=Jb({inputs:{a:Q,b:le},backend:a});G=oA({inputs:{x:fe},backend:a,attrs:{axis:he,keepDims:!0}}),C.push(fe)}else{let Y=nr(e.dtype,t.dtype),ae=new Xb(_,x,[F,p,f],n,r,L,j,V,U),te=[N,T];if(s!=null&&te.push(s),V&&te.push(i),U){let oe=a.makeTensorInfo([],"float32",v.createScalarValue(o,"float32"));te.push(oe),C.push(oe)}G=a.runWebGLProgram(ae,te,Y)}let ee=xe({inputs:{x:G},backend:a,attrs:{shape:b}});C.push(G);for(let Y of C)a.disposeIntermediateTensorInfo(Y);return ee}function pL(e){let{inputs:t,backend:n,attrs:r}=e,{a,b:s,bias:i,preluActivationWeights:o}=t,{transposeA:l,transposeB:c,activation:u,leakyreluAlpha:h}=r;return Ap({a,b:s,transposeA:l,transposeB:c,backend:n,bias:i,preluActivationWeights:o,leakyreluAlpha:h,activation:u})}var fL={kernelName:Js,backendName:"webgl",kernelFunc:pL},t_="return abs(x);";function mL(e){let{inputs:t,backend:n}=e,{x:r}=t;if(n.shouldExecuteOnCPU([r])&&r.dtype!=="complex64"){let s=n.texData.get(r.dataId),i=Fb(s.values);return n.makeTensorInfo(r.shape,r.dtype,i)}let a;return J().getBool("WEBGL_PACK_UNARY_OPERATIONS")?a=new El(r.shape,t_):a=new La(r.shape,t_),n.runWebGLProgram(a,[r],r.dtype)}var AL={kernelName:Yi,backendName:"webgl",kernelFunc:mL},yL=gr+` if (abs(x) > 1.) { return NAN; } return acos(x); -`; - var acos3 = unaryKernelFunc2({opSnippet: ACOS}); - var acosConfig2 = { - kernelName: Acos, - backendName: "webgl", - kernelFunc: acos3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ACOSH = CHECK_NAN_SNIPPET + ` +`,gL=Xe({opSnippet:yL}),xL={kernelName:Ji,backendName:"webgl",kernelFunc:gL},wL=gr+` if (x < 1.0) return NAN; -return log(x + sqrt(x * x - 1.0));`; - var acosh3 = unaryKernelFunc2({opSnippet: ACOSH}); - var acoshConfig2 = { - kernelName: Acosh, - backendName: "webgl", - kernelFunc: acosh3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ADD = "return a + b;"; - var addKernelFunc = binaryKernelFunc2({ - opSnippet: ADD, - packedOpSnippet: ADD, - supportsComplex: true, - cpuKernelImpl: addImplCPU - }); - var addConfig2 = { - kernelName: Add, - backendName: "webgl", - kernelFunc: addKernelFunc - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var AddNProgram = class { - constructor(outputShape, shapes) { - this.outputShape = []; - this.outputShape = outputShape; - this.variableNames = shapes.map((_, i) => `T${i}`); - const snippets = []; - this.variableNames.forEach((variable2) => { - snippets.push(`float v${variable2} = get${variable2}AtOutCoords();`); - }); - const operation = this.variableNames.map((variable2) => { - return `v${variable2}`; - }).join(" + "); - this.userCode = ` +return log(x + sqrt(x * x - 1.0));`,bL=Xe({opSnippet:wL}),_L={kernelName:Qi,backendName:"webgl",kernelFunc:bL},n_="return a + b;",vL=en({opSnippet:n_,packedOpSnippet:n_,supportsComplex:!0,cpuKernelImpl:qz}),kL={kernelName:va,backendName:"webgl",kernelFunc:vL},IL=class{constructor(e,t){this.outputShape=[],this.outputShape=e,this.variableNames=t.map((a,s)=>`T${s}`);let n=[];this.variableNames.forEach(a=>{n.push(`float v${a} = get${a}AtOutCoords();`)});let r=this.variableNames.map(a=>`v${a}`).join(" + ");this.userCode=` void main() { - ${snippets.join("\n ")} + ${n.join(` + `)} - float result = ${operation}; + float result = ${r}; setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var AddNPackedProgram = class { - constructor(outputShape, shapes) { - this.outputShape = []; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - this.variableNames = shapes.map((_, i) => `T${i}`); - const snippets = []; - this.variableNames.forEach((variable2) => { - snippets.push(`vec4 v${variable2} = get${variable2}AtOutCoords();`); - }); - const operation = this.variableNames.map((variable2) => { - return `v${variable2}`; - }).join(" + "); - this.userCode = ` + `}},NL=class{constructor(e,t){this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.variableNames=t.map((a,s)=>`T${s}`);let n=[];this.variableNames.forEach(a=>{n.push(`vec4 v${a} = get${a}AtOutCoords();`)});let r=this.variableNames.map(a=>`v${a}`).join(" + ");this.userCode=` void main() { - ${snippets.join("\n ")} + ${n.join(` + `)} - vec4 result = ${operation}; + vec4 result = ${r}; setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function addN3(args) { - const {inputs, backend: backend22} = args; - const tensors = inputs; - if (tensors.length === 1) { - return identity2({inputs: {x: tensors[0]}, backend: backend22}); - } - if (tensors.length > env().get("WEBGL_MAX_TEXTURES_IN_SHADER")) { - const midIndex = Math.floor(tensors.length / 2); - const leftSide = addN3({inputs: tensors.slice(0, midIndex), backend: backend22}); - const rightSide = addN3({inputs: tensors.slice(midIndex), backend: backend22}); - return addN3({inputs: [leftSide, rightSide], backend: backend22}); - } - const dtype = tensors.map((t) => t.dtype).reduce((d1, d2) => upcastType(d1, d2)); - const shapes = tensors.map((t) => t.shape); - const usePackedOp = env().getBool("WEBGL_PACK"); - const program = usePackedOp ? new AddNPackedProgram(tensors[0].shape, shapes) : new AddNProgram(tensors[0].shape, shapes); - return backend22.runWebGLProgram(program, tensors, dtype); - } - var addNConfig2 = { - kernelName: AddN, - backendName: "webgl", - kernelFunc: addN3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function all3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("all", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "all", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; - } - var allConfig2 = { - kernelName: All, - backendName: "webgl", - kernelFunc: all3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function any3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("any", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "any", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; - } - var anyConfig2 = { - kernelName: Any, - backendName: "webgl", - kernelFunc: any3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ArgMinMaxProgram = class { - constructor(reduceInfo, op2, firstPass) { - this.variableNames = ["A"]; - const {windowSize, batchSize, outSize} = reduceInfo; - if (!firstPass) { - this.variableNames.push("bestIndicesA"); - } - this.outputShape = [batchSize, outSize]; - const compOp = op2 === "max" ? ">" : "<"; - const indexSnippet = firstPass ? "inOffset + i;" : "round(getBestIndicesA(batch, inOffset + i));"; - this.userCode = ` + `}};function yp(e){let{inputs:t,backend:n}=e,r=t;if(r.length===1)return On({inputs:{x:r[0]},backend:n});if(r.length>J().get("WEBGL_MAX_TEXTURES_IN_SHADER")){let o=Math.floor(r.length/2),l=yp({inputs:r.slice(0,o),backend:n}),c=yp({inputs:r.slice(o),backend:n});return yp({inputs:[l,c],backend:n})}let a=r.map(o=>o.dtype).reduce((o,l)=>nr(o,l)),s=r.map(o=>o.shape),i=J().getBool("WEBGL_PACK")?new NL(r[0].shape,s):new IL(r[0].shape,s);return n.runWebGLProgram(i,r,a)}var SL={kernelName:is,backendName:"webgl",kernelFunc:yp};function TL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=a;u!=null&&(h=In({inputs:{x:a},backend:n,attrs:{perm:u}}),c=R.getInnerMostAxes(c.length,o)),R.assertAxesAreInnerMostDims("all",c,o);let[d,p]=R.computeOutAndReduceShapes(h.shape,c),f=v.sizeFromShape(p),m=xe({inputs:{x:h},backend:n,attrs:{shape:[-1,f]}}),A=_i(m,m.dtype,"all",n),y;if(i){let g=R.expandShapeToKeepDim(d,l);y=xe({inputs:{x:A},backend:n,attrs:{shape:g}})}else y=xe({inputs:{x:A},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(m),n.disposeIntermediateTensorInfo(A),u!=null&&n.disposeIntermediateTensorInfo(h),y}var CL={kernelName:Ih,backendName:"webgl",kernelFunc:TL};function EL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=a;u!=null&&(h=In({inputs:{x:a},backend:n,attrs:{perm:u}}),c=R.getInnerMostAxes(c.length,o)),R.assertAxesAreInnerMostDims("any",c,o);let[d,p]=R.computeOutAndReduceShapes(h.shape,c),f=v.sizeFromShape(p),m=xe({inputs:{x:h},backend:n,attrs:{shape:[-1,f]}}),A=_i(m,m.dtype,"any",n),y;if(i){let g=R.expandShapeToKeepDim(d,l);y=xe({inputs:{x:A},backend:n,attrs:{shape:g}})}else y=xe({inputs:{x:A},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(m),n.disposeIntermediateTensorInfo(A),u!=null&&n.disposeIntermediateTensorInfo(h),y}var RL={kernelName:Nh,backendName:"webgl",kernelFunc:EL},ML=class{constructor(e,t,n){this.variableNames=["A"];let{windowSize:r,batchSize:a,outSize:s}=e;n||this.variableNames.push("bestIndicesA"),this.outputShape=[a,s];let i=t==="max"?">":"<",o=n?"inOffset + i;":"round(getBestIndicesA(batch, inOffset + i));";this.userCode=` void main() { ivec2 coords = getOutputCoords(); int batch = coords[0]; int outIdx = coords[1]; - int inOffset = outIdx * ${windowSize}; + int inOffset = outIdx * ${r}; int bestIndex = inOffset; float bestValue = getA(batch, bestIndex); - for (int i = 0; i < ${windowSize}; i++) { - int inIdx = ${indexSnippet}; + for (int i = 0; i < ${r}; i++) { + int inIdx = ${o}; float candidate = getA(batch, inIdx); - if (candidate ${compOp} bestValue) { + if (candidate ${i} bestValue) { bestValue = candidate; bestIndex = inIdx; } } setOutput(float(bestIndex)); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ArgMinMaxPackedProgram = class { - constructor(shape, windowSize, op2, firstPass) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - util_exports.assert(shape.length > 2, () => `Packed arg${op2.charAt(0).toUpperCase() + op2.slice(1)} supports only inputs with rank above 2.`); - const inSize = shape[shape.length - 1]; - const outSize = Math.ceil(inSize / windowSize); - this.outputShape = shape.slice(0, -1); - if (outSize > 1) { - this.outputShape.push(outSize); + `}},FL=class{constructor(e,t,n,r){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,v.assert(e.length>2,()=>`Packed arg${n.charAt(0).toUpperCase()+n.slice(1)} supports only inputs with rank above 2.`);let a=e[e.length-1],s=Math.ceil(a/t);this.outputShape=e.slice(0,-1),s>1&&this.outputShape.push(s),r||this.variableNames.push("bestIndicesA");let i=this.outputShape,o=i.length,l=ot(o),c=dn("coords",o),u,h;if(s===1){h=o+1;let N=ot(h);u=` + ${N} sourceLocR = ${N}(${c.join()}, 0); + ++${c[o-1]}; + ${N} sourceLocG = ${N}(${c.join()}, 0); + ++${c[o-2]}; + ${N} sourceLocA = ${N}(${c.join()}, 0); + --${c[o-1]}; + ${N} sourceLocB = ${N}(${c.join()}, 0); + --${c[o-2]};`}else h=o,u=` + ${l} sourceLocR = coords; + ++${c[o-1]}; + ${l} sourceLocG = coords; + ++${c[o-2]}; + ${l} sourceLocA = coords; + --${c[o-1]}; + ${l} sourceLocB = coords; + --${c[o-2]};`;let d=["x","y","z","w","u","v"].slice(0,h),p="."+d[h-1],f=d.map(N=>"int "+N),m=dn("sourceLocR",h-1).concat("inIdx.r"),A=dn("sourceLocG",h-1).concat("inIdx.g"),y=dn("sourceLocB",h-1).concat("inIdx.b"),g=dn("sourceLocA",h-1).concat("inIdx.a"),w=n==="max"?"greaterThan":"lessThan",b=r?"":` + inIdx = round(vec4(getBestIndicesAChannel(${m.join()}), + getBestIndicesAChannel(${A.join()}), + getBestIndicesAChannel(${y.join()}), + getBestIndicesAChannel(${g.join()})));`,_=`vec4( + getAChannel(${m.join()}), + hasNextCol ? getAChannel(${A.join()}) : 0., + hasNextRow ? getAChannel(${y.join()}) : 0., + hasNextRow && hasNextCol ? getAChannel(${g.join()}) : 0.)`,x=r?"":` + float getBestIndicesAChannel(${f.join()}) { + return getChannel(getBestIndicesA(${d.join()}), + vec2(${d.slice(-2).join()})); + }`;this.userCode=` + float getAChannel(${f.join()}) { + return getChannel(getA(${d.join()}), + vec2(${d.slice(-2).join()})); } - if (!firstPass) { - this.variableNames.push("bestIndicesA"); - } - const outShape = this.outputShape; - const rank = outShape.length; - const dtype = getCoordsDataType(rank); - const coords22 = getChannels("coords", rank); - let sourceLocSetup; - let sourceRank; - if (outSize === 1) { - sourceRank = rank + 1; - const sourceLocDType = getCoordsDataType(sourceRank); - sourceLocSetup = ` - ${sourceLocDType} sourceLocR = ${sourceLocDType}(${coords22.join()}, 0); - ++${coords22[rank - 1]}; - ${sourceLocDType} sourceLocG = ${sourceLocDType}(${coords22.join()}, 0); - ++${coords22[rank - 2]}; - ${sourceLocDType} sourceLocA = ${sourceLocDType}(${coords22.join()}, 0); - --${coords22[rank - 1]}; - ${sourceLocDType} sourceLocB = ${sourceLocDType}(${coords22.join()}, 0); - --${coords22[rank - 2]};`; - } else { - sourceRank = rank; - sourceLocSetup = ` - ${dtype} sourceLocR = coords; - ++${coords22[rank - 1]}; - ${dtype} sourceLocG = coords; - ++${coords22[rank - 2]}; - ${dtype} sourceLocA = coords; - --${coords22[rank - 1]}; - ${dtype} sourceLocB = coords; - --${coords22[rank - 2]};`; - } - const channels = ["x", "y", "z", "w", "u", "v"].slice(0, sourceRank); - const inChannel = "." + channels[sourceRank - 1]; - const intChannels = channels.map((x) => "int " + x); - const srcRCoords = getChannels("sourceLocR", sourceRank - 1).concat("inIdx.r"); - const srcGCoords = getChannels("sourceLocG", sourceRank - 1).concat("inIdx.g"); - const srcBCoords = getChannels("sourceLocB", sourceRank - 1).concat("inIdx.b"); - const srcACoords = getChannels("sourceLocA", sourceRank - 1).concat("inIdx.a"); - const compOp = op2 === "max" ? "greaterThan" : "lessThan"; - const fetchCandidateIdx = firstPass ? "" : ` - inIdx = round(vec4(getBestIndicesAChannel(${srcRCoords.join()}), - getBestIndicesAChannel(${srcGCoords.join()}), - getBestIndicesAChannel(${srcBCoords.join()}), - getBestIndicesAChannel(${srcACoords.join()})));`; - const fetchValue = `vec4( - getAChannel(${srcRCoords.join()}), - hasNextCol ? getAChannel(${srcGCoords.join()}) : 0., - hasNextRow ? getAChannel(${srcBCoords.join()}) : 0., - hasNextRow && hasNextCol ? getAChannel(${srcACoords.join()}) : 0.)`; - const getBestIndicesAChannelSnippet = firstPass ? "" : ` - float getBestIndicesAChannel(${intChannels.join()}) { - return getChannel(getBestIndicesA(${channels.join()}), - vec2(${channels.slice(-2).join()})); - }`; - this.userCode = ` - float getAChannel(${intChannels.join()}) { - return getChannel(getA(${channels.join()}), - vec2(${channels.slice(-2).join()})); - } - ${getBestIndicesAChannelSnippet} + ${x} void main() { - ${dtype} coords = getOutputCoords(); - bool hasNextCol = ${coords22[rank - 1]} < ${outShape[rank - 1] - 1}; - bool hasNextRow = ${coords22[rank - 2]} < ${outShape[rank - 2] - 1}; - ${sourceLocSetup} - ivec4 srcIdx = ivec4(sourceLocR${inChannel}, sourceLocG${inChannel}, - sourceLocB${inChannel}, sourceLocA${inChannel}) * ${windowSize}; + ${l} coords = getOutputCoords(); + bool hasNextCol = ${c[o-1]} < ${i[o-1]-1}; + bool hasNextRow = ${c[o-2]} < ${i[o-2]-1}; + ${u} + ivec4 srcIdx = ivec4(sourceLocR${p}, sourceLocG${p}, + sourceLocB${p}, sourceLocA${p}) * ${t}; ivec4 inIdx = srcIdx; vec4 bestIndex = vec4(inIdx); - vec4 bestValue = ${fetchValue}; + vec4 bestValue = ${_}; - for (int i = 0; i < ${windowSize}; i++) { + for (int i = 0; i < ${t}; i++) { inIdx = srcIdx; - ${fetchCandidateIdx} - vec4 candidate = ${fetchValue}; + ${b} + vec4 candidate = ${_}; bvec4 nan = isnan(candidate); bvec4 replace = bvec4( - vec4(${compOp}(candidate, bestValue)) * (vec4(1.0) - vec4(nan))); + vec4(${w}(candidate, bestValue)) * (vec4(1.0) - vec4(nan))); bestValue = vec4(replace.x ? candidate.x : bestValue.x, replace.y ? candidate.y : bestValue.y, @@ -33900,332 +1320,25 @@ return log(x + sqrt(x * x - 1.0));`; } setOutput(bestIndex); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function argReduce(backend22, x, reduceType, bestIndicesA = null) { - let batchSize = x.shape[0]; - let inSize = x.shape[1]; - if (bestIndicesA != null) { - batchSize = bestIndicesA.shape[0]; - inSize = bestIndicesA.shape[1]; - } - const windowSize = backend_util_exports.computeOptimalWindowSize(inSize); - const reduceInfo = {windowSize, inSize, batchSize, outSize: Math.ceil(inSize / windowSize)}; - const program = new ArgMinMaxProgram(reduceInfo, reduceType, bestIndicesA == null); - const inputs = [x]; - if (bestIndicesA != null) { - inputs.push(bestIndicesA); - } - const output = backend22.runWebGLProgram(program, inputs, "int32"); - if (output.shape[1] === 1) { - return output; - } - const result = argReduce(backend22, x, reduceType, output); - backend22.disposeIntermediateTensorInfo(output); - return result; - } - function argReducePacked(backend22, x, reduceType, bestIndicesA = null) { - const inShape = bestIndicesA != null ? bestIndicesA.shape : x.shape; - const inSize = inShape[inShape.length - 1]; - const windowSize = backend_util_exports.computeOptimalWindowSize(inSize); - const program = new ArgMinMaxPackedProgram(inShape, windowSize, reduceType, bestIndicesA == null); - const inputs = bestIndicesA == null ? [x] : [x, bestIndicesA]; - const output = backend22.runWebGLProgram(program, inputs, "int32"); - if (output.shape.length === x.shape.length) { - const result = argReducePacked(backend22, x, reduceType, output); - backend22.disposeIntermediateTensorInfo(output); - return result; - } - return output; - } - function argMinMaxReduce(backend22, x, axis, reduceType) { - const axes = [axis]; - backend_util_exports.assertAxesAreInnerMostDims("arg" + reduceType.charAt(0).toUpperCase() + reduceType.slice(1), axes, x.shape.length); - if (!env().getBool("WEBGL_PACK_REDUCE") || x.shape.length <= 2) { - const intermediateTensorInfos = []; - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(x.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [-1, inSize]}}); - intermediateTensorInfos.push(a2D); - const reduced = argReduce(backend22, a2D, reduceType); - intermediateTensorInfos.push(reduced); - const reshaped = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return reshaped; - } - return argReducePacked(backend22, x, reduceType); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function argMax3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis} = attrs; - let axes = util_exports.parseAxisParam(axis, x.shape); - const permutedAxes = backend_util_exports.getAxesPermutation(axes, x.shape.length); - let $x = x; - const intermediateTensorInfos = []; - if (permutedAxes != null) { - $x = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - intermediateTensorInfos.push($x); - axes = backend_util_exports.getInnerMostAxes(axes.length, $x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("argMax", [axes[0]], $x.shape.length); - const out = argMinMaxReduce(backend22, $x, axes[0], "max"); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return out; - } - var argMaxConfig2 = { - kernelName: ArgMax, - backendName: "webgl", - kernelFunc: argMax3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function argMin3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis} = attrs; - let axes = util_exports.parseAxisParam(axis, x.shape); - const permutedAxes = backend_util_exports.getAxesPermutation(axes, x.shape.length); - let $x = x; - const intermediateTensorInfos = []; - if (permutedAxes != null) { - $x = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - intermediateTensorInfos.push($x); - axes = backend_util_exports.getInnerMostAxes(axes.length, $x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("argMin", [axes[0]], $x.shape.length); - const out = argMinMaxReduce(backend22, $x, axes[0], "min"); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return out; - } - var argMinConfig2 = { - kernelName: ArgMin, - backendName: "webgl", - kernelFunc: argMin3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ASIN = CHECK_NAN_SNIPPET + ` + `}};function r_(e,t,n,r=null){let a=t.shape[0],s=t.shape[1];r!=null&&(a=r.shape[0],s=r.shape[1]);let i=R.computeOptimalWindowSize(s),o={windowSize:i,inSize:s,batchSize:a,outSize:Math.ceil(s/i)},l=new ML(o,n,r==null),c=[t];r!=null&&c.push(r);let u=e.runWebGLProgram(l,c,"int32");if(u.shape[1]===1)return u;let h=r_(e,t,n,u);return e.disposeIntermediateTensorInfo(u),h}function a_(e,t,n,r=null){let a=r!=null?r.shape:t.shape,s=a[a.length-1],i=R.computeOptimalWindowSize(s),o=new FL(a,i,n,r==null),l=r==null?[t]:[t,r],c=e.runWebGLProgram(o,l,"int32");if(c.shape.length===t.shape.length){let u=a_(e,t,n,c);return e.disposeIntermediateTensorInfo(c),u}return c}function s_(e,t,n,r){let a=[n];if(R.assertAxesAreInnerMostDims("arg"+r.charAt(0).toUpperCase()+r.slice(1),a,t.shape.length),!J().getBool("WEBGL_PACK_REDUCE")||t.shape.length<=2){let s=[],[i,o]=R.computeOutAndReduceShapes(t.shape,a),l=v.sizeFromShape(o),c=xe({inputs:{x:t},backend:e,attrs:{shape:[-1,l]}});s.push(c);let u=r_(e,c,r);s.push(u);let h=xe({inputs:{x:u},backend:e,attrs:{shape:i}});return s.forEach(d=>e.disposeIntermediateTensorInfo(d)),h}return a_(e,t,r)}function $L(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s}=r,i=v.parseAxisParam(s,a.shape),o=R.getAxesPermutation(i,a.shape.length),l=a,c=[];o!=null&&(l=In({inputs:{x:a},backend:n,attrs:{perm:o}}),c.push(l),i=R.getInnerMostAxes(i.length,l.shape.length)),R.assertAxesAreInnerMostDims("argMax",[i[0]],l.shape.length);let u=s_(n,l,i[0],"max");return c.forEach(h=>n.disposeIntermediateTensorInfo(h)),u}var DL={kernelName:os,backendName:"webgl",kernelFunc:$L};function OL(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s}=r,i=v.parseAxisParam(s,a.shape),o=R.getAxesPermutation(i,a.shape.length),l=a,c=[];o!=null&&(l=In({inputs:{x:a},backend:n,attrs:{perm:o}}),c.push(l),i=R.getInnerMostAxes(i.length,l.shape.length)),R.assertAxesAreInnerMostDims("argMin",[i[0]],l.shape.length);let u=s_(n,l,i[0],"min");return c.forEach(h=>n.disposeIntermediateTensorInfo(h)),u}var zL={kernelName:du,backendName:"webgl",kernelFunc:OL},PL=gr+` if (abs(x) > 1.) { return NAN; } return asin(x); -`; - var asin3 = unaryKernelFunc2({opSnippet: ASIN}); - var asinConfig2 = { - kernelName: Asin, - backendName: "webgl", - kernelFunc: asin3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ASINH = CHECK_NAN_SNIPPET + `return log(x + sqrt(x * x + 1.0));`; - var asinh3 = unaryKernelFunc2({opSnippet: ASINH}); - var asinhConfig2 = { - kernelName: Asinh, - backendName: "webgl", - kernelFunc: asinh3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ATAN = CHECK_NAN_SNIPPET + ` +`,LL=Xe({opSnippet:PL}),WL={kernelName:eo,backendName:"webgl",kernelFunc:LL},BL=gr+"return log(x + sqrt(x * x + 1.0));",VL=Xe({opSnippet:BL}),UL={kernelName:to,backendName:"webgl",kernelFunc:VL},jL=gr+` return atan(x); -`; - var atan4 = unaryKernelFunc2({opSnippet: ATAN}); - var atanConfig2 = { - kernelName: Atan, - backendName: "webgl", - kernelFunc: atan4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ATAN2 = CHECK_NAN_SNIPPET_BINARY + ` +`,HL=Xe({opSnippet:jL}),GL={kernelName:no,backendName:"webgl",kernelFunc:HL},qL=eL+` return atan(a, b); -`; - var ATAN2_PACKED = ` +`,XL=` vec4 result = atan(a, b); vec4 isNaN = min(vec4(isnan(a)) + vec4(isnan(b)), vec4(1.0)); - ` + CHECK_NAN_SNIPPET_BINARY_PACKED + ` + `+tL+` return result; -`; - var atan23 = binaryKernelFunc2({opSnippet: ATAN2, packedOpSnippet: ATAN2_PACKED}); - var atan2Config2 = { - kernelName: Atan2, - backendName: "webgl", - kernelFunc: atan23 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ATANH = CHECK_NAN_SNIPPET + ` +`,KL=en({opSnippet:qL,packedOpSnippet:XL}),ZL={kernelName:ao,backendName:"webgl",kernelFunc:KL},YL=gr+` if ((x < -1.0) || (x > 1.0)) return NAN; -return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; - var atanh3 = unaryKernelFunc2({opSnippet: ATANH}); - var atanhConfig2 = { - kernelName: Atanh, - backendName: "webgl", - kernelFunc: atanh3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Pool2DProgram = class { - constructor(convInfo, poolType, computePositions, flattenPositions = false, includeBatchInIndex = false) { - this.variableNames = ["x"]; - if (poolType === "avg" && computePositions) { - throw new Error("Cannot compute positions for average pool."); - } - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.outputShape = convInfo.outShape; - const isAvgPool = poolType === "avg"; - const batchFlattenPositionStr = `((batch * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + d`; - const flattenPositionStr = `(xR * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + d`; - let initializationValue = "0.0"; - if (!isAvgPool) { - initializationValue = "-1.0 / 1e-20"; - } - if (computePositions) { - const compareOp2 = ">="; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); +return (log(1.0 + x) - log(1.0 - x)) / 2.0;`,JL=Xe({opSnippet:YL}),QL={kernelName:ro,backendName:"webgl",kernelFunc:JL},fc=class{constructor(e,t,n,r=!1,a=!1){if(this.variableNames=["x"],t==="avg"&&n)throw new Error("Cannot compute positions for average pool.");let s=e.filterWidth,i=e.strideHeight,o=e.strideWidth,l=e.dilationHeight,c=e.dilationWidth,u=e.effectiveFilterHeight,h=e.effectiveFilterWidth,d=e.padInfo.top,p=e.padInfo.left;this.outputShape=e.outShape;let f=t==="avg",m=`((batch * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + d`,A=`(xR * ${e.inWidth} + xC) * ${e.inChannels} + d`,y="0.0";if(f||(y="-1.0 / 1e-20"),n){let N=">=";this.userCode=` + const ivec2 strides = ivec2(${i}, ${o}); + const ivec2 pads = ivec2(${d}, ${p}); void main() { ivec4 coords = getOutputCoords(); @@ -34243,19 +1356,19 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int minMaxPosition = 0; float avgValue = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${u}; + wR += ${l}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { + for (int wC = 0; wC < ${h}; + wC += ${c}) { int xC = xCCorner + wC; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -34265,42 +1378,31 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // use the current value. float currMinMaxValue = mix( value, minMaxValue, minMaxValueFound); - if (value ${compareOp2} currMinMaxValue) { + if (value ${N} currMinMaxValue) { minMaxValue = value; minMaxValueFound = 1.0; - minMaxPosition = ${flattenPositions ? includeBatchInIndex ? batchFlattenPositionStr : flattenPositionStr : `wR * ${effectiveFilterWidth} + wC`}; + minMaxPosition = ${r?a?m:A:`wR * ${h} + wC`}; } } } setOutput(float(minMaxPosition)); } - `; - return; - } - const compareOp = "max"; - let returnValue = `${poolType}(${poolType}(${poolType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (poolType === "avg") { - returnValue = `avgValue / count`; - } - const filterWidthNearestVec4 = Math.floor(filterWidth / 4) * 4; - const filterWidthVec4Remainder = filterWidth % 4; - const updateSnippet = ` - if (${isAvgPool}) { + `;return}let g="max",w=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="avg"&&(w="avgValue / count");let b=Math.floor(s/4)*4,_=s%4,x=` + if (${f}) { avgValue += dot(values, ones); } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${g}(values, minMaxValue); } - `; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); - const float initializationValue = ${initializationValue}; + `;this.userCode=` + const ivec2 strides = ivec2(${i}, ${o}); + const ivec2 pads = ivec2(${d}, ${p}); + const float initializationValue = ${y}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float count = 0.0; float getValue(int batch, int xR, int xC, int d) { - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { return initializationValue; } count += 1.0; @@ -34318,33 +1420,33 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // max/min x(?, ?, d) to get y(yR, yC, d). // ? = to be determined - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${y}); float avgValue = 0.0; count = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${u}; + wR += ${l}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidthNearestVec4}; wC += 4) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${b}; wC += 4) { + int xC = xCCorner + wC * ${c}; vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), - getValue(batch, xR, xC + 2 * ${dilationWidth}, d), - getValue(batch, xR, xC + 3 * ${dilationWidth}, d) + getValue(batch, xR, xC + ${c}, d), + getValue(batch, xR, xC + 2 * ${c}, d), + getValue(batch, xR, xC + 3 * ${c}, d) ); - ${updateSnippet} + ${x} } - int xC = xCCorner + ${filterWidthNearestVec4}; - if (${filterWidthVec4Remainder === 1}) { + int xC = xCCorner + ${b}; + if (${_===1}) { vec4 values = vec4( getValue(batch, xR, xC, d), initializationValue, @@ -34352,63 +1454,33 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 2}) { + ${x} + } else if (${_===2}) { vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), + getValue(batch, xR, xC + ${c}, d), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 3}) { + ${x} + } else if (${_===3}) { vec4 values = vec4( getValue(batch, xR, xC, d), - getValue(batch, xR, xC + ${dilationWidth}, d), - getValue(batch, xR, xC + 2 * ${dilationWidth}, d), + getValue(batch, xR, xC + ${c}, d), + getValue(batch, xR, xC + 2 * ${c}, d), initializationValue ); - ${updateSnippet} + ${x} } } - setOutput(${returnValue}); + setOutput(${w}); } - `; - } - }; - var Pool3DProgram = class { - constructor(convInfo, poolType, computePositions, flattenPositions = false, includeBatchInIndex = false) { - this.variableNames = ["x"]; - if (poolType === "avg" && computePositions) { - throw new Error("Cannot compute positions for average pool."); - } - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.outputShape = convInfo.outShape; - const isAvgPool = poolType === "avg"; - let initializationValue = "0.0"; - if (!isAvgPool) { - initializationValue = "-1.0 / 1e-20"; - } - if (computePositions) { - const compareOp2 = ">="; - this.userCode = ` + `}},lA=class{constructor(e,t,n,r=!1,a=!1){if(this.variableNames=["x"],t==="avg"&&n)throw new Error("Cannot compute positions for average pool.");let s=e.filterWidth,i=e.strideDepth,o=e.strideHeight,l=e.strideWidth,c=e.dilationDepth,u=e.dilationHeight,h=e.dilationWidth,d=e.effectiveFilterDepth,p=e.effectiveFilterHeight,f=e.effectiveFilterWidth,m=e.padInfo.front,A=e.padInfo.top,y=e.padInfo.left;this.outputShape=e.outShape;let g=t==="avg",w="0.0";if(g||(w="-1.0 / 1e-20"),n){let C=">=";this.userCode=` const ivec3 strides = - ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + ivec3(${i}, ${o}, ${l}); + const ivec3 pads = ivec3(${m}, ${A}, ${y}); void main() { ivec5 coords = getOutputCoords(); @@ -34426,27 +1498,27 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float minMaxValueFound = 0.0; int minMaxPosition = 0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { + for (int wD = 0; wD < ${d}; + wD += ${c}) { int xD = xDCorner + wD; - if (xD < 0 || xD >= ${convInfo.inDepth}) { + if (xD < 0 || xD >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${p}; + wR += ${u}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { + for (int wC = 0; wC < ${f}; + wC += ${h}) { int xC = xCCorner + wC; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -34456,45 +1528,34 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // use the current value. float currMinMaxValue = mix( value, minMaxValue, minMaxValueFound); - if (value ${compareOp2} currMinMaxValue) { + if (value ${C} currMinMaxValue) { minMaxValue = value; minMaxValueFound = 1.0; - minMaxPosition = ${flattenPositions ? includeBatchInIndex ? `(((batch * ${convInfo.inDepth} + xD) * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + ch` : `((xD * ${convInfo.inHeight} + xR) * ${convInfo.inWidth} + xC) * ${convInfo.inChannels} + ch` : `wD * ${effectiveFilterHeight} * ${effectiveFilterWidth} + - wR * ${effectiveFilterWidth} + wC`}; + minMaxPosition = ${r?a?`(((batch * ${e.inDepth} + xD) * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + ch`:`((xD * ${e.inHeight} + xR) * ${e.inWidth} + xC) * ${e.inChannels} + ch`:`wD * ${p} * ${f} + + wR * ${f} + wC`}; } } } } setOutput(float(minMaxPosition)); } - `; - return; - } - const compareOp = "max"; - let returnValue = `${poolType}(${poolType}(${poolType}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`; - if (poolType === "avg") { - returnValue = `avgValue / count`; - } - const filterWidthNearestVec4 = Math.floor(filterWidth / 4) * 4; - const filterWidthVec4Remainder = filterWidth % 4; - const updateSnippet = ` - if (${isAvgPool}) { + `;return}let b="max",_=`${t}(${t}(${t}(minMaxValue[0], minMaxValue[1]), minMaxValue[2]), minMaxValue[3])`;t==="avg"&&(_="avgValue / count");let x=Math.floor(s/4)*4,N=s%4,T=` + if (${g}) { avgValue += dot(values, ones); } else { - minMaxValue = ${compareOp}(values, minMaxValue); + minMaxValue = ${b}(values, minMaxValue); } - `; - this.userCode = ` + `;this.userCode=` const ivec3 strides = - ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); - const float initializationValue = ${initializationValue}; + ivec3(${i}, ${o}, ${l}); + const ivec3 pads = ivec3(${m}, ${A}, ${y}); + const float initializationValue = ${w}; const vec4 ones = vec4(1.0, 1.0, 1.0, 1.0); float count = 0.0; float getValue(int batch, int xD, int xR, int xC, int ch) { - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { return initializationValue; } count += 1.0; @@ -34513,41 +1574,41 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // max/min x(?, ?, ?, d) to get y(yD, yR, yC, ch). // ? = to be determined - vec4 minMaxValue = vec4(${initializationValue}); + vec4 minMaxValue = vec4(${w}); float avgValue = 0.0; count = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { + for (int wD = 0; wD < ${d}; + wD += ${c}) { int xD = xDCorner + wD; - if (xD < 0 || xD >= ${convInfo.inDepth}) { + if (xD < 0 || xD >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { + for (int wR = 0; wR < ${p}; + wR += ${u}) { int xR = xRCorner + wR; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidthNearestVec4}; wC += 4) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${x}; wC += 4) { + int xC = xCCorner + wC * ${h}; vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 2 * ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 3 * ${dilationWidth}, ch) + getValue(batch, xD, xR, xC + ${h}, ch), + getValue(batch, xD, xR, xC + 2 * ${h}, ch), + getValue(batch, xD, xR, xC + 3 * ${h}, ch) ); - ${updateSnippet} + ${T} } - int xC = xCCorner + ${filterWidthNearestVec4}; - if (${filterWidthVec4Remainder === 1}) { + int xC = xCCorner + ${x}; + if (${N===1}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), initializationValue, @@ -34555,132 +1616,33 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 2}) { + ${T} + } else if (${N===2}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), + getValue(batch, xD, xR, xC + ${h}, ch), initializationValue, initializationValue ); - ${updateSnippet} - } else if (${filterWidthVec4Remainder === 3}) { + ${T} + } else if (${N===3}) { vec4 values = vec4( getValue(batch, xD, xR, xC, ch), - getValue(batch, xD, xR, xC + ${dilationWidth}, ch), - getValue(batch, xD, xR, xC + 2 * ${dilationWidth}, ch), + getValue(batch, xD, xR, xC + ${h}, ch), + getValue(batch, xD, xR, xC + 2 * ${h}, ch), initializationValue ); - ${updateSnippet} + ${T} } } - setOutput(${returnValue}); + setOutput(${_}); } } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPool3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - assertNotComplex2(x, "avgPool"); - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = 1; - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, dilations), () => `Error in avgPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - if (convInfo.filterWidth === 1 && convInfo.filterHeight === 1 && util_exports.arraysEqual(convInfo.inShape, convInfo.outShape)) { - return identity2({inputs: {x}, backend: backend22}); - } - const avgPoolProgram = new Pool2DProgram(convInfo, "avg", false); - return backend22.runWebGLProgram(avgPoolProgram, [x], "float32"); - } - var avgPoolConfig2 = { - kernelName: AvgPool, - backendName: "webgl", - kernelFunc: avgPool3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPool3D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {filterSize, strides, pad: pad3, dimRoundingMode, dataFormat} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode, dataFormat); - const avgPoolProgram = new Pool3DProgram(convInfo, "avg", false); - return backend22.runWebGLProgram(avgPoolProgram, [x], "float32"); - } - var avgPool3DConfig2 = { - kernelName: AvgPool3D, - backendName: "webgl", - kernelFunc: avgPool3D2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var AvgPool2DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const avgMultiplier = 1 / (filterHeight * filterWidth); - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); - const float avgMultiplier = float(${avgMultiplier}); + `}};function eW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t;kl(a,"avgPool");let{filterSize:s,strides:i,pad:o,dimRoundingMode:l}=r,c=1;v.assert(R.eitherStridesOrDilationsAreOne(i,c),()=>`Error in avgPool: Either strides or dilations must be 1. Got strides ${i} and dilations '${c}'`);let u=R.computePool2DInfo(a.shape,s,i,c,o,l);if(u.filterWidth===1&&u.filterHeight===1&&v.arraysEqual(u.inShape,u.outShape))return On({inputs:{x:a},backend:n});let h=new fc(u,"avg",!1);return n.runWebGLProgram(h,[a],"float32")}var tW={kernelName:ls,backendName:"webgl",kernelFunc:eW};function nW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{filterSize:s,strides:i,pad:o,dimRoundingMode:l,dataFormat:c}=r,u=[1,1,1],h=R.computePool3DInfo(a.shape,s,i,u,o,l,c),d=new lA(h,"avg",!1);return n.runWebGLProgram(d,[a],"float32")}var rW={kernelName:pu,backendName:"webgl",kernelFunc:nW},aW=class{constructor(e){this.variableNames=["dy"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=e.dilationHeight,i=e.dilationWidth,o=e.effectiveFilterHeight,l=e.effectiveFilterWidth,c=o-1-e.padInfo.top,u=l-1-e.padInfo.left,h=1/(t*n);this.userCode=` + const ivec2 pads = ivec2(${c}, ${u}); + const float avgMultiplier = float(${h}); void main() { ivec4 coords = getOutputCoords(); @@ -34694,20 +1656,20 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${o}; + wR += ${s}) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC+= ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${l}; + wC+= ${i}) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } @@ -34720,32 +1682,9 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var AvgPool3DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy"]; - this.outputShape = convInfo.inShape; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = effectiveFilterDepth - 1 - convInfo.padInfo.front; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const avgMultiplier = 1 / (filterDepth * filterHeight * filterWidth); - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); - const float avgMultiplier = float(${avgMultiplier}); + `}},sW=class{constructor(e){this.variableNames=["dy"],this.outputShape=e.inShape;let t=e.filterDepth,n=e.filterHeight,r=e.filterWidth,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=e.dilationDepth,l=e.dilationHeight,c=e.dilationWidth,u=e.effectiveFilterDepth,h=e.effectiveFilterHeight,d=e.effectiveFilterWidth,p=u-1-e.padInfo.front,f=h-1-e.padInfo.top,m=d-1-e.padInfo.left,A=1/(t*n*r);this.userCode=` + const ivec3 pads = ivec3(${p}, ${f}, ${m}); + const float avgMultiplier = float(${A}); void main() { ivec5 coords = getOutputCoords(); @@ -34762,30 +1701,30 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { - float dyD = float(dyDCorner + wD) / ${strideDepth}.0; + for (int wD = 0; wD < ${u}; + wD += ${o}) { + float dyD = float(dyDCorner + wD) / ${a}.0; - if (dyD < 0.0 || dyD >= ${convInfo.outDepth}.0 || fract(dyD) > 0.0) { + if (dyD < 0.0 || dyD >= ${e.outDepth}.0 || fract(dyD) > 0.0) { continue; } int idyD = int(dyD); - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${h}; + wR += ${l}) { + float dyR = float(dyRCorner + wR) / ${s}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${d}; + wC += ${c}) { + float dyC = float(dyCCorner + wC) / ${i}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } @@ -34799,706 +1738,71 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPool3DGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - const avgPoolBackpropProgram = new AvgPool3DBackpropProgram(convInfo); - return backend22.runWebGLProgram(avgPoolBackpropProgram, [dy], x.dtype); - } - var avgPoolGrad3DConfig = { - kernelName: AvgPool3DGrad, - backendName: "webgl", - kernelFunc: avgPool3DGrad2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPoolGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - assertNotComplex2([dy, input2], "avgPoolGrad"); - const {filterSize, strides, pad: pad3} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3); - const avgPoolBackpropProgram = new AvgPool2DBackpropProgram(convInfo); - return backend22.runWebGLProgram(avgPoolBackpropProgram, [dy], x.dtype); - } - var avgPoolGradConfig2 = { - kernelName: AvgPoolGrad, - backendName: "webgl", - kernelFunc: avgPoolGrad2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function batchMatMul2(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b} = inputs; - const {transposeA, transposeB} = attrs; - return batchMatMulImpl({a, b, transposeA, transposeB, backend: backend22}); - } - var batchMatMulConfig2 = { - kernelName: BatchMatMul, - backendName: "webgl", - kernelFunc: batchMatMul2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var BatchNormProgram = class { - constructor(xShape, meanShape, varianceShape, offsetShape, scaleShape, varianceEpsilon) { - this.outputShape = []; - this.variableNames = ["x", "mean", "variance"]; - backend_util_exports.assertAndGetBroadcastShape(xShape, meanShape); - backend_util_exports.assertAndGetBroadcastShape(xShape, varianceShape); - let offsetSnippet = "0.0"; - if (offsetShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, offsetShape); - this.variableNames.push("offset"); - offsetSnippet = "getOffsetAtOutCoords()"; - } - let scaleSnippet = "1.0"; - if (scaleShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, scaleShape); - this.variableNames.push("scale"); - scaleSnippet = "getScaleAtOutCoords()"; - } - this.outputShape = xShape; - this.userCode = ` + `}};function iW(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s,{filterSize:o,strides:l,pad:c,dimRoundingMode:u}=r,h=[1,1,1],d=R.computePool3DInfo(i.shape,o,l,h,c,u),p=new sW(d);return n.runWebGLProgram(p,[a],i.dtype)}var oW={kernelName:Th,backendName:"webgl",kernelFunc:iW};function lW(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s;kl([a,s],"avgPoolGrad");let{filterSize:o,strides:l,pad:c}=r,u=R.computePool2DInfo(i.shape,o,l,1,c),h=new aW(u);return n.runWebGLProgram(h,[a],i.dtype)}var uW={kernelName:Sh,backendName:"webgl",kernelFunc:lW};function cW(e){let{inputs:t,backend:n,attrs:r}=e,{a,b:s}=t,{transposeA:i,transposeB:o}=r;return Ap({a,b:s,transposeA:i,transposeB:o,backend:n})}var hW={kernelName:us,backendName:"webgl",kernelFunc:cW},dW=class{constructor(e,t,n,r,a,s){this.outputShape=[],this.variableNames=["x","mean","variance"],R.assertAndGetBroadcastShape(e,t),R.assertAndGetBroadcastShape(e,n);let i="0.0";r!=null&&(R.assertAndGetBroadcastShape(e,r),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");let o="1.0";a!=null&&(R.assertAndGetBroadcastShape(e,a),this.variableNames.push("scale"),o="getScaleAtOutCoords()"),this.outputShape=e,this.userCode=` void main() { float x = getXAtOutCoords(); float mean = getMeanAtOutCoords(); float variance = getVarianceAtOutCoords(); - float offset = ${offsetSnippet}; - float scale = ${scaleSnippet}; - float inv = scale * inversesqrt(variance + float(${varianceEpsilon})); + float offset = ${i}; + float scale = ${o}; + float inv = scale * inversesqrt(variance + float(${s})); setOutput(dot(vec3(x, -mean, offset), vec3(inv, inv, 1))); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var BatchNormPackedProgram = class { - constructor(xShape, meanShape, varianceShape, offsetShape, scaleShape, varianceEpsilon) { - this.packedInputs = true; - this.packedOutput = true; - this.variableNames = ["x", "mean", "variance"]; - backend_util_exports.assertAndGetBroadcastShape(xShape, meanShape); - backend_util_exports.assertAndGetBroadcastShape(xShape, varianceShape); - let offsetSnippet = "vec4(0.0)"; - if (offsetShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, offsetShape); - this.variableNames.push("offset"); - offsetSnippet = "getOffsetAtOutCoords()"; - } - let scaleSnippet = "vec4(1.0)"; - if (scaleShape != null) { - backend_util_exports.assertAndGetBroadcastShape(xShape, scaleShape); - this.variableNames.push("scale"); - scaleSnippet = "getScaleAtOutCoords()"; - } - this.outputShape = xShape; - this.userCode = ` + `}},pW=class{constructor(e,t,n,r,a,s){this.packedInputs=!0,this.packedOutput=!0,this.variableNames=["x","mean","variance"],R.assertAndGetBroadcastShape(e,t),R.assertAndGetBroadcastShape(e,n);let i="vec4(0.0)";r!=null&&(R.assertAndGetBroadcastShape(e,r),this.variableNames.push("offset"),i="getOffsetAtOutCoords()");let o="vec4(1.0)";a!=null&&(R.assertAndGetBroadcastShape(e,a),this.variableNames.push("scale"),o="getScaleAtOutCoords()"),this.outputShape=e,this.userCode=` void main() { - vec4 offset = ${offsetSnippet}; - vec4 scale = ${scaleSnippet}; + vec4 offset = ${i}; + vec4 scale = ${o}; vec4 x = getXAtOutCoords(); vec4 mean = getMeanAtOutCoords(); vec4 variance = getVarianceAtOutCoords(); - vec4 inv = scale * inversesqrt(variance + vec4(${varianceEpsilon})); + vec4 inv = scale * inversesqrt(variance + vec4(${s})); setOutput((x - mean) * inv + offset); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var batchNorm3 = ({inputs, backend: backend22, attrs}) => { - const {x, mean: mean4, variance, offset, scale: scale2} = inputs; - util_exports.assert(mean4.shape.length === variance.shape.length, () => "Batch normalization gradient requires mean and variance to have equal ranks."); - util_exports.assert(offset == null || mean4.shape.length === offset.shape.length, () => "Batch normalization gradient requires mean and offset to have equal ranks."); - util_exports.assert(scale2 == null || mean4.shape.length === scale2.shape.length, () => "Batch normalization gradient requires mean and scale to have equal ranks."); - let {varianceEpsilon} = attrs; - if (varianceEpsilon == null) { - varianceEpsilon = 1e-3; - } - const finalInputs = [x, mean4, variance]; - let offsetShape = null; - if (offset != null) { - offsetShape = offset.shape; - finalInputs.push(offset); - } - let scaleShape = null; - if (scale2 != null) { - scaleShape = scale2.shape; - finalInputs.push(scale2); - } - const program = env().getBool("WEBGL_PACK_NORMALIZATION") ? new BatchNormPackedProgram(x.shape, mean4.shape, variance.shape, offsetShape, scaleShape, varianceEpsilon) : new BatchNormProgram(x.shape, mean4.shape, variance.shape, offsetShape, scaleShape, varianceEpsilon); - const output = backend22.runWebGLProgram(program, finalInputs, finalInputs[0].dtype); - return output; - }; - var batchNormConfig2 = { - kernelName: FusedBatchNorm, - backendName: "webgl", - kernelFunc: batchNorm3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SliceProgram = class { - constructor(destSize) { - this.variableNames = ["source"]; - this.outputShape = destSize; - this.rank = destSize.length; - const dtype = getCoordsDataType(this.rank); - const uniformPart = `uniform int start[${this.rank}];`; - const sourceCoords = getCoords(this.rank); - let body4; - const coordSum = destSize.map((_, i) => { - return `sourceLoc.${coords[i]} = start[${i}] + coords.${coords[i]};`; - }); - body4 = ` - ${dtype} sourceLoc; - ${dtype} coords = getOutputCoords(); - ${coordSum.join("\n")} - `; - this.userCode = ` - ${uniformPart} + `}},fW=({inputs:e,backend:t,attrs:n})=>{let{x:r,mean:a,variance:s,offset:i,scale:o}=e;v.assert(a.shape.length===s.shape.length,()=>"Batch normalization gradient requires mean and variance to have equal ranks."),v.assert(i==null||a.shape.length===i.shape.length,()=>"Batch normalization gradient requires mean and offset to have equal ranks."),v.assert(o==null||a.shape.length===o.shape.length,()=>"Batch normalization gradient requires mean and scale to have equal ranks.");let{varianceEpsilon:l}=n;l==null&&(l=.001);let c=[r,a,s],u=null;i!=null&&(u=i.shape,c.push(i));let h=null;o!=null&&(h=o.shape,c.push(o));let d=J().getBool("WEBGL_PACK_NORMALIZATION")?new pW(r.shape,a.shape,s.shape,u,h,l):new dW(r.shape,a.shape,s.shape,u,h,l);return t.runWebGLProgram(d,c,c[0].dtype)},mW={kernelName:bs,backendName:"webgl",kernelFunc:fW},yW=class{constructor(e){this.variableNames=["source"],this.outputShape=e,this.rank=e.length;let t=ot(this.rank),n=`uniform int start[${this.rank}];`,r=AW(this.rank),a,s=e.map((i,o)=>`sourceLoc.${uA[o]} = start[${o}] + coords.${uA[o]};`);a=` + ${t} sourceLoc; + ${t} coords = getOutputCoords(); + ${s.join(` +`)} + `,this.userCode=` + ${n} void main() { - ${body4} - setOutput(getSource(${sourceCoords})); + ${a} + setOutput(getSource(${r})); } - `; - } - getCustomSetupFunc(start) { - if (start.length !== this.rank) { - throw Error(`The rank (${this.rank}) of the program must match the length of start (${start.length})`); + `}getCustomSetupFunc(e){if(e.length!==this.rank)throw Error(`The rank (${this.rank}) of the program must match the length of start (${e.length})`);return(t,n)=>{this.startLoc==null&&(this.startLoc=t.getUniformLocationNoThrow(n,"start"),this.startLoc==null)||t.gl.uniform1iv(this.startLoc,e)}}},uA=["x","y","z","w","u","v"];function AW(e){if(e===1)return"sourceLoc";if(e<=6)return uA.slice(0,e).map(t=>"sourceLoc."+t).join(",");throw Error(`Slicing for rank ${e} is not yet supported`)}var gW=class{constructor(e){this.variableNames=["source"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.rank=e.length;let t=ot(this.rank),n=dn("coords",this.rank),r=dn("sourceLoc",this.rank),a=this.rank===1?"sourceLoc":`vec2(${r.slice(-2).join()})`,s=`getChannel(getSource(${r.join()}), ${a})`,i=` + result.x = ${s}; + if (++${n[this.rank-1]} < ${e[this.rank-1]}) { + ++${r[this.rank-1]}; + result.y = ${s}; + --${r[this.rank-1]}; } - return (gpgpu, webGLProgram) => { - if (this.startLoc == null) { - this.startLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "start"); - if (this.startLoc == null) { - return; - } - } - gpgpu.gl.uniform1iv(this.startLoc, start); - }; - } - }; - var coords = ["x", "y", "z", "w", "u", "v"]; - function getCoords(rank) { - if (rank === 1) { - return "sourceLoc"; - } else if (rank <= 6) { - return coords.slice(0, rank).map((x) => "sourceLoc." + x).join(","); - } else { - throw Error(`Slicing for rank ${rank} is not yet supported`); - } - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SlicePackedProgram = class { - constructor(destSize) { - this.variableNames = ["source"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = destSize; - this.rank = destSize.length; - const dtype = getCoordsDataType(this.rank); - const coords22 = getChannels("coords", this.rank); - const sourceLoc = getChannels("sourceLoc", this.rank); - const innerDims = this.rank === 1 ? "sourceLoc" : `vec2(${sourceLoc.slice(-2).join()})`; - const getChannel = `getChannel(getSource(${sourceLoc.join()}), ${innerDims})`; - const upperRow = ` - result.x = ${getChannel}; - if (++${coords22[this.rank - 1]} < ${destSize[this.rank - 1]}) { - ++${sourceLoc[this.rank - 1]}; - result.y = ${getChannel}; - --${sourceLoc[this.rank - 1]}; - } - `; - const lowerRow = this.rank === 1 ? "" : ` - --${coords22[this.rank - 1]}; - if (++${coords22[this.rank - 2]} < ${destSize[this.rank - 2]}) { - ++${sourceLoc[this.rank - 2]}; - result.z = ${getChannel}; - if (++${coords22[this.rank - 1]} < ${destSize[this.rank - 1]}) { - ++${sourceLoc[this.rank - 1]}; - result.w = ${getChannel}; + `,o=this.rank===1?"":` + --${n[this.rank-1]}; + if (++${n[this.rank-2]} < ${e[this.rank-2]}) { + ++${r[this.rank-2]}; + result.z = ${s}; + if (++${n[this.rank-1]} < ${e[this.rank-1]}) { + ++${r[this.rank-1]}; + result.w = ${s}; } } - `; - const sourceLocSetup = this.rank <= 4 ? `sourceLoc = coords + - ${dtype}(${destSize.map((_, i) => `start[${i}]`).join()});` : destSize.map((_, i) => `${sourceLoc[i]} = ${coords22[i]} + start[${i}];`).join("\n"); - this.userCode = ` + `,l=this.rank<=4?`sourceLoc = coords + + ${t}(${e.map((c,u)=>`start[${u}]`).join()});`:e.map((c,u)=>`${r[u]} = ${n[u]} + start[${u}];`).join(` +`);this.userCode=` uniform int start[${this.rank}]; void main() { - ${dtype} coords = getOutputCoords(); - ${dtype} sourceLoc; - ${sourceLocSetup} + ${t} coords = getOutputCoords(); + ${t} sourceLoc; + ${l} vec4 result = vec4(0.); - ${upperRow} - ${lowerRow} + ${i} + ${o} setOutput(result); } - `; - } - getCustomSetupFunc(start) { - if (start.length !== this.rank) { - throw Error(`The rank (${this.rank}) of the program must match the length of start (${start.length})`); - } - return (gpgpu, webGLProgram) => { - if (this.startLoc == null) { - this.startLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "start"); - if (this.startLoc == null) { - return; - } - } - gpgpu.gl.uniform1iv(this.startLoc, start); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function shallowSlice(x, begin, size, backend22) { - const xTexData = backend22.texData.get(x.dataId); - const t = backend22.makeTensorInfo(size, x.dtype); - const newTexData = backend22.texData.get(t.dataId); - Object.assign(newTexData, xTexData); - newTexData.refCount = 1; - newTexData.shape = size; - newTexData.dtype = x.dtype; - let flatOffset = slice_util_exports.computeFlatOffset(begin, util_exports.computeStrides(x.shape)); - if (xTexData.slice) { - flatOffset += xTexData.slice.flatOffset; - } - newTexData.slice = { - flatOffset, - origDataId: xTexData.slice && xTexData.slice.origDataId || x.dataId - }; - const refCount = backend22.dataRefCount.get(newTexData.slice.origDataId) || 1; - backend22.dataRefCount.set(newTexData.slice.origDataId, refCount + 1); - return t; - } - function slice3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {begin, size} = attrs; - const [$begin, $size] = slice_util_exports.parseSliceParams(x, begin, size); - slice_util_exports.assertParamsValid(x, $begin, $size); - if (util_exports.sizeFromShape($size) === 0) { - return backend22.makeTensorInfo($size, x.dtype, []); - } - if (backend22.shouldExecuteOnCPU([x]) || x.dtype === "string") { - const xTexData = backend22.texData.get(x.dataId); - const outValues = sliceImplCPU(xTexData.values, $begin, $size, x.shape, x.dtype); - return backend22.makeTensorInfo($size, x.dtype, outValues); - } - const {isPacked} = backend22.texData.get(x.dataId); - const isContinous = slice_util_exports.isSliceContinous(x.shape, $begin, $size); - if (isPacked || !isContinous) { - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new SlicePackedProgram($size) : new SliceProgram($size); - const customSetup = program.getCustomSetupFunc($begin); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); - } - backend22.uploadToGPU(x.dataId); - return shallowSlice(x, $begin, $size, backend22); - } - var sliceConfig2 = { - kernelName: Slice, - backendName: "webgl", - kernelFunc: slice3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var batchToSpaceND3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockShape, crops} = attrs; - util_exports.assert(x.shape.length <= 4, () => "batchToSpaceND for rank > 4 with a WebGL backend not implemented yet"); - const prod5 = blockShape.reduce((a, b) => a * b); - const reshaped = backend_util_exports.getReshaped(x.shape, blockShape, prod5); - const permuted = backend_util_exports.getPermuted(reshaped.length, blockShape.length); - const reshapedPermuted = backend_util_exports.getReshapedPermuted(x.shape, blockShape, prod5); - const sliceBeginCoords = backend_util_exports.getSliceBeginCoords(crops, blockShape.length); - const sliceSize = backend_util_exports.getSliceSize(reshapedPermuted, crops, blockShape.length); - const toDispose = []; - const reshapedIntermediate = reshape3({inputs: {x}, backend: backend22, attrs: {shape: reshaped}}); - const transposedIntermediate = transpose3({inputs: {x: reshapedIntermediate}, backend: backend22, attrs: {perm: permuted}}); - const reshapedIntermediate2 = reshape3({ - inputs: {x: transposedIntermediate}, - backend: backend22, - attrs: {shape: reshapedPermuted} - }); - const sliced = slice3({ - inputs: {x: reshapedIntermediate2}, - backend: backend22, - attrs: {begin: sliceBeginCoords, size: sliceSize} - }); - toDispose.push(reshapedIntermediate); - toDispose.push(transposedIntermediate); - toDispose.push(reshapedIntermediate2); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return sliced; - }; - var batchToSpaceNDConfig2 = { - kernelName: BatchToSpaceND, - backendName: "webgl", - kernelFunc: batchToSpaceND3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function bincount3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, weights} = inputs; - const {size} = attrs; - const xVals = backend22.readSync(x.dataId); - const weightsVals = backend22.readSync(weights.dataId); - const outVals = bincountImplCPU(xVals, weightsVals, weights.dtype, weights.shape, size); - return backend22.makeTensorInfo([size], weights.dtype, outVals); - } - var bincountConfig2 = { - kernelName: Bincount, - backendName: "webgl", - kernelFunc: bincount3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var NOT_EQUAL = `return float(a != b);`; - var notEqual3 = binaryKernelFunc2({opSnippet: NOT_EQUAL, dtype: "bool"}); - var notEqualConfig2 = { - kernelName: NotEqual, - backendName: "webgl", - kernelFunc: notEqual3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function real3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - const inputData = backend22.texData.get(input2.dataId); - return identity2({inputs: {x: inputData.complexTensorInfos.real}, backend: backend22}); - } - var realConfig2 = { - kernelName: Real, - backendName: "webgl", - kernelFunc: real3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TO_INT = `return float(int(x));`; - function int(input2, backend22) { - const program = new UnaryOpProgram(input2.shape, TO_INT); - const output = backend22.runWebGLProgram(program, [input2], "int32"); - return {dataId: output.dataId, shape: output.shape, dtype: output.dtype}; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function cast3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dtype} = attrs; - if (dtype === "complex64") { - if (x.dtype === "complex64") { - return identity2({inputs: {x}, backend: backend22}); - } - const zerosTensor = zeros(x.shape); - const floatX = cast3({inputs: {x}, backend: backend22, attrs: {dtype: "float32"}}); - const result = complex3({inputs: {real: floatX, imag: zerosTensor}, backend: backend22}); - zerosTensor.dispose(); - backend22.disposeIntermediateTensorInfo(floatX); - return result; - } - if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const result = cast3({inputs: {x: realPart}, backend: backend22, attrs: {dtype}}); - backend22.disposeIntermediateTensorInfo(realPart); - return result; - } - if (!util_exports.hasEncodingLoss(x.dtype, dtype)) { - const result = identity2({inputs: {x}, backend: backend22}); - return {dataId: result.dataId, shape: result.shape, dtype}; - } - if (dtype === "int32") { - return int(x, backend22); - } - if (dtype === "bool") { - const zerosTensorInfo = backend22.makeTensorInfo([], "bool", util_exports.getTypedArrayFromDType("bool", 1)); - const binaryInputs = {a: x, b: zerosTensorInfo}; - const result = notEqual3({inputs: binaryInputs, backend: backend22}); - backend22.disposeIntermediateTensorInfo(zerosTensorInfo); - return result; - } - throw new Error(`Error in Cast: failed to cast ${x.dtype} to ${dtype}`); - } - var castConfig2 = { - kernelName: Cast, - backendName: "webgl", - kernelFunc: cast3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CEIL = `return ceil(x);`; - var ceil3 = unaryKernelFunc2({opSnippet: CEIL, packedOpSnippet: CEIL, cpuKernelImpl: ceilImplCPU}); - var ceilConfig2 = { - kernelName: Ceil, - backendName: "webgl", - kernelFunc: ceil3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ClipProgram = class { - constructor(aShape) { - this.variableNames = ["A"]; - this.outputShape = aShape; - this.userCode = ` + `}getCustomSetupFunc(e){if(e.length!==this.rank)throw Error(`The rank (${this.rank}) of the program must match the length of start (${e.length})`);return(t,n)=>{this.startLoc==null&&(this.startLoc=t.getUniformLocationNoThrow(n,"start"),this.startLoc==null)||t.gl.uniform1iv(this.startLoc,e)}}};function xW(e,t,n,r){let a=r.texData.get(e.dataId),s=r.makeTensorInfo(n,e.dtype),i=r.texData.get(s.dataId);Object.assign(i,a),i.refCount=1,i.shape=n,i.dtype=e.dtype;let o=ln.computeFlatOffset(t,v.computeStrides(e.shape));a.slice&&(o+=a.slice.flatOffset),i.slice={flatOffset:o,origDataId:a.slice&&a.slice.origDataId||e.dataId};let l=r.dataRefCount.get(i.slice.origDataId)||1;return r.dataRefCount.set(i.slice.origDataId,l+1),s}function mc(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{begin:s,size:i}=r,[o,l]=ln.parseSliceParams(a,s,i);if(ln.assertParamsValid(a,o,l),v.sizeFromShape(l)===0)return n.makeTensorInfo(l,a.dtype,[]);if(n.shouldExecuteOnCPU([a])||a.dtype==="string"){let h=n.texData.get(a.dataId),d=pP(h.values,o,l,a.shape,a.dtype);return n.makeTensorInfo(l,a.dtype,d)}let{isPacked:c}=n.texData.get(a.dataId),u=ln.isSliceContinous(a.shape,o,l);if(c||!u){let h=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new gW(l):new yW(l),d=h.getCustomSetupFunc(o);return n.runWebGLProgram(h,[a],a.dtype,d)}return n.uploadToGPU(a.dataId),xW(a,o,l,n)}var wW={kernelName:Wo,backendName:"webgl",kernelFunc:mc},bW=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockShape:s,crops:i}=r;v.assert(a.shape.length<=4,()=>"batchToSpaceND for rank > 4 with a WebGL backend not implemented yet");let o=s.reduce((g,w)=>g*w),l=R.getReshaped(a.shape,s,o),c=R.getPermuted(l.length,s.length),u=R.getReshapedPermuted(a.shape,s,o),h=R.getSliceBeginCoords(i,s.length),d=R.getSliceSize(u,i,s.length),p=[],f=xe({inputs:{x:a},backend:n,attrs:{shape:l}}),m=In({inputs:{x:f},backend:n,attrs:{perm:c}}),A=xe({inputs:{x:m},backend:n,attrs:{shape:u}}),y=mc({inputs:{x:A},backend:n,attrs:{begin:h,size:d}});return p.push(f),p.push(m),p.push(A),p.forEach(g=>n.disposeIntermediateTensorInfo(g)),y},_W={kernelName:fu,backendName:"webgl",kernelFunc:bW};function vW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,weights:s}=t,{size:i}=r,o=n.readSync(a.dataId),l=n.readSync(s.dataId),c=Mb(o,l,s.dtype,s.shape,i);return n.makeTensorInfo([i],s.dtype,c)}var kW={kernelName:Ch,backendName:"webgl",kernelFunc:vW},IW="return float(a != b);",i_=en({opSnippet:IW,dtype:"bool"}),NW={kernelName:To,backendName:"webgl",kernelFunc:i_};function Ac(e){let{inputs:t,backend:n}=e,{input:r}=t,a=n.texData.get(r.dataId);return On({inputs:{x:a.complexTensorInfos.real},backend:n})}var SW={kernelName:Zh,backendName:"webgl",kernelFunc:Ac},TW="return float(int(x));";function CW(e,t){let n=new La(e.shape,TW),r=t.runWebGLProgram(n,[e],"int32");return{dataId:r.dataId,shape:r.shape,dtype:r.dtype}}function cA(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{dtype:s}=r;if(s==="complex64"){if(a.dtype==="complex64")return On({inputs:{x:a},backend:n});let i=Ct(a.shape),o=cA({inputs:{x:a},backend:n,attrs:{dtype:"float32"}}),l=Wa({inputs:{real:o,imag:i},backend:n});return i.dispose(),n.disposeIntermediateTensorInfo(o),l}if(a.dtype==="complex64"){let i=Ac({inputs:{input:a},backend:n}),o=cA({inputs:{x:i},backend:n,attrs:{dtype:s}});return n.disposeIntermediateTensorInfo(i),o}if(!v.hasEncodingLoss(a.dtype,s)){let i=On({inputs:{x:a},backend:n});return{dataId:i.dataId,shape:i.shape,dtype:s}}if(s==="int32")return CW(a,n);if(s==="bool"){let i=n.makeTensorInfo([],"bool",v.getTypedArrayFromDType("bool",1)),o=i_({inputs:{a,b:i},backend:n});return n.disposeIntermediateTensorInfo(i),o}throw new Error(`Error in Cast: failed to cast ${a.dtype} to ${s}`)}var EW={kernelName:cs,backendName:"webgl",kernelFunc:cA},o_="return ceil(x);",RW=Xe({opSnippet:o_,packedOpSnippet:o_,cpuKernelImpl:Kz}),MW={kernelName:hs,backendName:"webgl",kernelFunc:RW},FW=class{constructor(e){this.variableNames=["A"],this.outputShape=e,this.userCode=` uniform float minVal; uniform float maxVal; @@ -35511,42 +1815,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; setOutput(clamp(value, minVal, maxVal)); } - `; - } - getCustomSetupFunc(min6, max6) { - return (gpgpu, webGLProgram) => { - if (this.minLoc == null) { - this.minLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "minVal"); - this.maxLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "maxVal"); - } - gpgpu.gl.uniform1f(this.minLoc, min6); - gpgpu.gl.uniform1f(this.maxLoc, max6); - }; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ClipPackedProgram = class { - constructor(aShape) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = aShape; - this.userCode = ` + `}getCustomSetupFunc(e,t){return(n,r)=>{this.minLoc==null&&(this.minLoc=n.getUniformLocationNoThrow(r,"minVal"),this.maxLoc=n.getUniformLocationNoThrow(r,"maxVal")),n.gl.uniform1f(this.minLoc,e),n.gl.uniform1f(this.maxLoc,t)}}},$W=class{constructor(e){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e,this.userCode=` uniform float minVal; uniform float maxVal; @@ -35560,74 +1829,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; setOutput(clamp(value, vec4(minVal), vec4(maxVal))); } - `; - } - getCustomSetupFunc(min6, max6) { - return (gpgpu, webGLProgram) => { - if (this.minLoc == null) { - this.minLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "minVal"); - this.maxLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "maxVal"); - } - gpgpu.gl.uniform1f(this.minLoc, min6); - gpgpu.gl.uniform1f(this.maxLoc, max6); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function clipByValue2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {clipValueMin, clipValueMax} = attrs; - let program; - if (env().getBool("WEBGL_PACK_CLIP")) { - program = new ClipPackedProgram(x.shape); - } else { - program = new ClipProgram(x.shape); - } - const customSetup = program.getCustomSetupFunc(clipValueMin, clipValueMax); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); - } - var clipByValueConfig = { - kernelName: ClipByValue, - backendName: "webgl", - kernelFunc: clipByValue2 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ComplexAbsProgram = class { - constructor(shape) { - this.variableNames = ["real", "imag"]; - this.outputShape = shape; - this.userCode = ` + `}getCustomSetupFunc(e,t){return(n,r)=>{this.minLoc==null&&(this.minLoc=n.getUniformLocationNoThrow(r,"minVal"),this.maxLoc=n.getUniformLocationNoThrow(r,"maxVal")),n.gl.uniform1f(this.minLoc,e),n.gl.uniform1f(this.maxLoc,t)}}};function DW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{clipValueMin:s,clipValueMax:i}=r,o;J().getBool("WEBGL_PACK_CLIP")?o=new $W(a.shape):o=new FW(a.shape);let l=o.getCustomSetupFunc(s,i);return n.runWebGLProgram(o,[a],a.dtype,l)}var OW={kernelName:ka,backendName:"webgl",kernelFunc:DW},zW=class{constructor(e){this.variableNames=["real","imag"],this.outputShape=e,this.userCode=` void main() { float re = abs(getRealAtOutCoords()); float im = abs(getImagAtOutCoords()); @@ -35640,423 +1842,96 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; mx == 0.0 ? 0.0 : mx * length(vec2(1, min(re, im)/mx)) ); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function makeComplexComponentTensorInfo(complexTensor, complexPart) { - return { - dataId: complexPart.dataId, - dtype: complexPart.dtype, - shape: complexTensor.shape - }; - } - function complexAbs2(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - const xData = backend22.texData.get(x.dataId); - const program = new ComplexAbsProgram(x.shape); - const programInputs = [ - makeComplexComponentTensorInfo(x, xData.complexTensorInfos.real), - makeComplexComponentTensorInfo(x, xData.complexTensorInfos.imag) - ]; - return backend22.runWebGLProgram(program, programInputs, programInputs[0].dtype); - } - var complexAbsConfig2 = { - kernelName: ComplexAbs, - backendName: "webgl", - kernelFunc: complexAbs2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ConcatProgram = class { - constructor(shapes) { - this.outputShape = []; - this.outputShape = backend_util_exports.computeOutShape(shapes, 1); - this.variableNames = shapes.map((_, i) => `T${i}`); - const offsets = new Array(shapes.length - 1); - offsets[0] = shapes[0][1]; - for (let i = 1; i < offsets.length; i++) { - offsets[i] = offsets[i - 1] + shapes[i][1]; - } - const snippets = [`if (yC < ${offsets[0]}) setOutput(getT0(yR, yC));`]; - for (let i = 1; i < offsets.length; i++) { - const shift = offsets[i - 1]; - snippets.push(`else if (yC < ${offsets[i]}) setOutput(getT${i}(yR, yC-${shift}));`); - } - const lastIndex = offsets.length; - const lastShift = offsets[offsets.length - 1]; - snippets.push(`else setOutput(getT${lastIndex}(yR, yC-${lastShift}));`); - this.userCode = ` + `}};function l_(e,t){return{dataId:t.dataId,dtype:t.dtype,shape:e.shape}}function PW(e){let{inputs:t,backend:n}=e,{x:r}=t,a=n.texData.get(r.dataId),s=new zW(r.shape),i=[l_(r,a.complexTensorInfos.real),l_(r,a.complexTensorInfos.imag)];return n.runWebGLProgram(s,i,i[0].dtype)}var LW={kernelName:mu,backendName:"webgl",kernelFunc:PW},WW=class{constructor(e){this.outputShape=[],this.outputShape=R.computeOutShape(e,1),this.variableNames=e.map((s,i)=>`T${i}`);let t=new Array(e.length-1);t[0]=e[0][1];for(let s=1;s `T${i}`); - const offsets = new Array(shapes.length - 1); - offsets[0] = shapes[0][axis]; - for (let i = 1; i < offsets.length; i++) { - offsets[i] = offsets[i - 1] + shapes[i][axis]; - } - const channel = channels[axis]; - const lastChannels = channels.slice(-2); - const allChannels = channels.join(); - let getValueSnippet = `if (${channel} < ${offsets[0]}) { + `}},BW=class{constructor(e,t){this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[],this.outputShape=R.computeOutShape(e,t);let n=this.outputShape,r=n.length,a=ot(r),s=dn("coords",r),i=["x","y","z","w","u","v"].slice(0,r);this.variableNames=e.map((f,m)=>`T${m}`);let o=new Array(e.length-1);o[0]=e[0][t];for(let f=1;f= ${offsets[i - 1]}) { + getT0(${u}), vec2(${c.join()})); + }`;for(let f=1;f= ${o[f-1]}) { return getChannel( - getT${i}(${shiftedChannels(channels, channel, shift2)}), - vec2(${shiftedChannels(lastChannels, channel, shift2)})); - }`; - } - const lastIndex = offsets.length; - const shift = offsets[offsets.length - 1]; - getValueSnippet += ` + getT${f}(${gp(i,l,m)}), + vec2(${gp(c,l,m)})); + }`}let d=o.length,p=o[o.length-1];h+=` return getChannel( - getT${lastIndex}(${shiftedChannels(channels, channel, shift)}), - vec2(${shiftedChannels(lastChannels, channel, shift)}));`; - this.userCode = ` - float getValue(${channels.map((x) => "int " + x)}) { - ${getValueSnippet} + getT${d}(${gp(i,l,p)}), + vec2(${gp(c,l,p)}));`,this.userCode=` + float getValue(${i.map(f=>"int "+f)}) { + ${h} } void main() { - ${dtype} coords = getOutputCoords(); - vec4 result = vec4(getValue(${coords22}), 0., 0., 0.); + ${a} coords = getOutputCoords(); + vec4 result = vec4(getValue(${s}), 0., 0., 0.); - ${coords22[rank - 1]} = ${coords22[rank - 1]} + 1; - if (${coords22[rank - 1]} < ${shape[rank - 1]}) { - result.g = getValue(${coords22}); + ${s[r-1]} = ${s[r-1]} + 1; + if (${s[r-1]} < ${n[r-1]}) { + result.g = getValue(${s}); } - ${coords22[rank - 2]} = ${coords22[rank - 2]} + 1; - if (${coords22[rank - 2]} < ${shape[rank - 2]}) { - result.a = getValue(${coords22}); + ${s[r-2]} = ${s[r-2]} + 1; + if (${s[r-2]} < ${n[r-2]}) { + result.a = getValue(${s}); } - ${coords22[rank - 1]} = ${coords22[rank - 1]} - 1; - if (${coords22[rank - 2]} < ${shape[rank - 2]} && - ${coords22[rank - 1]} < ${shape[rank - 1]}) { - result.b = getValue(${coords22}); + ${s[r-1]} = ${s[r-1]} - 1; + if (${s[r-2]} < ${n[r-2]} && + ${s[r-1]} < ${n[r-1]}) { + result.b = getValue(${s}); } setOutput(result); } - `; - } - }; - function shiftedChannels(channels, channel, shift) { - const channelIdx = channels.indexOf(channel); - const res = channels.map((c, idx) => { - if (idx === channelIdx) { - return `${c} - ${shift}`; - } else { - return c; - } - }); - return res.join(); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function imag3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - const inputData = backend22.texData.get(input2.dataId); - return identity2({inputs: {x: inputData.complexTensorInfos.imag}, backend: backend22}); - } - var imagConfig2 = { - kernelName: Imag, - backendName: "webgl", - kernelFunc: imag3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function concatImpl2(inputs, axis, backend22) { - const dtype = inputs[0].dtype; - if (dtype === "complex64") { - const reals = inputs.map((t) => real3({inputs: {input: t}, backend: backend22})); - const imags = inputs.map((t) => imag3({inputs: {input: t}, backend: backend22})); - const realConcated = concatImpl2(reals, axis, backend22); - const imagConcated = concatImpl2(imags, axis, backend22); - const result2 = complex3({inputs: {real: realConcated, imag: imagConcated}, backend: backend22}); - reals.forEach((r) => backend22.disposeIntermediateTensorInfo(r)); - imags.forEach((i) => backend22.disposeIntermediateTensorInfo(i)); - backend22.disposeIntermediateTensorInfo(realConcated); - backend22.disposeIntermediateTensorInfo(imagConcated); - return result2; - } - if (dtype === "string") { - const {tensors2D: tensors2D2, outShape: outShape2} = computeTensors2D(inputs, axis, backend22); - const inputsValShapes = tensors2D2.map((t) => { - return {vals: backend22.readSync(t.dataId), shape: t.shape}; - }); - const simplyConcat = tensors2D2[0].shape[0] === 1; - const outVals = concatImplCPU(inputsValShapes, outShape2, dtype, simplyConcat); - const finalOutShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const outInfo = backend22.makeTensorInfo(finalOutShape, dtype, outVals); - tensors2D2.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return outInfo; - } - if (inputs.length > env().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")) { - const midIndex = Math.floor(inputs.length / 2); - const leftSide = concatImpl2(inputs.slice(0, midIndex), axis, backend22); - const rightSide = concatImpl2(inputs.slice(midIndex), axis, backend22); - const result2 = concatImpl2([leftSide, rightSide], axis, backend22); - backend22.disposeIntermediateTensorInfo(leftSide); - backend22.disposeIntermediateTensorInfo(rightSide); - return result2; - } - if (env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") && inputs[0].shape.length > 1) { - const program2 = new ConcatPackedProgram(inputs.map((t) => t.shape), axis); - return backend22.runWebGLProgram(program2, inputs, dtype); - } - const {tensors2D, outShape} = computeTensors2D(inputs, axis, backend22); - const program = new ConcatProgram(tensors2D.map((t) => t.shape)); - const result = backend22.runWebGLProgram(program, tensors2D, dtype); - tensors2D.forEach((r) => backend22.disposeIntermediateTensorInfo(r)); - const reshapedResult = reshape3({inputs: {x: result}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(result); - return reshapedResult; - } - function computeTensors2D(inputs, axis, backend22) { - const outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const tensors2D = inputs.map((x) => reshape3({ - inputs: {x}, - attrs: {shape: [-1, util_exports.sizeFromShape(x.shape.slice(axis))]}, - backend: backend22 - })); - return {tensors2D, outShape}; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function concat3(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, inputs[0].shape)[0]; - const outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), $axis); - if (util_exports.sizeFromShape(outShape) === 0) { - return backend22.makeTensorInfo(outShape, inputs[0].dtype, []); - } - const $inputs = inputs.filter((t) => util_exports.sizeFromShape(t.shape) > 0); - if ($inputs.length === 1) { - return identity2({inputs: {x: $inputs[0]}, backend: backend22}); - } - const shapes = $inputs.map((t) => t.shape); - backend_util_exports.assertParamsConsistent(shapes, $axis); - return concatImpl2($inputs, $axis, backend22); - } - var concatConfig2 = { - kernelName: Concat, - backendName: "webgl", - kernelFunc: concat3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Conv2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivationWeights = false, hasLeakyreluAlpha = false) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const inputDepthNearestVec4 = Math.floor(convInfo.inChannels / 4) * 4; - const inputDepthVec4Remainder = convInfo.inChannels % 4; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const rowDim = isChannelsLast ? 1 : 2; - const colDim = isChannelsLast ? 2 : 3; - const channelDim = isChannelsLast ? 3 : 1; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivationWeights) { - activationSnippet = `float activation(float a) { + `}};function gp(e,t,n){let r=e.indexOf(t);return e.map((a,s)=>s===r?`${a} - ${n}`:a).join()}function xp(e){let{inputs:t,backend:n}=e,{input:r}=t,a=n.texData.get(r.dataId);return On({inputs:{x:a.complexTensorInfos.imag},backend:n})}var VW={kernelName:Uh,backendName:"webgl",kernelFunc:xp};function Fl(e,t,n){let r=e[0].dtype;if(r==="complex64"){let c=e.map(f=>Ac({inputs:{input:f},backend:n})),u=e.map(f=>xp({inputs:{input:f},backend:n})),h=Fl(c,t,n),d=Fl(u,t,n),p=Wa({inputs:{real:h,imag:d},backend:n});return c.forEach(f=>n.disposeIntermediateTensorInfo(f)),u.forEach(f=>n.disposeIntermediateTensorInfo(f)),n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),p}if(r==="string"){let{tensors2D:c,outShape:u}=u_(e,t,n),h=c.map(A=>({vals:n.readSync(A.dataId),shape:A.shape})),d=c[0].shape[0]===1,p=Zz(h,u,r,d),f=R.computeOutShape(e.map(A=>A.shape),t),m=n.makeTensorInfo(f,r,p);return c.forEach(A=>n.disposeIntermediateTensorInfo(A)),m}if(e.length>J().getNumber("WEBGL_MAX_TEXTURES_IN_SHADER")){let c=Math.floor(e.length/2),u=Fl(e.slice(0,c),t,n),h=Fl(e.slice(c),t,n),d=Fl([u,h],t,n);return n.disposeIntermediateTensorInfo(u),n.disposeIntermediateTensorInfo(h),d}if(J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")&&e[0].shape.length>1){let c=new BW(e.map(u=>u.shape),t);return n.runWebGLProgram(c,e,r)}let{tensors2D:a,outShape:s}=u_(e,t,n),i=new WW(a.map(c=>c.shape)),o=n.runWebGLProgram(i,a,r);a.forEach(c=>n.disposeIntermediateTensorInfo(c));let l=xe({inputs:{x:o},attrs:{shape:s},backend:n});return n.disposeIntermediateTensorInfo(o),l}function u_(e,t,n){let r=R.computeOutShape(e.map(a=>a.shape),t);return{tensors2D:e.map(a=>xe({inputs:{x:a},attrs:{shape:[-1,v.sizeFromShape(a.shape.slice(t))]},backend:n})),outShape:r}}function c_(e){let{inputs:t,backend:n,attrs:r}=e,{axis:a}=r,s=v.parseAxisParam(a,t[0].shape)[0],i=R.computeOutShape(t.map(c=>c.shape),s);if(v.sizeFromShape(i)===0)return n.makeTensorInfo(i,t[0].dtype,[]);let o=t.filter(c=>v.sizeFromShape(c.shape)>0);if(o.length===1)return On({inputs:{x:o[0]},backend:n});let l=o.map(c=>c.shape);return R.assertParamsConsistent(l,s),Fl(o,s,n)}var UW={kernelName:so,backendName:"webgl",kernelFunc:c_},h_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.outputShape=e.outShape;let s=e.padInfo.top,i=e.padInfo.left,o=e.strideHeight,l=e.strideWidth,c=e.dilationHeight,u=e.dilationWidth,h=e.filterHeight,d=e.filterWidth,p=Math.floor(e.inChannels/4)*4,f=e.inChannels%4,m=e.dataFormat==="channelsLast",A=m?1:2,y=m?2:3,g=m?3:1,w="",b="";n&&(r?w=`float activation(float a) { float b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyreluAlpha) { - activationSnippet = `float activation(float a) { + ${n} + }`:a?w=`float activation(float a) { float b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = ` + ${n} + }`:w=` float activation(float x) { - ${activation2} + ${n} } - `; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivationWeights) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyreluAlpha) { - this.variableNames.push("leakyreluAlpha"); - } - this.userCode = ` - ${activationSnippet} + `,b="result = activation(result);");let _=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),a&&this.variableNames.push("leakyreluAlpha"),this.userCode=` + ${w} - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + const ivec2 strides = ivec2(${o}, ${l}); + const ivec2 pads = ivec2(${s}, ${i}); void main() { ivec4 coords = getOutputCoords(); int batch = coords[0]; - int d2 = coords[${channelDim}]; + int d2 = coords[${g}]; ivec2 xRCCorner = - ivec2(coords[${rowDim}], coords[${colDim}]) * strides - pads; + ivec2(coords[${A}], coords[${y}]) * strides - pads; int xRCorner = xRCCorner.x; int xCCorner = xRCCorner.y; // Convolve x(?, ?, d1) with w(:, :, d1, d2) to get y(yR, yC, d2). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${h}; wR++) { + int xR = xRCorner + wR * ${c}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${d}; wC++) { + int xC = xCCorner + wC * ${u}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - for (int d1 = 0; d1 < ${inputDepthNearestVec4}; d1 += 4) { + for (int d1 = 0; d1 < ${p}; d1 += 4) { vec4 wValues = vec4( getW(wR, wC, d1, d2), getW(wR, wC, d1 + 1, d2), @@ -36064,7 +1939,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; getW(wR, wC, d1 + 3, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec4 xValues = vec4( getX(batch, xR, xC, d1), getX(batch, xR, xC, d1 + 1), @@ -36083,57 +1958,57 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } } - if (${inputDepthVec4Remainder === 1}) { + if (${f===1}) { - if (${isChannelsLast}) { + if (${m}) { dotProd += - getX(batch, xR, xC, ${inputDepthNearestVec4}) * - getW(wR, wC, ${inputDepthNearestVec4}, d2); + getX(batch, xR, xC, ${p}) * + getW(wR, wC, ${p}, d2); } else { dotProd += - getX(batch, ${inputDepthNearestVec4}, xR, xC) * - getW(wR, wC, ${inputDepthNearestVec4}, d2); + getX(batch, ${p}, xR, xC) * + getW(wR, wC, ${p}, d2); } - } else if (${inputDepthVec4Remainder === 2}) { + } else if (${f===2}) { vec2 wValues = vec2( - getW(wR, wC, ${inputDepthNearestVec4}, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 1, d2) + getW(wR, wC, ${p}, d2), + getW(wR, wC, ${p} + 1, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec2 xValues = vec2( - getX(batch, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 1) + getX(batch, xR, xC, ${p}), + getX(batch, xR, xC, ${p} + 1) ); dotProd += dot(xValues, wValues); } else { vec2 xValues = vec2( - getX(batch, ${inputDepthNearestVec4}, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 1, xR, xC) + getX(batch, ${p}, xR, xC), + getX(batch, ${p} + 1, xR, xC) ); dotProd += dot(xValues, wValues); } - } else if (${inputDepthVec4Remainder === 3}) { + } else if (${f===3}) { vec3 wValues = vec3( - getW(wR, wC, ${inputDepthNearestVec4}, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 1, d2), - getW(wR, wC, ${inputDepthNearestVec4} + 2, d2) + getW(wR, wC, ${p}, d2), + getW(wR, wC, ${p} + 1, d2), + getW(wR, wC, ${p} + 2, d2) ); - if (${isChannelsLast}) { + if (${m}) { vec3 xValues = vec3( - getX(batch, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 1), - getX(batch, xR, xC, ${inputDepthNearestVec4} + 2) + getX(batch, xR, xC, ${p}), + getX(batch, xR, xC, ${p} + 1), + getX(batch, xR, xC, ${p} + 2) ); dotProd += dot(xValues, wValues); } else { vec3 xValues = vec3( - getX(batch, ${inputDepthNearestVec4}, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 1, xR, xC), - getX(batch, ${inputDepthNearestVec4} + 2, xR, xC) + getX(batch, ${p}, xR, xC), + getX(batch, ${p} + 1, xR, xC), + getX(batch, ${p} + 2, xR, xC) ); dotProd += dot(xValues, wValues); } @@ -36143,34 +2018,13 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } float result = dotProd; - ${addBiasSnippet} - ${applyActivationSnippet} + ${_} + ${b} setOutput(result); } - `; - } - }; - var Conv3DProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const inputDepthNearestVec4 = Math.floor(convInfo.inChannels / 4) * 4; - const inputDepthVec4Remainder = convInfo.inChannels % 4; - this.userCode = ` - const ivec3 strides = ivec3(${strideDepth}, ${strideHeight}, ${strideWidth}); - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},jW=class{constructor(e){this.variableNames=["x","W"],this.outputShape=e.outShape;let t=e.padInfo.front,n=e.padInfo.top,r=e.padInfo.left,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=e.dilationDepth,l=e.dilationHeight,c=e.dilationWidth,u=e.filterDepth,h=e.filterHeight,d=e.filterWidth,p=Math.floor(e.inChannels/4)*4,f=e.inChannels%4;this.userCode=` + const ivec3 strides = ivec3(${a}, ${s}, ${i}); + const ivec3 pads = ivec3(${t}, ${n}, ${r}); void main() { ivec5 coords = getOutputCoords(); @@ -36186,28 +2040,28 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // y(yF, yR, yC, d2). ? = to be determined. : = across all // values in that axis. float dotProd = 0.0; - for (int wF = 0; wF < ${filterDepth}; wF++) { - int xF = xFCorner + wF * ${dilationDepth}; + for (int wF = 0; wF < ${u}; wF++) { + int xF = xFCorner + wF * ${o}; - if (xF < 0 || xF >= ${convInfo.inDepth}) { + if (xF < 0 || xF >= ${e.inDepth}) { continue; } - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${h}; wR++) { + int xR = xRCorner + wR * ${l}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${d}; wC++) { + int xC = xCCorner + wC * ${c}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - for (int d1 = 0; d1 < ${inputDepthNearestVec4}; d1 += 4) { + for (int d1 = 0; d1 < ${p}; d1 += 4) { vec4 xValues = vec4( getX(batch, xF, xR, xC, d1), getX(batch, xF, xR, xC, d1 + 1), @@ -36224,30 +2078,30 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; dotProd += dot(xValues, wValues); } - if (${inputDepthVec4Remainder === 1}) { + if (${f===1}) { dotProd += - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}) * - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2); - } else if (${inputDepthVec4Remainder === 2}) { + getX(batch, xF, xR, xC, ${p}) * + getW(wF, wR, wC, ${p}, d2); + } else if (${f===2}) { vec2 xValues = vec2( - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 1) + getX(batch, xF, xR, xC, ${p}), + getX(batch, xF, xR, xC, ${p} + 1) ); vec2 wValues = vec2( - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 1, d2) + getW(wF, wR, wC, ${p}, d2), + getW(wF, wR, wC, ${p} + 1, d2) ); dotProd += dot(xValues, wValues); - } else if (${inputDepthVec4Remainder === 3}) { + } else if (${f===3}) { vec3 xValues = vec3( - getX(batch, xF, xR, xC, ${inputDepthNearestVec4}), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 1), - getX(batch, xF, xR, xC, ${inputDepthNearestVec4} + 2) + getX(batch, xF, xR, xC, ${p}), + getX(batch, xF, xR, xC, ${p} + 1), + getX(batch, xF, xR, xC, ${p} + 2) ); vec3 wValues = vec3( - getW(wF, wR, wC, ${inputDepthNearestVec4}, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 1, d2), - getW(wF, wR, wC, ${inputDepthNearestVec4} + 2, d2) + getW(wF, wR, wC, ${p}, d2), + getW(wF, wR, wC, ${p} + 1, d2), + getW(wF, wR, wC, ${p} + 2, d2) ); dotProd += dot(xValues, wValues); } @@ -36256,76 +2110,38 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Im2ColPackedProgram = class { - constructor(outputShape, inputShape, convInfo) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = outputShape; - const {filterWidth, inChannels, strideWidth, strideHeight, padInfo, outWidth, dilationWidth, dilationHeight, dataFormat} = convInfo; - const {left, top} = padInfo; - const itemsPerBlockRow = inChannels * filterWidth; - const glsl = getGlslDifferences(); - const isChannelsLast = dataFormat === "channelsLast"; - const rowDim = isChannelsLast ? 0 : 1; - const colDim = isChannelsLast ? 1 : 2; - let unrolled = ``; - for (let row = 0; row <= 1; row++) { - for (let col = 0; col <= 1; col++) { - unrolled += ` - blockIndex = rc.y + ${col}; - pos = rc.x + ${row}; + `}},HW=class{constructor(e,t,n){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e;let{filterWidth:r,inChannels:a,strideWidth:s,strideHeight:i,padInfo:o,outWidth:l,dilationWidth:c,dilationHeight:u,dataFormat:h}=n,{left:d,top:p}=o,f=a*r,m=hn(),A=h==="channelsLast",y=A?0:1,g=A?1:2,w="";for(let b=0;b<=1;b++)for(let _=0;_<=1;_++)w+=` + blockIndex = rc.y + ${_}; + pos = rc.x + ${b}; - if(blockIndex < ${outputShape[1]} && pos < ${outputShape[0]}) { - offsetY = int(blockIndex / (${outWidth})) * ${strideHeight} - ${top}; - d0 = offsetY + ${dilationHeight} * (pos / ${itemsPerBlockRow}); + if(blockIndex < ${e[1]} && pos < ${e[0]}) { + offsetY = int(blockIndex / (${l})) * ${i} - ${p}; + d0 = offsetY + ${u} * (pos / ${f}); - if(d0 < ${inputShape[rowDim]} && d0 >= 0) { + if(d0 < ${t[y]} && d0 >= 0) { - offsetX = int(mod(float(blockIndex), ${outWidth}.) * ${strideWidth}. - ${left}.); - d1 = offsetX + ${dilationWidth} * (int(mod(float(pos), ${itemsPerBlockRow}.) / ${inChannels}.)); + offsetX = int(mod(float(blockIndex), ${l}.) * ${s}. - ${d}.); + d1 = offsetX + ${c} * (int(mod(float(pos), ${f}.) / ${a}.)); - if(d1 < ${inputShape[colDim]} && d1 >= 0) { + if(d1 < ${t[g]} && d1 >= 0) { - ch = int(mod(float(pos), ${inChannels}.)); + ch = int(mod(float(pos), ${a}.)); - if (${isChannelsLast}) { + if (${A}) { innerDims = vec2(d1, ch); - result[${row * 2 + col}] = getChannel( + result[${b*2+_}] = getChannel( getA(d0, int(innerDims.x), int(innerDims.y)), innerDims); } else { innerDims = vec2(d0, d1); - result[${row * 2 + col}] = getChannel( + result[${b*2+_}] = getChannel( getA(ch, int(innerDims.x), int(innerDims.y)), innerDims); } } } } - `; - } - } - this.userCode = ` + `;this.userCode=` void main() { ivec2 rc = getOutputCoords(); @@ -36334,228 +2150,11 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int blockIndex, pos, offsetY, d0, offsetX, d1, ch; vec2 innerDims; - ${unrolled} + ${w} - ${glsl.output} = result; + ${m.output} = result; } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv2dByMatMul({x, filter, convInfo, backend: backend22, bias = null, preluActivationWeights = null, leakyreluAlpha = 0, activation: activation2 = null}) { - const xShape = x.shape; - const xTexData = backend22.texData.get(x.dataId); - const sharedMatMulDim = convInfo.inChannels; - const outerShapeX = xShape[0] * xShape[1] * xShape[2]; - const outerShapeFilter = convInfo.outChannels; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const transposeA = false; - const transposeB = false; - let out; - const intermediates = []; - const batchMatMulWillBeUnpacked = (outerShapeX === 1 || outerShapeFilter === 1) && sharedMatMulDim > MATMUL_SHARED_DIM_THRESHOLD; - const reshapeWillBeExpensive = xShape[2] % 2 !== 0 && !!xTexData.isPacked; - if (batchMatMulWillBeUnpacked || !env().getBool("WEBGL_LAZILY_UNPACK") || !env().getBool("WEBGL_PACK_BINARY_OPERATIONS") || !reshapeWillBeExpensive) { - const targetShape = isChannelsLast ? xShape[0] * xShape[1] * xShape[2] : xShape[0] * xShape[2] * xShape[3]; - const xReshaped = reshape3({ - inputs: {x}, - backend: backend22, - attrs: {shape: [1, targetShape, convInfo.inChannels]} - }); - const filterReshaped = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, convInfo.inChannels, convInfo.outChannels]} - }); - const result = batchMatMulImpl({ - a: xReshaped, - b: filterReshaped, - transposeA, - transposeB, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - out = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: convInfo.outShape}}); - intermediates.push(xReshaped); - intermediates.push(filterReshaped); - intermediates.push(result); - } else { - const targetShape = isChannelsLast ? xShape[0] * xShape[1] * (xShape[2] + 1) : xShape[0] * xShape[2] * (xShape[3] + 1); - const xReshaped = { - dataId: x.dataId, - shape: [1, targetShape, convInfo.inChannels], - dtype: x.dtype - }; - const originalXTexDataShape = xTexData.shape; - xTexData.shape = xTexData.shape.slice(); - xTexData.shape[xTexData.shape.length - 2]++; - util_exports.assert(isReshapeFree(xTexData.shape, xReshaped.shape), () => `packed reshape ${xTexData.shape} to ${xReshaped.shape} isn't free`); - const filterReshaped = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, convInfo.inChannels, convInfo.outChannels]} - }); - intermediates.push(filterReshaped); - const pointwiseConv = batchMatMulImpl({ - a: xReshaped, - b: filterReshaped, - backend: backend22, - transposeA, - transposeB, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - const pointwiseConvTexData = backend22.texData.get(pointwiseConv.dataId); - util_exports.assert(pointwiseConvTexData.isPacked, () => "batchMatMul result is expected to be packed"); - xTexData.shape = originalXTexDataShape; - pointwiseConvTexData.shape = convInfo.outShape; - out = identity2({inputs: {x: pointwiseConv}, backend: backend22}); - out.shape = convInfo.outShape; - intermediates.push(pointwiseConv); - } - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return out; - } - function conv2dWithIm2Row({x, filter, convInfo, backend: backend22, bias = null, preluActivationWeights = null, leakyreluAlpha = 0, activation: activation2 = null}) { - const {filterWidth, filterHeight, inChannels, outWidth, outHeight, dataFormat} = convInfo; - const isChannelsLast = dataFormat === "channelsLast"; - const sharedDim = filterWidth * filterHeight * inChannels; - const numCols = outHeight * outWidth; - const x2ColShape = [sharedDim, numCols]; - const transposeA = true; - const transposeB = false; - const intermediates = []; - const xSqueezed = reshape3({inputs: {x}, backend: backend22, attrs: {shape: x.shape.slice(1)}}); - const w2Row = reshape3({ - inputs: {x: filter}, - backend: backend22, - attrs: {shape: [1, sharedDim, util_exports.sizeFromShape(filter.shape) / sharedDim]} - }); - intermediates.push(xSqueezed); - intermediates.push(w2Row); - const im2ColProgram = new Im2ColPackedProgram(x2ColShape, xSqueezed.shape, convInfo); - const im2Col = backend22.runWebGLProgram(im2ColProgram, [xSqueezed], "float32"); - const im2ColReshaped = reshape3({ - inputs: {x: im2Col}, - backend: backend22, - attrs: {shape: [1, x2ColShape[0], x2ColShape[1]]} - }); - intermediates.push(im2Col); - intermediates.push(im2ColReshaped); - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, true) : null; - const matmulProgram = new MatMulPackedProgram(im2ColReshaped.shape, w2Row.shape, [1, numCols, convInfo.outChannels], transposeA, transposeB, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs = [im2ColReshaped, w2Row]; - if (bias) { - inputs.push(bias); - } - if (hasPreluActivationWeights) { - inputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - const product = backend22.runWebGLProgram(matmulProgram, inputs, "float32"); - const outShape = isChannelsLast ? [1, outHeight, outWidth, convInfo.outChannels] : [1, convInfo.outChannels, outHeight, outWidth]; - const out = reshape3({inputs: {x: product}, backend: backend22, attrs: {shape: outShape}}); - intermediates.push(product); - for (const i of intermediates) { - backend22.disposeIntermediateTensorInfo(i); - } - return out; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv2d3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dataFormat, dilations, dimRoundingMode} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - let out; - if (convInfo.filterHeight === 1 && convInfo.filterWidth === 1 && convInfo.dilationHeight === 1 && convInfo.dilationWidth === 1 && convInfo.strideHeight === 1 && convInfo.strideWidth === 1 && (convInfo.padInfo.type === "SAME" || convInfo.padInfo.type === "VALID")) { - out = conv2dByMatMul({x, filter, convInfo, backend: backend22}); - } else if (env().getBool("WEBGL_CONV_IM2COL") && x.shape[0] === 1) { - out = conv2dWithIm2Row({x, filter, convInfo, backend: backend22}); - } else { - const program = new Conv2DProgram(convInfo); - out = backend22.runWebGLProgram(program, [x, filter], "float32"); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - backend22.disposeIntermediateTensorInfo(out); - return outReshaped; - } - var conv2DConfig2 = { - kernelName: Conv2D, - backendName: "webgl", - kernelFunc: conv2d3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Conv2DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - this.userCode = ` + `}};function d_({x:e,filter:t,convInfo:n,backend:r,bias:a=null,preluActivationWeights:s=null,leakyreluAlpha:i=0,activation:o=null}){let l=e.shape,c=r.texData.get(e.dataId),u=n.inChannels,h=l[0]*l[1]*l[2],d=n.outChannels,p=n.dataFormat==="channelsLast",f=!1,m=!1,A,y=[],g=(h===1||d===1)&&u>e_,w=l[2]%2!=0&&!!c.isPacked;if(g||!J().getBool("WEBGL_LAZILY_UNPACK")||!J().getBool("WEBGL_PACK_BINARY_OPERATIONS")||!w){let b=p?l[0]*l[1]*l[2]:l[0]*l[2]*l[3],_=xe({inputs:{x:e},backend:r,attrs:{shape:[1,b,n.inChannels]}}),x=xe({inputs:{x:t},backend:r,attrs:{shape:[1,n.inChannels,n.outChannels]}}),N=Ap({a:_,b:x,transposeA:f,transposeB:m,backend:r,bias:a,activation:o,preluActivationWeights:s,leakyreluAlpha:i});A=xe({inputs:{x:N},backend:r,attrs:{shape:n.outShape}}),y.push(_),y.push(x),y.push(N)}else{let b=p?l[0]*l[1]*(l[2]+1):l[0]*l[2]*(l[3]+1),_={dataId:e.dataId,shape:[1,b,n.inChannels],dtype:e.dtype},x=c.shape;c.shape=c.shape.slice(),c.shape[c.shape.length-2]++,v.assert(lc(c.shape,_.shape),()=>`packed reshape ${c.shape} to ${_.shape} isn't free`);let N=xe({inputs:{x:t},backend:r,attrs:{shape:[1,n.inChannels,n.outChannels]}});y.push(N);let T=Ap({a:_,b:N,backend:r,transposeA:f,transposeB:m,bias:a,activation:o,preluActivationWeights:s,leakyreluAlpha:i}),C=r.texData.get(T.dataId);v.assert(C.isPacked,()=>"batchMatMul result is expected to be packed"),c.shape=x,C.shape=n.outShape,A=On({inputs:{x:T},backend:r}),A.shape=n.outShape,y.push(T)}for(let b of y)r.disposeIntermediateTensorInfo(b);return A}function p_({x:e,filter:t,convInfo:n,backend:r,bias:a=null,preluActivationWeights:s=null,leakyreluAlpha:i=0,activation:o=null}){let{filterWidth:l,filterHeight:c,inChannels:u,outWidth:h,outHeight:d,dataFormat:p}=n,f=p==="channelsLast",m=l*c*u,A=d*h,y=[m,A],g=!0,w=!1,b=[],_=xe({inputs:{x:e},backend:r,attrs:{shape:e.shape.slice(1)}}),x=xe({inputs:{x:t},backend:r,attrs:{shape:[1,m,v.sizeFromShape(t.shape)/m]}});b.push(_),b.push(x);let N=new HW(y,_.shape,n),T=r.runWebGLProgram(N,[_],"float32"),C=xe({inputs:{x:T},backend:r,attrs:{shape:[1,y[0],y[1]]}});b.push(T),b.push(C);let F=a!=null,D=s!=null,L=o==="leakyrelu",V=o?fp(o,!0):null,U=new Xb(C.shape,x.shape,[1,A,n.outChannels],g,w,F,V,D,L),j=[C,x];if(a&&j.push(a),D&&j.push(s),L){let Y=r.makeTensorInfo([],"float32",v.createScalarValue(i,"float32"));j.push(Y),b.push(Y)}let X=r.runWebGLProgram(U,j,"float32"),G=f?[1,d,h,n.outChannels]:[1,n.outChannels,d,h],ee=xe({inputs:{x:X},backend:r,attrs:{shape:G}});b.push(X);for(let Y of b)r.disposeIntermediateTensorInfo(Y);return ee}function GW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dataFormat:l,dilations:c,dimRoundingMode:u}=r,h=R.convertConv2DDataFormat(l),d=R.computeConv2DInfo(a.shape,s.shape,i,c,o,u,!1,h),p;if(d.filterHeight===1&&d.filterWidth===1&&d.dilationHeight===1&&d.dilationWidth===1&&d.strideHeight===1&&d.strideWidth===1&&(d.padInfo.type==="SAME"||d.padInfo.type==="VALID"))p=d_({x:a,filter:s,convInfo:d,backend:n});else if(J().getBool("WEBGL_CONV_IM2COL")&&a.shape[0]===1)p=p_({x:a,filter:s,convInfo:d,backend:n});else{let m=new h_(d);p=n.runWebGLProgram(m,[a,s],"float32")}let f=xe({inputs:{x:p},backend:n,attrs:{shape:d.outShape}});return n.disposeIntermediateTensorInfo(p),f}var qW={kernelName:ds,backendName:"webgl",kernelFunc:GW},XW=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideHeight,n=e.strideWidth,r=e.padInfo.top,a=e.padInfo.left,s=e.dataFormat==="channelsLast";this.userCode=` void main() { ivec4 coords = getOutputCoords(); int wR = coords.x; @@ -36567,22 +2166,22 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${t} - ${r}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${n} - ${a}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } - if (${isChannelsLast}) { + if (${s}) { float dyValue = getDy(b, yR, yC, d2); float xValue = getX(b, xR, xC, d1); dotProd += (xValue * dyValue); @@ -36597,62 +2196,45 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var Conv2DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - const rowDim = isChannelsLast ? 1 : 2; - const colDim = isChannelsLast ? 2 : 3; - const channelDim = isChannelsLast ? 3 : 1; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}},KW=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=e.dataFormat==="channelsLast",i=t-1-e.padInfo.top,o=n-1-e.padInfo.left,l=s?1:2,c=s?2:3,u=s?3:1;this.userCode=` + const ivec2 pads = ivec2(${i}, ${o}); void main() { ivec4 coords = getOutputCoords(); int batch = coords[0]; - int d1 = coords[${channelDim}]; + int d1 = coords[${u}]; - ivec2 dyCorner = ivec2(coords[${rowDim}], coords[${colDim}]) - pads; + ivec2 dyCorner = ivec2(coords[${l}], coords[${c}]) - pads; int dyRCorner = dyCorner.x; int dyCCorner = dyCorner.y; // Convolve dy(?, ?, d2) with w(:, :, d1, d2) to compute dx(xR, xC, d1). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${t}; wR++) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${t} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${n}; wC++) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${n} - 1 - wC; - for (int d2 = 0; d2 < ${convInfo.outChannels}; d2++) { + for (int d2 = 0; d2 < ${e.outChannels}; d2++) { - if (${isChannelsLast}) { + if (${s}) { float xValue = getDy(batch, idyR, idyC, d2); float wValue = getW(wRPerm, wCPerm, d1, d2); dotProd += xValue * wValue; @@ -36667,20 +2249,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var Conv3DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padFront = convInfo.padInfo.front; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - this.userCode = ` + `}},ZW=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideDepth,n=e.strideHeight,r=e.strideWidth,a=e.padInfo.front,s=e.padInfo.top,i=e.padInfo.left;this.userCode=` void main() { ivec5 coords = getOutputCoords(); int wF = coords.x; @@ -36691,25 +2260,25 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float dotProd = 0.0; - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yF = 0; yF < ${convInfo.outDepth}; yF++) { - int xF = wF + yF * ${strideDepth} - ${padFront}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yF = 0; yF < ${e.outDepth}; yF++) { + int xF = wF + yF * ${t} - ${a}; - if (xF < 0 || xF >= ${convInfo.inDepth}) { + if (xF < 0 || xF >= ${e.inDepth}) { continue; } - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${n} - ${s}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${r} - ${i}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -36722,24 +2291,8 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var Conv3DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterDepth = convInfo.filterDepth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padFront = filterDepth - 1 - convInfo.padInfo.front; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},YW=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterDepth,n=e.filterHeight,r=e.filterWidth,a=e.strideDepth,s=e.strideHeight,i=e.strideWidth,o=t-1-e.padInfo.front,l=n-1-e.padInfo.top,c=r-1-e.padInfo.left;this.userCode=` + const ivec3 pads = ivec3(${o}, ${l}, ${c}); void main() { ivec5 coords = getOutputCoords(); @@ -36753,39 +2306,39 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int dyCCorner = dyCorner.z; float dotProd = 0.0; - for (int wF = 0; wF < ${filterDepth}; wF++) { - float dyF = float(dyFCorner + wF) / ${strideDepth}.0; + for (int wF = 0; wF < ${t}; wF++) { + float dyF = float(dyFCorner + wF) / ${a}.0; - if (dyF < 0.0 || dyF >= ${convInfo.outDepth}.0 || fract(dyF) > 0.0) { + if (dyF < 0.0 || dyF >= ${e.outDepth}.0 || fract(dyF) > 0.0) { continue; } int idyF = int(dyF); - int wFPerm = ${filterDepth} - 1 - wF; + int wFPerm = ${t} - 1 - wF; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${n}; wR++) { + float dyR = float(dyRCorner + wR) / ${s}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${n} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${r}; wC++) { + float dyC = float(dyCCorner + wC) / ${i}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${r} - 1 - wC; - for (int d2 = 0; d2 < ${convInfo.outChannels}; d2++) { + for (int d2 = 0; d2 < ${e.outChannels}; d2++) { float xValue = getDy(batch, idyF, idyR, idyC, d2); float wValue = getW(wFPerm, wRPerm, wCPerm, d1, d2); dotProd += xValue * wValue; @@ -36795,254 +2348,14 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv2DBackpropFilter3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, pad: pad3, dataFormat, dimRoundingMode, filterShape} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filterShape, strides, 1, pad3, dimRoundingMode, false, $dataFormat); - const program = new Conv2DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); - } - var conv2DBackpropFilterConfig2 = { - kernelName: Conv2DBackpropFilter, - backendName: "webgl", - kernelFunc: conv2DBackpropFilter3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv2DBackpropInput3(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {inputShape, strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, 1, pad3, dimRoundingMode, false, $dataFormat); - const program = new Conv2DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); - } - var conv2DBackpropInputConfig2 = { - kernelName: Conv2DBackpropInput, - backendName: "webgl", - kernelFunc: conv2DBackpropInput3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv3D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dilations} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(x.shape, filter.shape, strides, dilations, pad3); - const program = new Conv3DProgram(convInfo); - return backend22.runWebGLProgram(program, [x, filter], "float32"); - } - var conv3DConfig2 = { - kernelName: Conv3D, - backendName: "webgl", - kernelFunc: conv3D2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv3DBackpropFilterV22(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, pad: pad3, filterShape} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(x.shape, filterShape, strides, 1, pad3); - const program = new Conv3DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); - } - var conv3DBackpropFilterV2Config2 = { - kernelName: Conv3DBackpropFilterV2, - backendName: "webgl", - kernelFunc: conv3DBackpropFilterV22 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv3DBackpropInput2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {pad: pad3, strides, inputShape} = attrs; - const convInfo = backend_util_exports.computeConv3DInfo(inputShape, filter.shape, strides, 1, pad3); - const program = new Conv3DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); - } - var conv3DBackpropInputConfig = { - kernelName: Conv3DBackpropInputV2, - backendName: "webgl", - kernelFunc: conv3DBackpropInput2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var COS = CHECK_NAN_SNIPPET_UNARY + ` + `}};function JW(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,pad:o,dataFormat:l,dimRoundingMode:c,filterShape:u}=r,h=R.convertConv2DDataFormat(l),d=R.computeConv2DInfo(a.shape,u,i,1,o,c,!1,h),p=new XW(d);return n.runWebGLProgram(p,[a,s],"float32")}var QW={kernelName:Rh,backendName:"webgl",kernelFunc:JW};function eB(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{inputShape:i,strides:o,pad:l,dataFormat:c,dimRoundingMode:u}=r,h=R.convertConv2DDataFormat(c),d=R.computeConv2DInfo(i,s.shape,o,1,l,u,!1,h),p=new KW(d);return n.runWebGLProgram(p,[a,s],"float32")}var tB={kernelName:ps,backendName:"webgl",kernelFunc:eB};function nB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l}=r,c=R.computeConv3DInfo(a.shape,s.shape,i,l,o),u=new jW(c);return n.runWebGLProgram(u,[a,s],"float32")}var rB={kernelName:Au,backendName:"webgl",kernelFunc:nB};function aB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,pad:o,filterShape:l}=r,c=R.computeConv3DInfo(a.shape,l,i,1,o),u=new ZW(c);return n.runWebGLProgram(u,[a,s],"float32")}var sB={kernelName:Mh,backendName:"webgl",kernelFunc:aB};function iB(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{pad:i,strides:o,inputShape:l}=r,c=R.computeConv3DInfo(l,s.shape,o,1,i),u=new YW(c);return n.runWebGLProgram(u,[a,s],"float32")}var oB={kernelName:Fh,backendName:"webgl",kernelFunc:iB},lB=qb+` return cos(x); -`; - var cos3 = unaryKernelFunc2({opSnippet: COS}); - var cosConfig2 = { - kernelName: Cos, - backendName: "webgl", - kernelFunc: cos3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var COSH = ` +`,uB=Xe({opSnippet:lB}),cB={kernelName:fs,backendName:"webgl",kernelFunc:uB},hB=` float e2x = exp(-x); return (e2x + 1.0 / e2x) / 2.0; -`; - var cosh3 = unaryKernelFunc2({opSnippet: COSH}); - var coshConfig2 = { - kernelName: Cosh, - backendName: "webgl", - kernelFunc: cosh3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CropAndResizeProgram = class { - constructor(imageShape, boxShape, cropSize, method, extrapolationValue) { - this.variableNames = ["Image", "Boxes", "BoxInd"]; - this.outputShape = []; - const [batch, imageHeight, imageWidth, depth] = imageShape; - const [numBoxes] = boxShape; - const [cropHeight, cropWidth] = cropSize; - this.outputShape = [numBoxes, cropHeight, cropWidth, depth]; - const methodId = method === "bilinear" ? 1 : 0; - const [inputHeightFloat, inputWidthFloat] = [`${imageHeight - 1}.0`, `${imageWidth - 1}.0`]; - const [heightRatio, heightScale, inY] = cropHeight > 1 ? [ - `${(imageHeight - 1) / (cropHeight - 1)}`, - "(y2-y1) * height_ratio", - `y1*${inputHeightFloat} + float(y)*(height_scale)` - ] : [ - "0.0", - "0.0", - `0.5 * (y1+y2) * ${inputHeightFloat}` - ]; - const [widthRatio, widthScale, inX] = cropWidth > 1 ? [ - `${(imageWidth - 1) / (cropWidth - 1)}`, - "(x2-x1) * width_ratio", - `x1*${inputWidthFloat} + float(x)*(width_scale)` - ] : [ - "0.0", - "0.0", - `0.5 * (x1+x2) * ${inputWidthFloat}` - ]; - this.userCode = ` - const float height_ratio = float(${heightRatio}); - const float width_ratio = float(${widthRatio}); +`,dB=Xe({opSnippet:hB}),pB={kernelName:io,backendName:"webgl",kernelFunc:dB},fB=class{constructor(e,t,n,r,a){this.variableNames=["Image","Boxes","BoxInd"],this.outputShape=[];let[s,i,o,l]=e,[c]=t,[u,h]=n;this.outputShape=[c,u,h,l];let d=r==="bilinear"?1:0,[p,f]=[`${i-1}.0`,`${o-1}.0`],[m,A,y]=u>1?[`${(i-1)/(u-1)}`,"(y2-y1) * height_ratio",`y1*${p} + float(y)*(height_scale)`]:["0.0","0.0",`0.5 * (y1+y2) * ${p}`],[g,w,b]=h>1?[`${(o-1)/(h-1)}`,"(x2-x1) * width_ratio",`x1*${f} + float(x)*(width_scale)`]:["0.0","0.0",`0.5 * (x1+x2) * ${f}`];this.userCode=` + const float height_ratio = float(${m}); + const float width_ratio = float(${g}); void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -37058,26 +2371,26 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // get image in batch index int bInd = round(getBoxInd(b)); - if(bInd < 0 || bInd >= ${batch}) { + if(bInd < 0 || bInd >= ${s}) { return; } - float height_scale = ${heightScale}; - float width_scale = ${widthScale}; + float height_scale = ${A}; + float width_scale = ${w}; - float in_y = ${inY}; - if( in_y < 0.0 || in_y > ${inputHeightFloat} ) { - setOutput(float(${extrapolationValue})); + float in_y = ${y}; + if( in_y < 0.0 || in_y > ${p} ) { + setOutput(float(${a})); return; } - float in_x = ${inX}; - if( in_x < 0.0 || in_x > ${inputWidthFloat} ) { - setOutput(float(${extrapolationValue})); + float in_x = ${b}; + if( in_x < 0.0 || in_x > ${f} ) { + setOutput(float(${a})); return; } vec2 sourceFracIndexCR = vec2(in_x,in_y); - if(${methodId} == 1) { + if(${d} == 1) { // Compute the four integer indices. ivec2 sourceFloorCR = ivec2(sourceFracIndexCR); ivec2 sourceCeilCR = ivec2(ceil(sourceFracIndexCR)); @@ -37101,225 +2414,21 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; setOutput(newValue); } } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var cropAndResize3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {image: image3, boxes, boxInd} = inputs; - const {cropSize, method, extrapolationValue} = attrs; - const program = new CropAndResizeProgram(image3.shape, boxes.shape, cropSize, method, extrapolationValue); - return backend22.runWebGLProgram(program, [image3, boxes, boxInd], "float32"); - }; - var cropAndResizeConfig2 = { - kernelName: CropAndResize, - backendName: "webgl", - kernelFunc: cropAndResize3 - }; - var CumSumProgram = class { - constructor(shape, exclusive, reverse5) { - this.variableNames = ["x"]; - this.outputShape = shape; - const rank = shape.length; - const val = exclusive ? "0.0" : `getX(${getCoords2(rank, "coords")})`; - const length = shape[shape.length - 1]; - let condition = ""; - let idxString = ""; - if (exclusive) { - condition = reverse5 ? `end != ${length - 1}` : "end != 0"; - idxString = reverse5 ? "end + 1" : "end - 1"; - } else { - condition = reverse5 ? `end + pow2 < ${length}` : "end >= pow2"; - idxString = reverse5 ? "end + pow2" : "end - pow2"; - } - this.userCode = ` + `}},mB=e=>{let{inputs:t,backend:n,attrs:r}=e,{image:a,boxes:s,boxInd:i}=t,{cropSize:o,method:l,extrapolationValue:c}=r,u=new fB(a.shape,s.shape,o,l,c);return n.runWebGLProgram(u,[a,s,i],"float32")},AB={kernelName:oo,backendName:"webgl",kernelFunc:mB},A_=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=e;let r=e.length,a=t?"0.0":`getX(${f_(r,"coords")})`,s=e[e.length-1],i="",o="";t?(i=n?`end != ${s-1}`:"end != 0",o=n?"end + 1":"end - 1"):(i=n?`end + pow2 < ${s}`:"end >= pow2",o=n?"end + pow2":"end - pow2"),this.userCode=` uniform float index; void main() { - ${getCoordsDataType(rank)} coords = getOutputCoords(); - int end = ${getFinalCoord(rank, "coords")}; - float val = ${val}; + ${ot(r)} coords = getOutputCoords(); + int end = ${m_(r,"coords")}; + float val = ${a}; int pow2 = int(pow(2.0, index)); - if (${condition}) { - int idx = ${idxString}; - ${getFinalCoord(rank, "coords")} = idx; - val += getX(${getCoords2(rank, "coords")}); + if (${i}) { + int idx = ${o}; + ${m_(r,"coords")} = idx; + val += getX(${f_(r,"coords")}); } setOutput(val); } - `; - } - getCustomSetupFunc(index) { - return (gpgpu, webGLProgram) => { - if (this.index == null) { - this.index = gpgpu.getUniformLocation(webGLProgram, "index"); - } - gpgpu.gl.uniform1f(this.index, index); - }; - } - }; - function getCoords2(rank, name) { - if (rank === 1) { - return `${name}`; - } else if (rank === 2) { - return `${name}.x, ${name}.y`; - } else if (rank === 3) { - return `${name}.x, ${name}.y, ${name}.z`; - } else if (rank === 4) { - return `${name}.x, ${name}.y, ${name}.z, ${name}.w`; - } else { - throw Error(`Cumulative sum for rank ${rank} is not yet supported`); - } - } - function getFinalCoord(rank, name) { - if (rank === 1) { - return `${name}`; - } else if (rank === 2) { - return `${name}.y`; - } else if (rank === 3) { - return `${name}.z`; - } else if (rank === 4) { - return `${name}.w`; - } else { - throw Error(`Cumulative sum for rank ${rank} is not yet supported`); - } - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function cumsum3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, exclusive, reverse: reverse5} = attrs; - const xRank = x.shape.length; - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutation}}); - } - const permutedAxis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - if (permutedAxis !== xRank - 1) { - throw new Error(`WebGL cumsum shader expects an inner-most axis=${x.shape.length - 1} but got axis=${axis}`); - } - const size = permutedX.shape[permutedAxis]; - let result = identity2({inputs: {x: permutedX}, backend: backend22}); - for (let i = 0; i <= Math.ceil(Math.log2(size)) - 1; i++) { - const program = new CumSumProgram(permutedX.shape, false, reverse5); - const customSetup = program.getCustomSetupFunc(i); - const prevResult = result; - result = backend22.runWebGLProgram(program, [result], result.dtype, customSetup); - backend22.disposeIntermediateTensorInfo(prevResult); - } - if (exclusive) { - const program = new CumSumProgram(permutedX.shape, exclusive, reverse5); - const prevResult = result; - result = backend22.runWebGLProgram(program, [result], result.dtype); - backend22.disposeIntermediateTensorInfo(prevResult); - } - if (permutation != null) { - const reversePermutation = backend_util_exports.getUndoAxesPermutation(permutation); - const reverseTransposedResult = transpose3({inputs: {x: result}, backend: backend22, attrs: {perm: reversePermutation}}); - backend22.disposeIntermediateTensorInfo(result); - backend22.disposeIntermediateTensorInfo(permutedX); - return reverseTransposedResult; - } - return result; - } - var cumsumConfig2 = { - kernelName: Cumsum, - backendName: "webgl", - kernelFunc: cumsum3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function denseBincount3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, weights} = inputs; - const {size, binaryOutput} = attrs; - if (x.shape.length === 1) { - const xVals = backend22.readSync(x.dataId); - const weightsVals = backend22.readSync(weights.dataId); - const outVals = bincountImplCPU(xVals, weightsVals, weights.dtype, weights.shape, size); - return backend22.makeTensorInfo([size], weights.dtype, outVals); - } else if (x.shape.length === 2) { - const xBuf = backend22.bufferSync(x); - const weightsBuf = backend22.bufferSync(weights); - const outBuf = bincountReduceImplCPU(xBuf, weightsBuf, size, binaryOutput); - return backend22.makeTensorInfo(outBuf.shape, weights.dtype, outBuf.values); - } - throw new Error(`Error in denseBincount: input must be at most rank 2, but got rank${x.shape.length}.`); - } - var denseBincountConfig2 = { - kernelName: DenseBincount, - backendName: "webgl", - kernelFunc: denseBincount3 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DepthToSpaceProgram = class { - constructor(outputShape, blockSize, dataFormat) { - this.variableNames = ["x"]; - this.outputShape = []; - this.outputShape = outputShape; - this.blockSize = blockSize; - this.dataFormat = dataFormat; - this.userCode = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.index==null&&(this.index=t.getUniformLocation(n,"index")),t.gl.uniform1f(this.index,e)}}};function f_(e,t){if(e===1)return`${t}`;if(e===2)return`${t}.x, ${t}.y`;if(e===3)return`${t}.x, ${t}.y, ${t}.z`;if(e===4)return`${t}.x, ${t}.y, ${t}.z, ${t}.w`;throw Error(`Cumulative sum for rank ${e} is not yet supported`)}function m_(e,t){if(e===1)return`${t}`;if(e===2)return`${t}.y`;if(e===3)return`${t}.z`;if(e===4)return`${t}.w`;throw Error(`Cumulative sum for rank ${e} is not yet supported`)}function yB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,exclusive:i,reverse:o}=r,l=a.shape.length,c=R.getAxesPermutation([s],l),u=a;c!=null&&(u=In({inputs:{x:a},backend:n,attrs:{perm:c}}));let h=R.getInnerMostAxes(1,l)[0];if(h!==l-1)throw new Error(`WebGL cumsum shader expects an inner-most axis=${a.shape.length-1} but got axis=${s}`);let d=u.shape[h],p=On({inputs:{x:u},backend:n});for(let f=0;f<=Math.ceil(Math.log2(d))-1;f++){let m=new A_(u.shape,!1,o),A=m.getCustomSetupFunc(f),y=p;p=n.runWebGLProgram(m,[p],p.dtype,A),n.disposeIntermediateTensorInfo(y)}if(i){let f=new A_(u.shape,i,o),m=p;p=n.runWebGLProgram(f,[p],p.dtype),n.disposeIntermediateTensorInfo(m)}if(c!=null){let f=R.getUndoAxesPermutation(c),m=In({inputs:{x:p},backend:n,attrs:{perm:f}});return n.disposeIntermediateTensorInfo(p),n.disposeIntermediateTensorInfo(u),m}return p}var gB={kernelName:ms,backendName:"webgl",kernelFunc:yB};function xB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,weights:s}=t,{size:i,binaryOutput:o}=r;if(a.shape.length===1){let l=n.readSync(a.dataId),c=n.readSync(s.dataId),u=Mb(l,c,s.dtype,s.shape,i);return n.makeTensorInfo([i],s.dtype,u)}else if(a.shape.length===2){let l=n.bufferSync(a),c=n.bufferSync(s),u=Xz(l,c,i,o);return n.makeTensorInfo(u.shape,s.dtype,u.values)}throw new Error(`Error in denseBincount: input must be at most rank 2, but got rank${a.shape.length}.`)}var wB={kernelName:$h,backendName:"webgl",kernelFunc:xB},bB=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=[],this.outputShape=e,this.blockSize=t,this.dataFormat=n,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -37327,167 +2436,40 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int w = ${this.getWidthCoordString()}; int d = ${this.getDepthCoordString()}; - int in_h = h / ${blockSize}; - int offset_h = imod(h, ${blockSize}); - int in_w = w / ${blockSize}; - int offset_w = imod(w, ${blockSize}); - int offset_d = (offset_h * ${blockSize} + offset_w) * + int in_h = h / ${t}; + int offset_h = imod(h, ${t}); + int in_w = w / ${t}; + int offset_w = imod(w, ${t}); + int offset_d = (offset_h * ${t} + offset_w) * ${this.getOutputDepthSize()}; int in_d = d + offset_d; float result = ${this.getInputSamplingString()}; setOutput(result); } - `; - } - getHeightCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[1]`; - } else { - return `coords[2]`; - } - } - getWidthCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[2]`; - } else { - return `coords[3]`; - } - } - getDepthCoordString() { - if (this.dataFormat === "NHWC") { - return `coords[3]`; - } else { - return `coords[1]`; - } - } - getOutputDepthSize() { - if (this.dataFormat === "NHWC") { - return this.outputShape[3]; - } else { - return this.outputShape[1]; - } - } - getInputSamplingString() { - if (this.dataFormat === "NHWC") { - return `getX(b, in_h, in_w, in_d)`; - } else { - return `getX(b, in_d, in_h, in_w)`; - } - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function depthToSpace3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockSize, dataFormat} = attrs; - util_exports.assert(blockSize > 1, () => `blockSize should be > 1 for depthToSpace, but was: ${blockSize}`); - const batchSize = x.shape[0]; - const inputHeight = dataFormat === "NHWC" ? x.shape[1] : x.shape[2]; - const inputWidth = dataFormat === "NHWC" ? x.shape[2] : x.shape[3]; - const inputDepth = dataFormat === "NHWC" ? x.shape[3] : x.shape[1]; - const outputHeight = inputHeight * blockSize; - const outputWidth = inputWidth * blockSize; - const outputDepth = inputDepth / (blockSize * blockSize); - const outputShape = dataFormat === "NHWC" ? [batchSize, outputHeight, outputWidth, outputDepth] : [batchSize, outputDepth, outputHeight, outputWidth]; - const program = new DepthToSpaceProgram(outputShape, blockSize, dataFormat); - return backend22.runWebGLProgram(program, [x], x.dtype); - } - var depthToSpaceConfig2 = { - kernelName: DepthToSpace, - backendName: "webgl", - kernelFunc: depthToSpace3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DepthwiseConv2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyReluAlpha = false) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const xNumRows = convInfo.inHeight; - const xNumCols = convInfo.inWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const channelMul = convInfo.outChannels / convInfo.inChannels; - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `float activation(float a) { + `}getHeightCoordString(){return this.dataFormat==="NHWC"?"coords[1]":"coords[2]"}getWidthCoordString(){return this.dataFormat==="NHWC"?"coords[2]":"coords[3]"}getDepthCoordString(){return this.dataFormat==="NHWC"?"coords[3]":"coords[1]"}getOutputDepthSize(){return this.dataFormat==="NHWC"?this.outputShape[3]:this.outputShape[1]}getInputSamplingString(){return this.dataFormat==="NHWC"?"getX(b, in_h, in_w, in_d)":"getX(b, in_d, in_h, in_w)"}};function _B(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockSize:s,dataFormat:i}=r;v.assert(s>1,()=>`blockSize should be > 1 for depthToSpace, but was: ${s}`);let o=a.shape[0],l=i==="NHWC"?a.shape[1]:a.shape[2],c=i==="NHWC"?a.shape[2]:a.shape[3],u=i==="NHWC"?a.shape[3]:a.shape[1],h=l*s,d=c*s,p=u/(s*s),f=i==="NHWC"?[o,h,d,p]:[o,p,h,d],m=new bB(f,s,i);return n.runWebGLProgram(m,[a],a.dtype)}var vB={kernelName:lo,backendName:"webgl",kernelFunc:_B},y_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.outputShape=e.outShape;let s=e.inHeight,i=e.inWidth,o=e.padInfo.top,l=e.padInfo.left,c=e.strideHeight,u=e.strideWidth,h=e.dilationHeight,d=e.dilationWidth,p=e.filterHeight,f=e.filterWidth,m=e.outChannels/e.inChannels,A="",y="";n&&(r?A=`float activation(float a) { float b = getPreluActivationWeightsAtOutCoords(); - ${activation2} - }`; - } else if (hasLeakyReluAlpha) { - activationSnippet = `float activation(float a) { + ${n} + }`:a?A=`float activation(float a) { float b = getLeakyreluAlphaAtOutCoords(); - ${activation2} - }`; - } else { - activationSnippet = ` + ${n} + }`:A=` float activation(float x) { - ${activation2} + ${n} } - `; - } - applyActivationSnippet = `result = activation(result);`; - } - const addBiasSnippet = addBias ? "result += getBiasAtOutCoords();" : ""; - if (addBias) { - this.variableNames.push("bias"); - } - if (hasPreluActivation) { - this.variableNames.push("preluActivationWeights"); - } - if (hasLeakyReluAlpha) { - this.variableNames.push("leakyreluAlpha"); - } - this.userCode = ` - ${activationSnippet} + `,y="result = activation(result);");let g=t?"result += getBiasAtOutCoords();":"";t&&this.variableNames.push("bias"),r&&this.variableNames.push("preluActivationWeights"),a&&this.variableNames.push("leakyreluAlpha"),this.userCode=` + ${A} - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + const ivec2 strides = ivec2(${c}, ${u}); + const ivec2 pads = ivec2(${o}, ${l}); void main() { ivec4 coords = getOutputCoords(); int batch = coords.x; ivec2 xRCCorner = coords.yz * strides - pads; int d2 = coords.w; - int d1 = d2 / ${channelMul}; - int q = d2 - d1 * ${channelMul}; + int d1 = d2 / ${m}; + int q = d2 - d1 * ${m}; int xRCorner = xRCCorner.x; int xCCorner = xRCCorner.y; @@ -37496,17 +2478,17 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; // TO DO(dsmilkov): Flatten the two for loops and vec4 the operations. - for (int wR = 0; wR < ${filterHeight}; wR++) { - int xR = xRCorner + wR * ${dilationHeight}; + for (int wR = 0; wR < ${p}; wR++) { + int xR = xRCorner + wR * ${h}; - if (xR < 0 || xR >= ${xNumRows}) { + if (xR < 0 || xR >= ${s}) { continue; } - for (int wC = 0; wC < ${filterWidth}; wC++) { - int xC = xCCorner + wC * ${dilationWidth}; + for (int wC = 0; wC < ${f}; wC++) { + int xC = xCCorner + wC * ${d}; - if (xC < 0 || xC >= ${xNumCols}) { + if (xC < 0 || xC >= ${i}) { continue; } @@ -37517,259 +2499,142 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } float result = dotProd; - ${addBiasSnippet} - ${applyActivationSnippet} + ${g} + ${y} setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DepthwiseConvPacked2DProgram = class { - constructor(convInfo, addBias = false, activation2 = null, hasPreluActivation = false, hasLeakyReluAlpha = false) { - this.variableNames = ["x", "W"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = convInfo.outShape; - const xNumRows = convInfo.inHeight; - const xNumCols = convInfo.inWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const texelsAcross = filterWidth; - let mainLoop = `int xR; int xC; int xCOffset;`; - for (let r = 0; r < filterHeight; r++) { - for (let c = 0; c < filterWidth; c++) { - mainLoop += ` - vec4 xTexelR${r}C${c * 2} = vec4(0.); - vec4 wR${r}C${c} = vec4(0.); - vec4 xR${r}C${c} = vec4(0.);`; - } - } - for (let r = 0; r < filterHeight; r++) { - for (let texelC = 0; texelC < texelsAcross; texelC++) { - const c = texelC * 2; - mainLoop += ` - xR = xRCorner + ${r * dilationHeight}; - xC = xCCorner + ${c * dilationWidth}; - `; - if (strideWidth === 1) { - if (c < filterWidth) { - if (padLeft % 2 === 1) { - mainLoop += ` + `}},g_=class{constructor(e,t=!1,n=null,r=!1,a=!1){this.variableNames=["x","W"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=e.outShape;let s=e.inHeight,i=e.inWidth,o=e.padInfo.top,l=e.padInfo.left,c=e.strideHeight,u=e.strideWidth,h=e.dilationHeight,d=e.dilationWidth,p=e.filterHeight,f=e.filterWidth,m=f,A="int xR; int xC; int xCOffset;";for(let b=0;b= 0 && xR < ${xNumRows} && xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); // Need to manually clear unused channels in case // we're reading from recycled texture. - if(xCOffset + 1 >= ${xNumCols}) { - xTexelR${r}C${c}.zw = vec2(0.); + if(xCOffset + 1 >= ${i}) { + xTexelR${b}C${x}.zw = vec2(0.); } } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } xCOffset = xC + 1 - 2; - if(xR >= 0 && xR < ${xNumRows} && xCOffset >= 0 && xCOffset < ${xNumCols}) { + if(xR >= 0 && xR < ${s} && xCOffset >= 0 && xCOffset < ${i}) { vec4 previous = getX(batch, xR, xCOffset, d1); // Need to manually clear unused channels in case // we're reading from recycled texture. - if(xCOffset + 1 >= ${xNumCols}) { + if(xCOffset + 1 >= ${i}) { previous.zw = vec2(0.); } - xR${r}C${c} = vec4(previous.zw, xTexelR${r}C${c}.xy); + xR${b}C${x} = vec4(previous.zw, xTexelR${b}C${x}.xy); } else { - xR${r}C${c} = vec4(0, 0, xTexelR${r}C${c}.xy); + xR${b}C${x} = vec4(0, 0, xTexelR${b}C${x}.xy); } - `; - } else { - mainLoop += ` - if(xR >= 0 && xR < ${xNumRows} && xC >= 0 && xC < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xC, d1); + `:A+=` + if(xR >= 0 && xR < ${s} && xC >= 0 && xC < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xC, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - xR${r}C${c} = xTexelR${r}C${c}; - `; - } - if (c + 1 < filterWidth) { - const nextTexelOffset = padLeft % 2 === 0 ? util_exports.nearestLargerEven(dilationWidth) : dilationWidth; - if (dilationWidth % 2 === 0 && padLeft % 2 === 1 || dilationWidth % 2 !== 0 && padLeft % 2 !== 1) { - mainLoop += ` - xCOffset = xC + ${padLeft % 2} + ${nextTexelOffset}; + xR${b}C${x} = xTexelR${b}C${x}; + `,x+1= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } - `; - if (dilationWidth > 1) { - mainLoop += ` + `,d>1&&(A+=` xCOffset -= 2; - if(xR >= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - `; - } - mainLoop += ` - xR${r}C${c + 1} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.xy); - `; - } else { - mainLoop += ` - xCOffset = xC + ${nextTexelOffset}; + `),A+=` + xR${b}C${x+1} = vec4( + xTexelR${b}C${x}.zw, xTexelR${b}C${x+2}.xy); + `):A+=` + xCOffset = xC + ${N}; - if(xR >= 0 && xR < ${xNumRows} && - xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + if(xR >= 0 && xR < ${s} && + xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } - xR${r}C${c + 1} = xTexelR${r}C${c + 2}; - `; - } - } - } - } else { - if (c < filterWidth) { - mainLoop += ` - if(xR >= 0 && xR < ${xNumRows}) { - `; - if (padLeft % 2 === 1) { - mainLoop += ` - xCOffset = xC + 1 - ${strideWidth}; - if(xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xCOffset, d1); + xR${b}C${x+1} = xTexelR${b}C${x+2}; + `}}else x= 0 && xR < ${s}) { + `,l%2==1?(A+=` + xCOffset = xC + 1 - ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - if(xC + 1 >= 0 && xC + 1 < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xC + 1, d1); + if(xC + 1 >= 0 && xC + 1 < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xC + 1, d1); } else { - xTexelR${r}C${c + 2} = vec4(0.); + xTexelR${b}C${x+2} = vec4(0.); } - xR${r}C${c} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.zw); - `; - if (c + 1 < filterWidth) { - mainLoop += ` + xR${b}C${x} = vec4( + xTexelR${b}C${x}.zw, xTexelR${b}C${x+2}.zw); + `,x+1= 0 && xCOffset < ${xNumCols}) { + xCOffset = xC + 1 + ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { final = getX(batch, xR, xCOffset, d1); } - xR${r}C${c + 1} = vec4(xTexelR${r}C${c + 2}.xy, final.xy); - `; - } - } else { - mainLoop += ` - if(xC >= 0 && xC < ${xNumCols}) { - xTexelR${r}C${c} = getX(batch, xR, xC, d1); + xR${b}C${x+1} = vec4(xTexelR${b}C${x+2}.xy, final.xy); + `)):(A+=` + if(xC >= 0 && xC < ${i}) { + xTexelR${b}C${x} = getX(batch, xR, xC, d1); } else { - xTexelR${r}C${c} = vec4(0.); + xTexelR${b}C${x} = vec4(0.); } - xCOffset = xC + ${strideWidth}; - if(xCOffset >= 0 && xCOffset < ${xNumCols}) { - xTexelR${r}C${c + 2} = getX(batch, xR, xCOffset, d1); + xCOffset = xC + ${u}; + if(xCOffset >= 0 && xCOffset < ${i}) { + xTexelR${b}C${x+2} = getX(batch, xR, xCOffset, d1); } else { - xTexelR${r}C${c + 2} = vec4(0.); + xTexelR${b}C${x+2} = vec4(0.); } - xR${r}C${c} = vec4( - xTexelR${r}C${c}.xy, xTexelR${r}C${c + 2}.xy); - `; - if (c + 1 < filterWidth) { - mainLoop += ` - xR${r}C${c + 1} = vec4( - xTexelR${r}C${c}.zw, xTexelR${r}C${c + 2}.zw); - `; - } - } - mainLoop += `}`; - } - } - if (c < filterWidth) { - mainLoop += ` - vec4 wTexelR${r}C${c} = getW(${r}, ${c}, d1, q); - wR${r}C${c} = vec4(wTexelR${r}C${c}.xz, wTexelR${r}C${c}.xz); - `; - if (c + 1 < filterWidth) { - mainLoop += ` - vec4 wTexelR${r}C${c + 1} = getW(${r}, ${c + 1}, d1, q); - wR${r}C${c + 1} = - vec4(wTexelR${r}C${c + 1}.xz, wTexelR${r}C${c + 1}.xz);`; - } - } - } - } - for (let r = 0; r < filterHeight; r++) { - for (let c = 0; c < filterWidth; c++) { - mainLoop += `dotProd += xR${r}C${c} * wR${r}C${c};`; - } - } - let activationSnippet = "", applyActivationSnippet = ""; - if (activation2) { - if (hasPreluActivation) { - activationSnippet = `vec4 activation(vec4 a) { + xR${b}C${x} = vec4( + xTexelR${b}C${x}.xy, xTexelR${b}C${x+2}.xy); + `,x+1 `Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'`); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - let program; - if (env().getBool("WEBGL_PACK_DEPTHWISECONV") && convInfo.strideWidth <= 2 && convInfo.outChannels / convInfo.inChannels === 1) { - program = new DepthwiseConvPacked2DProgram(convInfo); - } else { - program = new DepthwiseConv2DProgram(convInfo); - } - return backend22.runWebGLProgram(program, [x, filter], "float32"); - } - var depthwiseConv2dNativeConfig2 = { - kernelName: DepthwiseConv2dNative, - backendName: "webgl", - kernelFunc: depthwiseConv2dNative2 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DepthwiseConv2DDerFilterProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "dy"]; - this.outputShape = convInfo.filterShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = convInfo.padInfo.top; - const padLeft = convInfo.padInfo.left; - const channelMul = convInfo.outChannels / convInfo.inChannels; - this.userCode = ` + `}};function kB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l,dimRoundingMode:c}=r,u=l;u==null&&(u=[1,1]),v.assert(R.eitherStridesOrDilationsAreOne(i,u),()=>`Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${i} and dilations '${u}'`);let h=R.computeConv2DInfo(a.shape,s.shape,i,u,o,c,!0),d;return J().getBool("WEBGL_PACK_DEPTHWISECONV")&&h.strideWidth<=2&&h.outChannels/h.inChannels==1?d=new g_(h):d=new y_(h),n.runWebGLProgram(d,[a,s],"float32")}var IB={kernelName:As,backendName:"webgl",kernelFunc:kB},NB=class{constructor(e){this.variableNames=["x","dy"],this.outputShape=e.filterShape;let t=e.strideHeight,n=e.strideWidth,r=e.padInfo.top,a=e.padInfo.left,s=e.outChannels/e.inChannels;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int wR = coords.x; int wC = coords.y; int d1 = coords.z; int dm = coords.w; - int d2 = d1 * ${channelMul} + dm; + int d2 = d1 * ${s} + dm; float dotProd = 0.0; // TO DO: Vec4 over the batch size - for (int b = 0; b < ${convInfo.batchSize}; b++) { - for (int yR = 0; yR < ${convInfo.outHeight}; yR++) { - int xR = wR + yR * ${strideHeight} - ${padTop}; + for (int b = 0; b < ${e.batchSize}; b++) { + for (int yR = 0; yR < ${e.outHeight}; yR++) { + int xR = wR + yR * ${t} - ${r}; - if (xR < 0 || xR >= ${convInfo.inHeight}) { + if (xR < 0 || xR >= ${e.inHeight}) { continue; } - for (int yC = 0; yC < ${convInfo.outWidth}; yC++) { - int xC = wC + yC * ${strideWidth} - ${padLeft}; + for (int yC = 0; yC < ${e.outWidth}; yC++) { + int xC = wC + yC * ${n} - ${a}; - if (xC < 0 || xC >= ${convInfo.inWidth}) { + if (xC < 0 || xC >= ${e.inWidth}) { continue; } @@ -37893,22 +2691,8 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var DepthwiseConv2DDerInputProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "W"]; - this.outputShape = convInfo.inShape; - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const padTop = filterHeight - 1 - convInfo.padInfo.top; - const padLeft = filterWidth - 1 - convInfo.padInfo.left; - const channelMul = convInfo.outChannels / convInfo.inChannels; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}},SB=class{constructor(e){this.variableNames=["dy","W"],this.outputShape=e.inShape;let t=e.filterHeight,n=e.filterWidth,r=e.strideHeight,a=e.strideWidth,s=t-1-e.padInfo.top,i=n-1-e.padInfo.left,o=e.outChannels/e.inChannels;this.userCode=` + const ivec2 pads = ivec2(${s}, ${i}); void main() { ivec4 coords = getOutputCoords(); @@ -37920,30 +2704,30 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float dotProd = 0.0; - for (int wR = 0; wR < ${filterHeight}; wR++) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${t}; wR++) { + float dyR = float(dyRCorner + wR) / ${r}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - int wRPerm = ${filterHeight} - 1 - wR; + int wRPerm = ${t} - 1 - wR; - for (int wC = 0; wC < ${filterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${n}; wC++) { + float dyC = float(dyCCorner + wC) / ${a}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); - int wCPerm = ${filterWidth} - 1 - wC; + int wCPerm = ${n} - 1 - wC; // TO DO: Vec4 over the channelMul - for (int dm = 0; dm < ${channelMul}; dm++) { - int d2 = d1 * ${channelMul} + dm; + for (int dm = 0; dm < ${o}; dm++) { + int d2 = d1 * ${o} + dm; float xValue = getDy(batch, idyR, idyC, d2); float wValue = getW(wRPerm, wCPerm, d1, dm); dotProd += xValue * wValue; @@ -37952,155 +2736,15 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function depthwiseConv2dNativeBackpropFilter3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, dy} = inputs; - const {strides, dilations, pad: pad3, dimRoundingMode, filterShape} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filterShape, strides, dilations, pad3, dimRoundingMode, true); - const program = new DepthwiseConv2DDerFilterProgram(convInfo); - return backend22.runWebGLProgram(program, [x, dy], "float32"); - } - var depthwiseConv2dNativeBackpropFilterConfig2 = { - kernelName: DepthwiseConv2dNativeBackpropFilter, - backendName: "webgl", - kernelFunc: depthwiseConv2dNativeBackpropFilter3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function depthwiseConv2dNativeBackpropInput3(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, filter} = inputs; - const {strides, dilations, pad: pad3, dimRoundingMode, inputShape} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, dilations, pad3, dimRoundingMode, true); - const program = new DepthwiseConv2DDerInputProgram(convInfo); - return backend22.runWebGLProgram(program, [dy, filter], "float32"); - } - var depthwiseConv2dNativeBackpropInputConfig2 = { - kernelName: DepthwiseConv2dNativeBackpropInput, - backendName: "webgl", - kernelFunc: depthwiseConv2dNativeBackpropInput3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DiagProgram = class { - constructor(size) { - this.variableNames = ["X"]; - this.outputShape = [size, size]; - this.userCode = ` + `}};function TB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,dy:s}=t,{strides:i,dilations:o,pad:l,dimRoundingMode:c,filterShape:u}=r,h=R.computeConv2DInfo(a.shape,u,i,o,l,c,!0),d=new NB(h);return n.runWebGLProgram(d,[a,s],"float32")}var CB={kernelName:Dh,backendName:"webgl",kernelFunc:TB};function EB(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,filter:s}=t,{strides:i,dilations:o,pad:l,dimRoundingMode:c,inputShape:u}=r,h=R.computeConv2DInfo(u,s.shape,i,o,l,c,!0),d=new SB(h);return n.runWebGLProgram(d,[a,s],"float32")}var RB={kernelName:Oh,backendName:"webgl",kernelFunc:EB},MB=class{constructor(e){this.variableNames=["X"],this.outputShape=[e,e],this.userCode=` void main() { ivec2 coords = getOutputCoords(); float val = coords[0] == coords[1] ? getX(coords[0]) : 0.0; setOutput(val); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function diag3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - const outShape = [...x.shape, ...x.shape]; - const xSize = util_exports.sizeFromShape(x.shape); - const flat = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [xSize]}}); - const program = new DiagProgram(xSize); - const res = backend22.runWebGLProgram(program, [flat], flat.dtype); - const out = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(flat); - backend22.disposeIntermediateTensorInfo(res); - return out; - } - var diagConfig2 = { - kernelName: Diag, - backendName: "webgl", - kernelFunc: diag3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var Dilation2DProgram = class { - constructor(convInfo) { - this.variableNames = ["x", "W"]; - this.outputShape = convInfo.outShape; - const {inHeight, inWidth, padInfo, strideHeight, strideWidth, filterHeight, filterWidth, dilationHeight, dilationWidth} = convInfo; - const {top: padTop, left: padLeft} = padInfo; - this.userCode = ` - const ivec2 strides = ivec2(${strideHeight}, ${strideWidth}); - const ivec2 pads = ivec2(${padTop}, ${padLeft}); + `}};function FB(e){let{inputs:t,backend:n}=e,{x:r}=t,a=[...r.shape,...r.shape],s=v.sizeFromShape(r.shape),i=xe({inputs:{x:r},backend:n,attrs:{shape:[s]}}),o=new MB(s),l=n.runWebGLProgram(o,[i],i.dtype),c=xe({inputs:{x:l},backend:n,attrs:{shape:a}});return n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(l),c}var $B={kernelName:zh,backendName:"webgl",kernelFunc:FB},DB=class{constructor(e){this.variableNames=["x","W"],this.outputShape=e.outShape;let{inHeight:t,inWidth:n,padInfo:r,strideHeight:a,strideWidth:s,filterHeight:i,filterWidth:o,dilationHeight:l,dilationWidth:c}=e,{top:u,left:h}=r;this.userCode=` + const ivec2 strides = ivec2(${a}, ${s}); + const ivec2 pads = ivec2(${u}, ${h}); const float neg_infinity = -3.4e38; void main() { @@ -38113,14 +2757,14 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int wBeg = outTopLeftCorner.y; float curVal = neg_infinity; - for (int h = 0; h < ${filterHeight}; h++) { - int hIn = hBeg + h * ${dilationHeight}; + for (int h = 0; h < ${i}; h++) { + int hIn = hBeg + h * ${l}; - if (hIn >= 0 && hIn < ${inHeight}) { - for (int w = 0; w < ${filterWidth}; w++) { - int wIn = wBeg + w * ${dilationWidth}; + if (hIn >= 0 && hIn < ${t}) { + for (int w = 0; w < ${o}; w++) { + int wIn = wBeg + w * ${c}; - if (wIn >= 0 && wIn < ${inWidth}) { + if (wIn >= 0 && wIn < ${n}) { float xVal = getX(batch, hIn, wIn, d1); float wVal = getW(h, w, d1); @@ -38136,60 +2780,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float result = curVal; setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function dilation2D(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter} = inputs; - const {strides, pad: pad3, dilations} = attrs; - const convInfo = backend_util_exports.computeDilation2DInfo(x.shape, filter.shape, strides, pad3, "NHWC", dilations); - let out; - const program = new Dilation2DProgram(convInfo); - out = backend22.runWebGLProgram(program, [x, filter], "float32"); - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - backend22.disposeIntermediateTensorInfo(out); - return outReshaped; - } - var dilation2DConfig = { - kernelName: Dilation2D, - backendName: "webgl", - kernelFunc: dilation2D - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ELU3 = `return (x >= 0.0) ? x : (exp(x) - 1.0);`; - var ELU_PACKED = ` + `}};function OB(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s}=t,{strides:i,pad:o,dilations:l}=r,c=R.computeDilation2DInfo(a.shape,s.shape,i,o,"NHWC",l),u,h=new DB(c);u=n.runWebGLProgram(h,[a,s],"float32");let d=xe({inputs:{x:u},backend:n,attrs:{shape:c.outShape}});return n.disposeIntermediateTensorInfo(u),d}var zB={kernelName:yu,backendName:"webgl",kernelFunc:OB},PB="return (x >= 0.0) ? x : (exp(x) - 1.0);",LB=` vec4 result; result.r = (x.r >= 0.0) ? x.r : (exp(x.r) - 1.0); @@ -38198,236 +2789,41 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; result.a = (x.a >= 0.0) ? x.a : (exp(x.a) - 1.0); return result; -`; - var elu3 = unaryKernelFunc2({opSnippet: ELU3, packedOpSnippet: ELU_PACKED}); - var eluConfig2 = { - kernelName: Elu, - backendName: "webgl", - kernelFunc: elu3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ELU_DER = `return (b >= 1.0) ? a : a * (b + 1.0);`; - var ELU_DER_PACKED = ` +`,WB=Xe({opSnippet:PB,packedOpSnippet:LB}),BB={kernelName:uo,backendName:"webgl",kernelFunc:WB},VB="return (b >= 1.0) ? a : a * (b + 1.0);",UB=` vec4 bGTEZero = vec4(greaterThanEqual(b, vec4(0.))); return (bGTEZero * a) + ((vec4(1.0) - bGTEZero) * (a * (b + vec4(1.0)))); -`; - var eluGrad2 = (args) => { - const {inputs, backend: backend22} = args; - const {dy, y} = inputs; - const program = env().getBool("WEBGL_PACK_BINARY_OPERATIONS") ? new BinaryOpPackedProgram(ELU_DER_PACKED, dy.shape, y.shape) : new BinaryOpProgram(ELU_DER, dy.shape, y.shape); - return backend22.runWebGLProgram(program, [dy, y], dy.dtype); - }; - var eluGradConfig2 = { - kernelName: EluGrad, - backendName: "webgl", - kernelFunc: eluGrad2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PACKED_EQUAL = ` +`,jB=e=>{let{inputs:t,backend:n}=e,{dy:r,y:a}=t,s=J().getBool("WEBGL_PACK_BINARY_OPERATIONS")?new pc(UB,r.shape,a.shape):new Ml(VB,r.shape,a.shape);return n.runWebGLProgram(s,[r,a],r.dtype)},HB={kernelName:Wh,backendName:"webgl",kernelFunc:jB},GB=` return vec4(equal(a, b)); -`; - var EQUAL = `return float(a == b);`; - var equal3 = binaryKernelFunc2({opSnippet: EQUAL, packedOpSnippet: PACKED_EQUAL, dtype: "bool"}); - var equalConfig2 = { - kernelName: Equal, - backendName: "webgl", - kernelFunc: equal3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ERF = ` +`,qB="return float(a == b);",XB=en({opSnippet:qB,packedOpSnippet:GB,dtype:"bool"}),KB={kernelName:ho,backendName:"webgl",kernelFunc:XB},ZB=` // Error function is calculated approximately with elementary function. // See "Handbook of Mathematical Functions with Formulas, // Graphs, and Mathematical Tables", Abramowitz and Stegun. - float p = ${backend_util_exports.ERF_P}; - float a1 = ${backend_util_exports.ERF_A1}; - float a2 = ${backend_util_exports.ERF_A2}; - float a3 = ${backend_util_exports.ERF_A3}; - float a4 = ${backend_util_exports.ERF_A4}; - float a5 = ${backend_util_exports.ERF_A5}; + float p = ${R.ERF_P}; + float a1 = ${R.ERF_A1}; + float a2 = ${R.ERF_A2}; + float a3 = ${R.ERF_A3}; + float a4 = ${R.ERF_A4}; + float a5 = ${R.ERF_A5}; float sign = sign(x); x = abs(x); float t = 1.0 / (1.0 + p * x); return sign * (1.0 - (((((a5*t + a4)*t) + a3)*t + a2)*t + a1)*t*exp(-x*x)); -`; - var erf3 = unaryKernelFunc2({opSnippet: ERF}); - var erfConfig2 = { - kernelName: Erf, - backendName: "webgl", - kernelFunc: erf3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EXP = `return exp(x);`; - var exp3 = unaryKernelFunc2({opSnippet: EXP, packedOpSnippet: EXP, cpuKernelImpl: expImplCPU}); - var expConfig2 = { - kernelName: Exp, - backendName: "webgl", - kernelFunc: exp3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function expandDims3(args) { - const {inputs, attrs, backend: backend22} = args; - const {dim} = attrs; - const {input: input2} = inputs; - const inputRank = input2.shape.length; - const newShape = input2.shape.slice(); - let $dim = dim; - if (dim < 0) { - util_exports.assert(-(inputRank + 1) <= dim, () => `Axis must be in the interval [${-(inputRank + 1)}, ${inputRank}]`); - $dim = inputRank + dim + 1; - } - newShape.splice($dim, 0, 1); - return reshape3({inputs: {x: input2}, backend: backend22, attrs: {shape: newShape}}); - } - var expandDimsConfig2 = { - kernelName: ExpandDims, - backendName: "webgl", - kernelFunc: expandDims3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var EXPM1 = `return exp(x) - 1.0;`; - var expm13 = unaryKernelFunc2({opSnippet: EXPM1, packedOpSnippet: EXPM1, cpuKernelImpl: expm1ImplCPU}); - var expm1Config2 = { - kernelName: Expm1, - backendName: "webgl", - kernelFunc: expm13 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FFTProgram = class { - constructor(component, inputShape, inverse) { - this.variableNames = ["real", "imag"]; - const innerDim = inputShape[1]; - this.outputShape = inputShape; - const exponentMultiplierSnippet = inverse ? `2.0 * ${Math.PI}` : `-2.0 * ${Math.PI}`; - const resultDenominator = inverse ? `${innerDim}.0` : "1.0"; - let opString; - if (component === "real") { - opString = "return real * expR - imag * expI;"; - } else if (component === "imag") { - opString = "return real * expI + imag * expR;"; - } else { - throw new Error(`FFT component must be either "real" or "imag", got ${component}.`); - } - this.userCode = ` - const float exponentMultiplier = ${exponentMultiplierSnippet}; +`,YB=Xe({opSnippet:ZB}),JB={kernelName:co,backendName:"webgl",kernelFunc:YB},x_="return exp(x);",w_=Xe({opSnippet:x_,packedOpSnippet:x_,cpuKernelImpl:Yz}),QB={kernelName:gs,backendName:"webgl",kernelFunc:w_};function hA(e){let{inputs:t,attrs:n,backend:r}=e,{dim:a}=n,{input:s}=t,i=s.shape.length,o=s.shape.slice(),l=a;return a<0&&(v.assert(-(i+1)<=a,()=>`Axis must be in the interval [${-(i+1)}, ${i}]`),l=i+a+1),o.splice(l,0,1),xe({inputs:{x:s},backend:r,attrs:{shape:o}})}var eV={kernelName:po,backendName:"webgl",kernelFunc:hA},b_="return exp(x) - 1.0;",tV=Xe({opSnippet:b_,packedOpSnippet:b_,cpuKernelImpl:Jz}),nV={kernelName:fo,backendName:"webgl",kernelFunc:tV},__=class{constructor(e,t,n){this.variableNames=["real","imag"];let r=t[1];this.outputShape=t;let a=n?`2.0 * ${Math.PI}`:`-2.0 * ${Math.PI}`,s=n?`${r}.0`:"1.0",i;if(e==="real")i="return real * expR - imag * expI;";else if(e==="imag")i="return real * expI + imag * expR;";else throw new Error(`FFT component must be either "real" or "imag", got ${e}.`);this.userCode=` + const float exponentMultiplier = ${a}; float unaryOpComplex(float real, float expR, float imag, float expI) { - ${opString} + ${i} } float mulMatDFT(int batch, int index) { - float indexRatio = float(index) / float(${innerDim}); + float indexRatio = float(index) / float(${r}); float exponentMultiplierTimesIndexRatio = exponentMultiplier * indexRatio; float result = 0.0; - for (int i = 0; i < ${innerDim}; i++) { + for (int i = 0; i < ${r}; i++) { // x = (-2|2 * PI / N) * index * i; float x = exponentMultiplierTimesIndexRatio * float(i); float expR = cos(x); @@ -38436,7 +2832,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float imag = getImag(batch, i); result += - unaryOpComplex(real, expR, imag, expI) / ${resultDenominator}; + unaryOpComplex(real, expR, imag, expI) / ${s}; } return result; @@ -38446,262 +2842,27 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; ivec2 coords = getOutputCoords(); setOutput(mulMatDFT(coords[0], coords[1])); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fftImpl2(x, inverse, backend22) { - const xData = backend22.texData.get(x.dataId); - const inputSize = util_exports.sizeFromShape(x.shape); - const innerDimensionSize = x.shape[x.shape.length - 1]; - const batch = inputSize / innerDimensionSize; - const input2D = reshape3({inputs: {x}, backend: backend22, attrs: {shape: [batch, innerDimensionSize]}}); - const xShape = input2D.shape; - const realProgram = new FFTProgram("real", xShape, inverse); - const imagProgram = new FFTProgram("imag", xShape, inverse); - const inputs = [ - { - dataId: xData.complexTensorInfos.real.dataId, - dtype: xData.complexTensorInfos.real.dtype, - shape: xShape - }, - { - dataId: xData.complexTensorInfos.imag.dataId, - dtype: xData.complexTensorInfos.imag.dtype, - shape: xShape - } - ]; - const realPart = backend22.runWebGLProgram(realProgram, inputs, "float32"); - const imagPart = backend22.runWebGLProgram(imagProgram, inputs, "float32"); - const complexOutput = complex3({inputs: {real: realPart, imag: imagPart}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(imagPart); - const complexOutputReshaped = reshape3({inputs: {x: complexOutput}, backend: backend22, attrs: {shape: x.shape}}); - backend22.disposeIntermediateTensorInfo(input2D); - backend22.disposeIntermediateTensorInfo(complexOutput); - return complexOutputReshaped; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fft3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - return fftImpl2(input2, false, backend22); - } - var fftConfig2 = { - kernelName: FFT, - backendName: "webgl", - kernelFunc: fft3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FillProgram = class { - constructor(shape, value) { - this.outputShape = []; - this.variableNames = ["x"]; - this.outputShape = shape; - this.userCode = ` + `}};function v_(e,t,n){let r=n.texData.get(e.dataId),a=v.sizeFromShape(e.shape),s=e.shape[e.shape.length-1],i=a/s,o=xe({inputs:{x:e},backend:n,attrs:{shape:[i,s]}}),l=o.shape,c=new __("real",l,t),u=new __("imag",l,t),h=[{dataId:r.complexTensorInfos.real.dataId,dtype:r.complexTensorInfos.real.dtype,shape:l},{dataId:r.complexTensorInfos.imag.dataId,dtype:r.complexTensorInfos.imag.dtype,shape:l}],d=n.runWebGLProgram(c,h,"float32"),p=n.runWebGLProgram(u,h,"float32"),f=Wa({inputs:{real:d,imag:p},backend:n});n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p);let m=xe({inputs:{x:f},backend:n,attrs:{shape:e.shape}});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(f),m}function rV(e){let{inputs:t,backend:n}=e,{input:r}=t;return v_(r,!1,n)}var aV={kernelName:Bh,backendName:"webgl",kernelFunc:rV},sV=class{constructor(e,t){this.outputShape=[],this.variableNames=["x"],this.outputShape=e,this.userCode=` uniform float value; void main() { // Input can be obtained from uniform value. setOutput(value); } - `; - } - getCustomSetupFunc(value) { - return (gpgpu, webGLProgram) => { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fill3(args) { - const {backend: backend22, attrs} = args; - const {shape, value} = attrs; - let {dtype} = attrs; - dtype = dtype || util_exports.inferDtype(value); - if (dtype === "string") { - const values = util_exports.getArrayFromDType(dtype, util_exports.sizeFromShape(shape)); - values.fill(value); - return backend22.makeTensorInfo(shape, dtype, values); - } else { - const program = new FillProgram(shape, value); - const customSetup = program.getCustomSetupFunc(value); - return backend22.runWebGLProgram(program, [], dtype, customSetup); - } - } - var fillConfig2 = { - kernelName: Fill, - backendName: "webgl", - kernelFunc: fill3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FlipLeftRightProgram = class { - constructor(imageShape) { - this.variableNames = ["Image"]; - this.outputShape = []; - const imageWidth = imageShape[2]; - this.outputShape = imageShape; - this.userCode = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}};function dA(e){let{backend:t,attrs:n}=e,{shape:r,value:a}=n,{dtype:s}=n;if(s=s||v.inferDtype(a),s==="string"){let i=v.getArrayFromDType(s,v.sizeFromShape(r));return i.fill(a),t.makeTensorInfo(r,s,i)}else{let i=new sV(r,a),o=i.getCustomSetupFunc(a);return t.runWebGLProgram(i,[],s,o)}}var iV={kernelName:gu,backendName:"webgl",kernelFunc:dA},oV=class{constructor(e){this.variableNames=["Image"],this.outputShape=[];let t=e[2];this.outputShape=e,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int x = coords[2]; - int coordX = ${imageWidth} - x; + int coordX = ${t} - x; float outputValue; - if(coordX >= 0 && coordX < ${imageWidth}) { + if(coordX >= 0 && coordX < ${t}) { outputValue = getImage(coords[0], coords[1], coordX, coords[3]); } else { outputValue = getImage(coords[0], coords[1], coords[2], coords[3]); } setOutput(outputValue); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var flipLeftRightConfig2 = { - kernelName: FlipLeftRight, - backendName: "webgl", - kernelFunc: ({inputs, backend: backend22}) => { - const {image: image3} = inputs; - const webglBackend = backend22; - const program = new FlipLeftRightProgram(image3.shape); - const output = webglBackend.runWebGLProgram(program, [image3], image3.dtype); - return output; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FLOOR = `return floor(x);`; - var floor3 = unaryKernelFunc2({opSnippet: FLOOR, packedOpSnippet: FLOOR, cpuKernelImpl: floorImplCPU}); - var floorConfig2 = { - kernelName: Floor, - backendName: "webgl", - kernelFunc: floor3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var INT_DIV = ` + `}},lV={kernelName:mo,backendName:"webgl",kernelFunc:({inputs:e,backend:t})=>{let{image:n}=e,r=t,a=new oV(n.shape);return r.runWebGLProgram(a,[n],n.dtype)}},k_="return floor(x);",uV=Xe({opSnippet:k_,packedOpSnippet:k_,cpuKernelImpl:Qz}),cV={kernelName:xs,backendName:"webgl",kernelFunc:uV},hV=` float s = sign(a) * sign(b); int ia = round(a); int ib = round(b); @@ -38711,8 +2872,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } else { return NAN; } -`; - var INT_DIV_PACKED = ` +`,dV=` ivec4 ia = round(a); ivec4 ib = round(b); bvec4 cond = notEqual(ib, ivec4(0)); @@ -38733,44 +2893,15 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; result[3] = idiv(ia[3], ib[3], s[3]); } return vec4(result); -`; - var floorDiv3 = binaryKernelFunc2({opSnippet: INT_DIV, packedOpSnippet: INT_DIV_PACKED, dtype: "int32"}); - var floorDivConfig2 = { - kernelName: FloorDiv, - backendName: "webgl", - kernelFunc: floorDiv3 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FromPixelsProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - const glsl = getGlslDifferences(); - const [height, width] = outputShape; - this.outputShape = outputShape; - this.userCode = ` +`,pV=en({opSnippet:hV,packedOpSnippet:dV,dtype:"int32"}),fV={kernelName:ws,backendName:"webgl",kernelFunc:pV},mV=class{constructor(e){this.variableNames=["A"];let t=hn(),[n,r]=e;this.outputShape=e,this.userCode=` void main() { ivec3 coords = getOutputCoords(); int texR = coords[0]; int texC = coords[1]; int depth = coords[2]; - vec2 uv = (vec2(texC, texR) + halfCR) / vec2(${width}.0, ${height}.0); + vec2 uv = (vec2(texC, texR) + halfCR) / vec2(${r}.0, ${n}.0); - vec4 values = ${glsl.texture2D}(A, uv); + vec4 values = ${t.texture2D}(A, uv); float value; if (depth == 0) { value = values.r; @@ -38784,34 +2915,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; setOutput(floor(value * 255.0 + 0.5)); } - `; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var FromPixelsPackedProgram = class { - constructor(outputShape) { - this.variableNames = ["A"]; - this.packedInputs = false; - this.packedOutput = true; - const glsl = getGlslDifferences(); - const [height, width] = outputShape; - this.outputShape = outputShape; - this.userCode = ` + `}},AV=class{constructor(e){this.variableNames=["A"],this.packedInputs=!1,this.packedOutput=!0;let t=hn(),[n,r]=e;this.outputShape=e,this.userCode=` void main() { ivec3 coords = getOutputCoords(); int texR = coords[0]; @@ -38826,8 +2930,8 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; depth = coords[2] + col; vec2 uv = (vec2(texC, texR) + halfCR) / - vec2(${width}.0, ${height}.0); - vec4 values = ${glsl.texture2D}(A, uv); + vec2(${r}.0, ${n}.0); + vec4 values = ${t.texture2D}(A, uv); float value; if (depth == 0) { value = values.r; @@ -38843,631 +2947,34 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } } - ${glsl.output} = result; + ${t.output} = result; } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var fromPixelsConfig = { - kernelName: FromPixels, - backendName: "webgl", - kernelFunc: fromPixels2 - }; - var fromPixels2DContext2; - function fromPixels2(args) { - const {inputs, backend: backend22, attrs} = args; - let {pixels} = inputs; - const {numChannels} = attrs; - const isVideo = typeof HTMLVideoElement !== "undefined" && pixels instanceof HTMLVideoElement; - const isImage = typeof HTMLImageElement !== "undefined" && pixels instanceof HTMLImageElement; - const [width, height] = isVideo ? [ - pixels.videoWidth, - pixels.videoHeight - ] : [pixels.width, pixels.height]; - const texShape = [height, width]; - const outShape = [height, width, numChannels]; - if (isImage || isVideo) { - if (fromPixels2DContext2 == null) { - fromPixels2DContext2 = document.createElement("canvas").getContext("2d"); - } - fromPixels2DContext2.canvas.width = width; - fromPixels2DContext2.canvas.height = height; - fromPixels2DContext2.drawImage(pixels, 0, 0, width, height); - pixels = fromPixels2DContext2.canvas; - } - const tempPixelHandle = backend22.makeTensorInfo(texShape, "int32"); - backend22.texData.get(tempPixelHandle.dataId).usage = TextureUsage.PIXELS; - backend22.gpgpu.uploadPixelDataToTexture(backend22.getTexture(tempPixelHandle.dataId), pixels); - const program = env().getBool("WEBGL_PACK") ? new FromPixelsPackedProgram(outShape) : new FromPixelsProgram(outShape); - const res = backend22.runWebGLProgram(program, [tempPixelHandle], "int32"); - backend22.disposeData(tempPixelHandle.dataId); - return res; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fusedConv2d(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dataFormat, dilations, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - let out; - const intermediates = []; - if (convInfo.filterHeight === 1 && convInfo.filterWidth === 1 && convInfo.dilationHeight === 1 && convInfo.dilationWidth === 1 && convInfo.strideHeight === 1 && convInfo.strideWidth === 1 && (convInfo.padInfo.type === "SAME" || convInfo.padInfo.type === "VALID")) { - out = conv2dByMatMul({ - x, - filter, - convInfo, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - } else if (env().getBool("WEBGL_CONV_IM2COL") && x.shape[0] === 1) { - out = conv2dWithIm2Row({ - x, - filter, - convInfo, - backend: backend22, - bias, - activation: activation2, - preluActivationWeights, - leakyreluAlpha - }); - } else { - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, false) : null; - const program = new Conv2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - const inputs2 = [x, filter]; - if (bias) { - inputs2.push(bias); - } - if (preluActivationWeights) { - inputs2.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - inputs2.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - out = backend22.runWebGLProgram(program, inputs2, "float32"); - } - const outReshaped = reshape3({inputs: {x: out}, backend: backend22, attrs: {shape: convInfo.outShape}}); - intermediates.push(out); - intermediates.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return outReshaped; - } - var fusedConv2DConfig2 = { - kernelName: FusedConv2D, - backendName: "webgl", - kernelFunc: fusedConv2d - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fusedDepthwiseConv2D2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const intermediates = []; - let $dilations = dilations; - if ($dilations == null) { - $dilations = [1, 1]; - } - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, $dilations), () => `Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'`); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - const shouldPackDepthwiseConv = env().getBool("WEBGL_PACK_DEPTHWISECONV") && convInfo.strideWidth <= 2 && convInfo.outChannels / convInfo.inChannels === 1; - const fusedActivation = activation2 ? mapActivationToShaderProgram(activation2, shouldPackDepthwiseConv) : null; - const programInputs = [x, filter]; - const hasBias = bias != null; - const hasPreluActivationWeights = preluActivationWeights != null; - const hasLeakyreluAlpha = activation2 === "leakyrelu"; - if (hasBias) { - programInputs.push(bias); - } - if (hasPreluActivationWeights) { - programInputs.push(preluActivationWeights); - } - if (hasLeakyreluAlpha) { - const $leakyreluAlpha = backend22.makeTensorInfo([], "float32", util_exports.createScalarValue(leakyreluAlpha, "float32")); - programInputs.push($leakyreluAlpha); - intermediates.push($leakyreluAlpha); - } - let program; - if (shouldPackDepthwiseConv) { - program = new DepthwiseConvPacked2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - } else { - program = new DepthwiseConv2DProgram(convInfo, hasBias, fusedActivation, hasPreluActivationWeights, hasLeakyreluAlpha); - } - const result = backend22.runWebGLProgram(program, programInputs, "float32"); - intermediates.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; - } - var fusedDepthwiseConv2DConfig2 = { - kernelName: FusedDepthwiseConv2D, - backendName: "webgl", - kernelFunc: fusedDepthwiseConv2D2 - }; - var GatherNDProgram = class { - constructor(sliceDim, strides, shape) { - this.sliceDim = sliceDim; - this.strides = strides; - this.variableNames = ["x", "indices"]; - this.outputShape = shape; - const stridesType = getCoordsDataType(strides.length); - const dtype = getCoordsDataType(shape.length); - const strideString = this.sliceDim > 1 ? "strides[j]" : "strides"; - this.userCode = ` - ${stridesType} strides = ${stridesType}(${this.strides}); + `}},gV={kernelName:nd,backendName:"webgl",kernelFunc:yV},$l;function yV(e){let{inputs:t,backend:n,attrs:r}=e,{pixels:a}=t,{numChannels:s}=r,i=typeof HTMLVideoElement!="undefined"&&a instanceof HTMLVideoElement,o=typeof HTMLImageElement!="undefined"&&a instanceof HTMLImageElement,[l,c]=i?[a.videoWidth,a.videoHeight]:[a.width,a.height],u=[c,l],h=[c,l,s];(o||i)&&($l==null&&($l=document.createElement("canvas").getContext("2d")),$l.canvas.width=l,$l.canvas.height=c,$l.drawImage(a,0,0,l,c),a=$l.canvas);let d=n.makeTensorInfo(u,"int32");n.texData.get(d.dataId).usage=Xn.PIXELS,n.gpgpu.uploadPixelDataToTexture(n.getTexture(d.dataId),a);let p=J().getBool("WEBGL_PACK")?new AV(h):new mV(h),f=n.runWebGLProgram(p,[d],"int32");return n.disposeData(d.dataId),f}function xV(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dataFormat:u,dilations:h,dimRoundingMode:d,activation:p,leakyreluAlpha:f}=r,m=R.convertConv2DDataFormat(u),A=R.computeConv2DInfo(a.shape,s.shape,l,h,c,d,!1,m),y,g=[];if(A.filterHeight===1&&A.filterWidth===1&&A.dilationHeight===1&&A.dilationWidth===1&&A.strideHeight===1&&A.strideWidth===1&&(A.padInfo.type==="SAME"||A.padInfo.type==="VALID"))y=d_({x:a,filter:s,convInfo:A,backend:n,bias:i,activation:p,preluActivationWeights:o,leakyreluAlpha:f});else if(J().getBool("WEBGL_CONV_IM2COL")&&a.shape[0]===1)y=p_({x:a,filter:s,convInfo:A,backend:n,bias:i,activation:p,preluActivationWeights:o,leakyreluAlpha:f});else{let b=i!=null,_=o!=null,x=p==="leakyrelu",N=p?fp(p,!1):null,T=new h_(A,b,N,_,x),C=[a,s];if(i&&C.push(i),o&&C.push(o),x){let F=n.makeTensorInfo([],"float32",v.createScalarValue(f,"float32"));C.push(F),g.push(F)}y=n.runWebGLProgram(T,C,"float32")}let w=xe({inputs:{x:y},backend:n,attrs:{shape:A.outShape}});return g.push(y),g.forEach(b=>n.disposeIntermediateTensorInfo(b)),w}var wV={kernelName:Qs,backendName:"webgl",kernelFunc:xV};function bV(e){let{inputs:t,backend:n,attrs:r}=e,{x:a,filter:s,bias:i,preluActivationWeights:o}=t,{strides:l,pad:c,dilations:u,dimRoundingMode:h,activation:d,leakyreluAlpha:p}=r,f=[],m=u;m==null&&(m=[1,1]),v.assert(R.eitherStridesOrDilationsAreOne(l,m),()=>`Error in depthwiseConv2d: Either strides or dilations must be 1. Got strides ${l} and dilations '${m}'`);let A=R.computeConv2DInfo(a.shape,s.shape,l,m,c,h,!0),y=J().getBool("WEBGL_PACK_DEPTHWISECONV")&&A.strideWidth<=2&&A.outChannels/A.inChannels==1,g=d?fp(d,y):null,w=[a,s],b=i!=null,_=o!=null,x=d==="leakyrelu";if(b&&w.push(i),_&&w.push(o),x){let C=n.makeTensorInfo([],"float32",v.createScalarValue(p,"float32"));w.push(C),f.push(C)}let N;y?N=new g_(A,b,g,_,x):N=new y_(A,b,g,_,x);let T=n.runWebGLProgram(N,w,"float32");return f.forEach(C=>n.disposeIntermediateTensorInfo(C)),T}var _V={kernelName:ei,backendName:"webgl",kernelFunc:bV},vV=class{constructor(e,t,n){this.sliceDim=e,this.strides=t,this.variableNames=["x","indices"],this.outputShape=n;let r=ot(t.length),a=ot(n.length),s=this.sliceDim>1?"strides[j]":"strides";this.userCode=` + ${r} strides = ${r}(${this.strides}); void main() { - ${dtype} coords = getOutputCoords(); + ${a} coords = getOutputCoords(); int flattenIndex = 0; for (int j = 0; j < ${this.sliceDim}; j++) { int index = round(getIndices(coords[0], j)); - flattenIndex += index * ${strideString}; + flattenIndex += index * ${s}; } setOutput(getX(flattenIndex, coords[1])); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function gatherNd2(args) { - const {inputs, backend: backend22} = args; - const {params, indices} = inputs; - const indicesShape = indices.shape; - const sliceRank = indicesShape[indicesShape.length - 1]; - const [resultShape, numSlices, sliceSize, strides] = backend_util_exports.prepareAndValidate(params, indices); - const flattenIndices = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [numSlices, sliceRank]}}); - const flattenX = reshape3({ - inputs: {x: params}, - backend: backend22, - attrs: {shape: [util_exports.sizeFromShape(params.shape) / sliceSize, sliceSize]} - }); - const program = new GatherNDProgram(sliceRank, strides, [numSlices, sliceSize]); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndices], flattenX.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: resultShape}}); - backend22.disposeIntermediateTensorInfo(flattenIndices); - backend22.disposeIntermediateTensorInfo(flattenX); - backend22.disposeIntermediateTensorInfo(res); - return reshaped; - } - var gatherNdConfig2 = { - kernelName: GatherNd, - backendName: "webgl", - kernelFunc: gatherNd2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var GatherProgram = class { - constructor(aShape, outputShape) { - this.variableNames = ["A", "indices"]; - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const sourceCoords = getSourceCoords2(aShape, 2); - this.userCode = ` + `}};function kV(e){let{inputs:t,backend:n}=e,{params:r,indices:a}=t,s=a.shape,i=s[s.length-1],[o,l,c,u]=R.prepareAndValidate(r,a),h=xe({inputs:{x:a},backend:n,attrs:{shape:[l,i]}}),d=xe({inputs:{x:r},backend:n,attrs:{shape:[v.sizeFromShape(r.shape)/c,c]}}),p=new vV(i,u,[l,c]),f=n.runWebGLProgram(p,[d,h],d.dtype),m=xe({inputs:{x:f},backend:n,attrs:{shape:o}});return n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(f),m}var IV={kernelName:yo,backendName:"webgl",kernelFunc:kV},SV=class{constructor(e,t){this.variableNames=["A","indices"],this.outputShape=t,this.rank=t.length;let n=ot(this.rank),r=NV(e,2);this.userCode=` void main() { - ${dtype} resRC = getOutputCoords(); - setOutput(getA(${sourceCoords})); + ${n} resRC = getOutputCoords(); + setOutput(getA(${r})); } - `; - } - }; - function getSourceCoords2(aShape, axis) { - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w"]; - const sourceCoords = []; - for (let i = 0; i < aShape.length; i++) { - if (i === 2) { - sourceCoords.push("int(getIndices(resRC.x, resRC.z))"); - } else { - sourceCoords.push(`${currentCoords[i]}`); - } - } - return sourceCoords.join(); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function gatherV22(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, indices} = inputs; - const {axis, batchDims} = attrs; - const parsedAxis = util_exports.parseAxisParam(axis, x.shape)[0]; - const shapeInfo = backend_util_exports.segment_util.collectGatherOpShapeInfo(x, indices, parsedAxis, batchDims); - const indicesSize = util_exports.sizeFromShape(indices.shape); - const toDispose = []; - const flattenX = reshape3({ - inputs: {x}, - backend: backend22, - attrs: { - shape: [ - shapeInfo.batchSize, - shapeInfo.outerSize, - shapeInfo.dimSize, - shapeInfo.sliceSize - ] - } - }); - const flattenIndex = reshape3({ - inputs: {x: indices}, - backend: backend22, - attrs: {shape: [shapeInfo.batchSize, indicesSize / shapeInfo.batchSize]} - }); - toDispose.push(flattenX); - toDispose.push(flattenIndex); - const flattenOutputShape = [ - shapeInfo.batchSize, - shapeInfo.outerSize, - indicesSize / shapeInfo.batchSize, - shapeInfo.sliceSize - ]; - if (backend22.shouldExecuteOnCPU([x, indices]) || x.dtype === "string") { - const indicesBuf = backend22.bufferSync(flattenIndex); - const xBuf = backend22.bufferSync(flattenX); - const outBuf = gatherV2ImplCPU(xBuf, indicesBuf, flattenOutputShape); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return backend22.makeTensorInfo(shapeInfo.outputShape, outBuf.dtype, outBuf.values); - } - const program = new GatherProgram(flattenX.shape, flattenOutputShape); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndex], flattenX.dtype); - toDispose.push(res); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: shapeInfo.outputShape}}); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return reshaped; - } - var gatherV2Config2 = { - kernelName: GatherV2, - backendName: "webgl", - kernelFunc: gatherV22 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var GREATER = `return float(a > b);`; - var GREATER_PACKED = ` + `}};function NV(e,t){let n=["resRC.x","resRC.y","resRC.z","resRC.w"],r=[];for(let a=0;an.disposeIntermediateTensorInfo(_)),n.makeTensorInfo(c.outputShape,b.dtype,b.values)}let m=new SV(d.shape,f),A=n.runWebGLProgram(m,[d,p],d.dtype);h.push(A);let y=xe({inputs:{x:A},backend:n,attrs:{shape:c.outputShape}});return h.forEach(g=>n.disposeIntermediateTensorInfo(g)),y}var CV={kernelName:Ao,backendName:"webgl",kernelFunc:TV},EV="return float(a > b);",RV=` return vec4(greaterThan(a, b)); -`; - var greater3 = binaryKernelFunc2({ - opSnippet: GREATER, - packedOpSnippet: GREATER_PACKED, - cpuKernelImpl: greaterImplCPU, - dtype: "bool" - }); - var greaterConfig2 = { - kernelName: Greater, - backendName: "webgl", - kernelFunc: greater3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var GREATER_EQUAL = `return float(a >= b);`; - var GREATER_EQUAL_PACKED = ` +`,MV=en({opSnippet:EV,packedOpSnippet:RV,cpuKernelImpl:tP,dtype:"bool"}),FV={kernelName:go,backendName:"webgl",kernelFunc:MV},$V="return float(a >= b);",DV=` return vec4(greaterThanEqual(a, b)); -`; - var greaterEqual3 = binaryKernelFunc2({ - opSnippet: GREATER_EQUAL, - packedOpSnippet: GREATER_EQUAL_PACKED, - dtype: "bool" - }); - var greaterEqualConfig2 = { - kernelName: GreaterEqual, - backendName: "webgl", - kernelFunc: greaterEqual3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function ifft3(args) { - const {inputs, backend: backend22} = args; - const {input: input2} = inputs; - return fftImpl2(input2, true, backend22); - } - var ifftConfig2 = { - kernelName: IFFT, - backendName: "webgl", - kernelFunc: ifft3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var IS_FINITE = `return float(!isnan(x) && !isinf(x));`; - var isFinite4 = unaryKernelFunc2({opSnippet: IS_FINITE, dtype: "bool"}); - var isFiniteConfig2 = { - kernelName: IsFinite, - backendName: "webgl", - kernelFunc: isFinite4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var IS_INF = `return float(isinf(x));`; - var isInf3 = unaryKernelFunc2({opSnippet: IS_INF, dtype: "bool"}); - var isInfConfig2 = { - kernelName: IsInf, - backendName: "webgl", - kernelFunc: isInf3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var IS_NAN = `return float(isnan(x));`; - var isNaN4 = unaryKernelFunc2({opSnippet: IS_NAN, dtype: "bool"}); - var isNaNConfig2 = { - kernelName: IsNan, - backendName: "webgl", - kernelFunc: isNaN4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LESS = `return float(a < b);`; - var LESS_PACKED = ` +`,OV=en({opSnippet:$V,packedOpSnippet:DV,dtype:"bool"}),zV={kernelName:_s,backendName:"webgl",kernelFunc:OV};function PV(e){let{inputs:t,backend:n}=e,{input:r}=t;return v_(r,!0,n)}var LV={kernelName:Vh,backendName:"webgl",kernelFunc:PV},WV="return float(!isnan(x) && !isinf(x));",BV=Xe({opSnippet:WV,dtype:"bool"}),VV={kernelName:xo,backendName:"webgl",kernelFunc:BV},UV="return float(isinf(x));",jV=Xe({opSnippet:UV,dtype:"bool"}),HV={kernelName:wo,backendName:"webgl",kernelFunc:jV},GV="return float(isnan(x));",qV=Xe({opSnippet:GV,dtype:"bool"}),XV={kernelName:bo,backendName:"webgl",kernelFunc:qV},KV="return float(a < b);",ZV=` return vec4(lessThan(a, b)); -`; - var less3 = binaryKernelFunc2({ - opSnippet: LESS, - packedOpSnippet: LESS_PACKED, - cpuKernelImpl: lessImplCPU, - dtype: "bool" - }); - var lessConfig2 = { - kernelName: Less, - backendName: "webgl", - kernelFunc: less3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LESS_EQUAL = `return float(a <= b);`; - var LESS_EQUAL_PACKED = ` +`,YV=en({opSnippet:KV,packedOpSnippet:ZV,cpuKernelImpl:nP,dtype:"bool"}),JV={kernelName:_o,backendName:"webgl",kernelFunc:YV},QV="return float(a <= b);",eU=` return vec4(lessThanEqual(a, b)); -`; - var lessEqual3 = binaryKernelFunc2({opSnippet: LESS_EQUAL, packedOpSnippet: LESS_EQUAL_PACKED, dtype: "bool"}); - var lessEqualConfig2 = { - kernelName: LessEqual, - backendName: "webgl", - kernelFunc: lessEqual3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function linSpace2(args) { - const {backend: backend22, attrs} = args; - const {start, stop, num} = attrs; - const outVals = linSpaceImplCPU(start, stop, num); - return backend22.makeTensorInfo([outVals.length], "float32", outVals); - } - var linSpaceConfig2 = { - kernelName: LinSpace, - backendName: "webgl", - kernelFunc: linSpace2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LOG = `if (x < 0.0) return NAN; - return log(x);`; - var LOG_PACKED = ` +`,tU=en({opSnippet:QV,packedOpSnippet:eU,dtype:"bool"}),nU={kernelName:vo,backendName:"webgl",kernelFunc:tU};function rU(e){let{backend:t,attrs:n}=e,{start:r,stop:a,num:s}=n,i=rP(r,a,s);return t.makeTensorInfo([i.length],"float32",i)}var aU={kernelName:jh,backendName:"webgl",kernelFunc:rU},sU=`if (x < 0.0) return NAN; + return log(x);`,iU=` vec4 result = log(x); vec4 isNaN = vec4(lessThan(x, vec4(0.0))); result.r = isNaN.r == 1.0 ? NAN : result.r; @@ -39476,153 +2983,16 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; result.a = isNaN.a == 1.0 ? NAN : result.a; return result; -`; - var log4 = unaryKernelFunc2({opSnippet: LOG, packedOpSnippet: LOG_PACKED, cpuKernelImpl: logImplCPU}); - var logConfig2 = { - kernelName: Log, - backendName: "webgl", - kernelFunc: log4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LOG1P = `return log(1.0 + x);`; - var log1p3 = unaryKernelFunc2({opSnippet: LOG1P}); - var log1pConfig2 = { - kernelName: Log1p, - backendName: "webgl", - kernelFunc: log1p3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LOGICAL_AND = `return float(a >= 1.0 && b >= 1.0);`; - var LOGICAL_AND_PACKED = ` +`,oU=Xe({opSnippet:sU,packedOpSnippet:iU,cpuKernelImpl:aP}),lU={kernelName:Is,backendName:"webgl",kernelFunc:oU},uU="return log(1.0 + x);",cU=Xe({opSnippet:uU}),hU={kernelName:ko,backendName:"webgl",kernelFunc:cU},dU="return float(a >= 1.0 && b >= 1.0);",pU=` return vec4( vec4(greaterThanEqual(a, vec4(1.0))) * vec4(greaterThanEqual(b, vec4(1.0)))); -`; - var logicalAnd3 = binaryKernelFunc2({ - opSnippet: LOGICAL_AND, - packedOpSnippet: LOGICAL_AND_PACKED, - dtype: "bool" - }); - var logicalAndConfig2 = { - kernelName: LogicalAnd, - backendName: "webgl", - kernelFunc: logicalAnd3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LOGICAL_NOT = `return float(!(x >= 1.0));`; - var logicalNot3 = unaryKernelFunc2({opSnippet: LOGICAL_NOT}); - var logicalNotConfig2 = { - kernelName: LogicalNot, - backendName: "webgl", - kernelFunc: logicalNot3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LOGICAL_OR = `return float(a >= 1.0 || b >= 1.0);`; - var LOGICAL_OR_PACKED = ` +`,fU=en({opSnippet:dU,packedOpSnippet:pU,dtype:"bool"}),mU={kernelName:Io,backendName:"webgl",kernelFunc:fU},AU="return float(!(x >= 1.0));",yU=Xe({opSnippet:AU}),gU={kernelName:xu,backendName:"webgl",kernelFunc:yU},xU="return float(a >= 1.0 || b >= 1.0);",wU=` return min( vec4(greaterThanEqual(a, vec4(1.0))) + vec4(greaterThanEqual(b, vec4(1.0))), vec4(1.0)); -`; - var logicalOr3 = binaryKernelFunc2({opSnippet: LOGICAL_OR, packedOpSnippet: LOGICAL_OR_PACKED, dtype: "bool"}); - var logicalOrConfig2 = { - kernelName: LogicalOr, - backendName: "webgl", - kernelFunc: logicalOr3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LRNProgram = class { - constructor(xShape, radius, bias, alpha, beta) { - this.variableNames = ["x"]; - this.outputShape = []; - const rad = radius; - const maxD = xShape[3] - 1; - this.outputShape = xShape; - let powOperator; - const basis = `float(${bias}) + float(${alpha}) * sum`; - if (beta === 0.5) { - powOperator = `inversesqrt(${basis})`; - } else if (beta === 1) { - powOperator = `1.0/(${basis})`; - } else { - powOperator = `exp(log(${basis}) * float(-${beta}));`; - } - this.userCode = ` +`,bU=en({opSnippet:xU,packedOpSnippet:wU,dtype:"bool"}),_U={kernelName:wu,backendName:"webgl",kernelFunc:bU},vU=class{constructor(e,t,n,r,a){this.variableNames=["x"],this.outputShape=[];let s=t,i=e[3]-1;this.outputShape=e;let o,l=`float(${n}) + float(${r}) * sum`;a===.5?o=`inversesqrt(${l})`:a===1?o=`1.0/(${l})`:o=`exp(log(${l}) * float(-${a}));`,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -39631,54 +3001,17 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; int d = coords[3]; float x = getX(b, r, c, d); float sum = 0.0; - for (int j = -${rad}; j <= ${rad}; j++) { + for (int j = -${s}; j <= ${s}; j++) { int idx = d + j; - if (idx >= 0 && idx <= ${maxD}) { + if (idx >= 0 && idx <= ${i}) { float z = getX(b, r, c, idx); sum += z * z; } } - float val = x * ${powOperator}; + float val = x * ${o}; setOutput(val); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LRNPackedProgram = class { - constructor(xShape, radius, bias, alpha, beta) { - this.variableNames = ["x"]; - this.outputShape = []; - this.packedInputs = true; - this.packedOutput = true; - const rad = radius; - const maxD = xShape[3] - 1; - this.outputShape = xShape; - let powOperator; - const basis = `float(${bias}) + float(${alpha}) * sum`; - if (beta === 0.5) { - powOperator = `inversesqrt(${basis})`; - } else if (beta === 1) { - powOperator = `1.0/(${basis})`; - } else { - powOperator = `exp(log(${basis}) * float(-${beta}));`; - } - this.userCode = ` + `}},kU=class{constructor(e,t,n,r,a){this.variableNames=["x"],this.outputShape=[],this.packedInputs=!0,this.packedOutput=!0;let s=t,i=e[3]-1;this.outputShape=e;let o,l=`float(${n}) + float(${r}) * sum`;a===.5?o=`inversesqrt(${l})`:a===1?o=`1.0/(${l})`:o=`exp(log(${l}) * float(-${a}));`,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords.x; @@ -39702,7 +3035,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; getChannel(xFragAtOutputCoords, vec2(c + 1, d + 1)) : 0.0 ); - int firstChannel = d - ${rad}; + int firstChannel = d - ${s}; vec2 cache = vec2(0.); if(firstChannel >= 0){ vec4 firstChannelFrag = getX(b, r, c, firstChannel); @@ -39713,10 +3046,10 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } ivec2 depth = ivec2(d, d + 1); - for (int j = - ${rad}; j <= ${rad}; j++) { + for (int j = - ${s}; j <= ${s}; j++) { ivec2 idx = depth + j; bvec2 aboveLowerBound = greaterThanEqual(idx, ivec2(0)); - bvec2 belowUpperBound = lessThanEqual(idx, ivec2(${maxD})); + bvec2 belowUpperBound = lessThanEqual(idx, ivec2(${i})); bool depthInRange = aboveLowerBound.x && belowUpperBound.x; bool depthPlusOneInRange = aboveLowerBound.y && belowUpperBound.y; @@ -39737,67 +3070,10 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; sum += z * z; } } - vec4 result = xAtOutputCoords * ${powOperator}; + vec4 result = xAtOutputCoords * ${o}; setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var lrn = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {depthRadius, bias, alpha, beta} = attrs; - const program = env().getBool("WEBGL_PACK_NORMALIZATION") ? new LRNPackedProgram(x.shape, depthRadius, bias, alpha, beta) : new LRNProgram(x.shape, depthRadius, bias, alpha, beta); - return backend22.runWebGLProgram(program, [x], x.dtype); - }; - var LRNConfig = { - kernelName: LRN, - backendName: "webgl", - kernelFunc: lrn - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var LRNGradProgram = class { - constructor(inputShape, depthRadius, bias, alpha, beta) { - this.variableNames = ["inputImage", "outputImage", "dy"]; - this.outputShape = []; - this.outputShape = inputShape; - this.depth = inputShape[3]; - this.depthRadius = depthRadius; - this.bias = bias; - this.alpha = alpha; - this.beta = beta; - this.userCode = ` + `}},IU=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{depthRadius:s,bias:i,alpha:o,beta:l}=r,c=J().getBool("WEBGL_PACK_NORMALIZATION")?new kU(a.shape,s,i,o,l):new vU(a.shape,s,i,o,l);return n.runWebGLProgram(c,[a],a.dtype)},NU={kernelName:bu,backendName:"webgl",kernelFunc:IU},SU=class{constructor(e,t,n,r,a){this.variableNames=["inputImage","outputImage","dy"],this.outputShape=[],this.outputShape=e,this.depth=e[3],this.depthRadius=t,this.bias=n,this.alpha=r,this.beta=a,this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -39806,9 +3082,9 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float result = 0.0; for (int d = 0; d < ${this.depth}; ++d) { - int depthBegin = int(max(0.0, float(d - ${depthRadius}))); + int depthBegin = int(max(0.0, float(d - ${t}))); int depthEnd = int(min(float(${this.depth}), - float(d + ${depthRadius} + 1))); + float(d + ${t} + 1))); const int MIN_DEPTH_BEGIN = 0; const int MAX_DEPTH_END = ${this.depth}; @@ -39826,19 +3102,19 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } } - norm = float(${alpha}) * norm + float(${bias}); + norm = float(${r}) * norm + float(${n}); for(int k = MIN_DEPTH_BEGIN; k < MAX_DEPTH_END; ++k){ if (k < depthBegin){ continue; } else if (k >= depthBegin && k < depthEnd){ - float dyi = -2.0 * float(${alpha}) - * float(${beta}) + float dyi = -2.0 * float(${r}) + * float(${a}) * getInputImage(b ,r ,c, k) * getOutputImage(b, r, c, d) / norm; if (k == d) { - dyi += pow(norm, -1.0 * ${beta}); + dyi += pow(norm, -1.0 * ${a}); } if (k == coords[3]) { dyi *= getDy(b, r, c, d); @@ -39852,265 +3128,15 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var lrnGrad = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x, y, dy} = inputs; - const {depthRadius, bias, alpha, beta} = attrs; - const program = new LRNGradProgram(x.shape, depthRadius, bias, alpha, beta); - return backend22.runWebGLProgram(program, [x, y, dy], x.dtype); - }; - var LRNGradConfig = { - kernelName: LRNGrad, - backendName: "webgl", - kernelFunc: lrnGrad - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxImpl2(x, reduceShape, outShape, backend22) { - const inSize = util_exports.sizeFromShape(reduceShape); - const xSize = util_exports.sizeFromShape(x.shape); - const batchSize = xSize / inSize; - const reshapedInput = reshape3({inputs: {x}, attrs: {shape: [batchSize, inSize]}, backend: backend22}); - const reduced = reduce(reshapedInput, x.dtype, "max", backend22); - const reshapedOutput = reshape3({inputs: {x: reduced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(reshapedInput); - backend22.disposeIntermediateTensorInfo(reduced); - return reshapedOutput; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function max3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {reductionIndices, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(reductionIndices, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - const maxInputIsTransposed = permutedAxes != null; - const shouldExecuteOnCPU = backend22.shouldExecuteOnCPU([x]); - let maxInput = x; - if (maxInputIsTransposed) { - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get(maxInput.dataId); - const values = xTexData.values; - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[permutedAxes[i]]; - } - const maxInputValues = transposeImplCPU(values, x.shape, x.dtype, permutedAxes, newShape); - maxInput = backend22.makeTensorInfo(newShape, x.dtype); - const maxInputData = backend22.texData.get(maxInput.dataId); - maxInputData.values = maxInputValues; - } else { - maxInput = transposeImpl2(x, permutedAxes, backend22); - } - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("max", axes, xRank); - const [maxOutShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(maxInput.shape, axes); - let outShape = maxOutShape; - if (keepDims) { - outShape = backend_util_exports.expandShapeToKeepDim(maxOutShape, origAxes); - } - let out; - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get(maxInput.dataId); - const values = xTexData.values; - const outValues = maxImplCPU(values, util_exports.sizeFromShape(reduceShape), outShape, x.dtype); - out = backend22.makeTensorInfo(outShape, x.dtype); - const outData = backend22.texData.get(out.dataId); - outData.values = outValues; - } else { - out = maxImpl2(maxInput, reduceShape, outShape, backend22); - } - if (maxInputIsTransposed) { - backend22.disposeIntermediateTensorInfo(maxInput); - } - return out; - } - var maxConfig2 = { - kernelName: Max, - backendName: "webgl", - kernelFunc: max3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MAXIMUM = CHECK_NAN_SNIPPET2 + ` + `}},TU=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a,y:s,dy:i}=t,{depthRadius:o,bias:l,alpha:c,beta:u}=r,h=new SU(a.shape,o,l,c,u);return n.runWebGLProgram(h,[a,s,i],a.dtype)},CU={kernelName:Hh,backendName:"webgl",kernelFunc:TU};function EU(e,t,n,r){let a=v.sizeFromShape(t),s=v.sizeFromShape(e.shape)/a,i=xe({inputs:{x:e},attrs:{shape:[s,a]},backend:r}),o=_i(i,e.dtype,"max",r),l=xe({inputs:{x:o},attrs:{shape:n},backend:r});return r.disposeIntermediateTensorInfo(i),r.disposeIntermediateTensorInfo(o),l}function I_(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{reductionIndices:s,keepDims:i}=r,o=a.shape.length,l=v.parseAxisParam(s,a.shape),c=l,u=R.getAxesPermutation(c,o),h=u!=null,d=n.shouldExecuteOnCPU([a]),p=a;if(h){if(d){let g=n.texData.get(p.dataId).values,w=new Array(o);for(let x=0;x `Error in maxPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - if (convInfo.filterWidth === 1 && convInfo.filterHeight === 1 && util_exports.arraysEqual(convInfo.inShape, convInfo.outShape)) { - return identity2({inputs: {x}, backend: backend22}); - } - const maxPoolProgram = new Pool2DProgram(convInfo, "max", false); - return backend22.runWebGLProgram(maxPoolProgram, [x], x.dtype); - } - var maxPoolConfig2 = { - kernelName: MaxPool, - backendName: "webgl", - kernelFunc: maxPool3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPool3d2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {filterSize, strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode, dataFormat); - const maxPoolProgram = new Pool3DProgram(convInfo, "max", false); - return backend22.runWebGLProgram(maxPoolProgram, [x], x.dtype); - } - var maxPool3DConfig2 = { - kernelName: MaxPool3D, - backendName: "webgl", - kernelFunc: maxPool3d2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MaxPool2DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "maxPos"]; - this.outputShape = convInfo.inShape; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationHeight = convInfo.dilationHeight; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const lastIndex = effectiveFilterHeight * effectiveFilterWidth - 1; - this.userCode = ` - const ivec2 pads = ivec2(${padTop}, ${padLeft}); +`,$U=en({opSnippet:MU,packedOpSnippet:FU,cpuKernelImpl:iP}),DU={kernelName:Ss,backendName:"webgl",kernelFunc:$U};function OU(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t;kl(a,"maxPool");let{filterSize:s,strides:i,pad:o,dimRoundingMode:l}=r,c=1;v.assert(R.eitherStridesOrDilationsAreOne(i,c),()=>`Error in maxPool: Either strides or dilations must be 1. Got strides ${i} and dilations '${c}'`);let u=R.computePool2DInfo(a.shape,s,i,c,o,l);if(u.filterWidth===1&&u.filterHeight===1&&v.arraysEqual(u.inShape,u.outShape))return On({inputs:{x:a},backend:n});let h=new fc(u,"max",!1);return n.runWebGLProgram(h,[a],a.dtype)}var zU={kernelName:Ts,backendName:"webgl",kernelFunc:OU};function PU(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{filterSize:s,strides:i,pad:o,dataFormat:l,dimRoundingMode:c}=r,u=[1,1,1],h=R.computePool3DInfo(a.shape,s,i,u,o,c,l),d=new lA(h,"max",!1);return n.runWebGLProgram(d,[a],a.dtype)}var LU={kernelName:_u,backendName:"webgl",kernelFunc:PU},WU=class{constructor(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;let t=e.strideHeight,n=e.strideWidth,r=e.dilationHeight,a=e.effectiveFilterHeight,s=e.effectiveFilterWidth,i=a-1-e.padInfo.top,o=s-1-e.padInfo.left,l=a*s-1;this.userCode=` + const ivec2 pads = ivec2(${i}, ${o}); void main() { ivec4 coords = getOutputCoords(); @@ -40124,30 +3150,30 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // Convolve dy(?, ?, d) with pos mask(:, :, d) to get dx(xR, xC, d). // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${a}; + wR += ${r}) { + float dyR = float(dyRCorner + wR) / ${t}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || fract(dyR) > 0.0) { + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; wC++) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${s}; wC++) { + float dyC = float(dyCCorner + wC) / ${n}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); float dyValue = getDy(b, idyR, idyC, d); - int maxPosValue = ${lastIndex} - int(getMaxPos(b, idyR, idyC, d)); + int maxPosValue = ${l} - int(getMaxPos(b, idyR, idyC, d)); // Get the current value, check it against the value from the // position matrix. - int curPosValue = wR * ${effectiveFilterWidth} + wC; + int curPosValue = wR * ${s} + wC; float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0); dotProd += dyValue * mask; @@ -40155,28 +3181,8 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - var MaxPool3DBackpropProgram = class { - constructor(convInfo) { - this.variableNames = ["dy", "maxPos"]; - this.outputShape = convInfo.inShape; - const strideDepth = convInfo.strideDepth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const dilationDepth = convInfo.dilationDepth; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const effectiveFilterDepth = convInfo.effectiveFilterDepth; - const effectiveFilterHeight = convInfo.effectiveFilterHeight; - const effectiveFilterWidth = convInfo.effectiveFilterWidth; - const padFront = effectiveFilterDepth - 1 - convInfo.padInfo.front; - const padTop = effectiveFilterHeight - 1 - convInfo.padInfo.top; - const padLeft = effectiveFilterWidth - 1 - convInfo.padInfo.left; - const lastIndex = effectiveFilterDepth * effectiveFilterHeight * effectiveFilterWidth - 1; - this.userCode = ` - const ivec3 pads = ivec3(${padFront}, ${padTop}, ${padLeft}); + `}},BU=class{constructor(e){this.variableNames=["dy","maxPos"],this.outputShape=e.inShape;let t=e.strideDepth,n=e.strideHeight,r=e.strideWidth,a=e.dilationDepth,s=e.dilationHeight,i=e.dilationWidth,o=e.effectiveFilterDepth,l=e.effectiveFilterHeight,c=e.effectiveFilterWidth,u=o-1-e.padInfo.front,h=l-1-e.padInfo.top,d=c-1-e.padInfo.left,p=o*l*c-1;this.userCode=` + const ivec3 pads = ivec3(${u}, ${h}, ${d}); void main() { ivec5 coords = getOutputCoords(); @@ -40193,44 +3199,44 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; // ? = to be determined. : = across all values in that axis. float dotProd = 0.0; - for (int wD = 0; wD < ${effectiveFilterDepth}; - wD += ${dilationDepth}) { - float dyD = float(dyDCorner + wD) / ${strideDepth}.0; + for (int wD = 0; wD < ${o}; + wD += ${a}) { + float dyD = float(dyDCorner + wD) / ${t}.0; - if (dyD < 0.0 || dyD >= ${convInfo.outDepth}.0 || fract(dyD) > 0.0) { + if (dyD < 0.0 || dyD >= ${e.outDepth}.0 || fract(dyD) > 0.0) { continue; } int idyD = int(dyD); - for (int wR = 0; wR < ${effectiveFilterHeight}; - wR += ${dilationHeight}) { - float dyR = float(dyRCorner + wR) / ${strideHeight}.0; + for (int wR = 0; wR < ${l}; + wR += ${s}) { + float dyR = float(dyRCorner + wR) / ${n}.0; - if (dyR < 0.0 || dyR >= ${convInfo.outHeight}.0 || + if (dyR < 0.0 || dyR >= ${e.outHeight}.0 || fract(dyR) > 0.0) { continue; } int idyR = int(dyR); - for (int wC = 0; wC < ${effectiveFilterWidth}; - wC += ${dilationWidth}) { - float dyC = float(dyCCorner + wC) / ${strideWidth}.0; + for (int wC = 0; wC < ${c}; + wC += ${i}) { + float dyC = float(dyCCorner + wC) / ${r}.0; - if (dyC < 0.0 || dyC >= ${convInfo.outWidth}.0 || + if (dyC < 0.0 || dyC >= ${e.outWidth}.0 || fract(dyC) > 0.0) { continue; } int idyC = int(dyC); float dyValue = getDy(batch, idyD, idyR, idyC, ch); - int maxPosValue = ${lastIndex} - + int maxPosValue = ${p} - int(getMaxPos(batch, idyD, idyR, idyC, ch)); // Get the current value, check it against the value from the // position matrix. int curPosValue = - wD * ${effectiveFilterHeight} * ${effectiveFilterWidth} + - wR * ${effectiveFilterWidth} + wC; + wD * ${l} * ${c} + + wR * ${c} + wC; float mask = float(maxPosValue == curPosValue ? 1.0 : 0.0); dotProd += dyValue * mask; @@ -40239,553 +3245,105 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } setOutput(dotProd); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPool3DGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2} = inputs; - const x = input2; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const dilations = [1, 1, 1]; - const convInfo = backend_util_exports.computePool3DInfo(x.shape, filterSize, strides, dilations, pad3, dimRoundingMode); - const maxPool3dPositionsProgram = new Pool3DProgram(convInfo, "max", true); - const maxPool3dPositions2 = backend22.runWebGLProgram(maxPool3dPositionsProgram, [x], x.dtype); - const maxPoolBackpropProgram = new MaxPool3DBackpropProgram(convInfo); - const result = backend22.runWebGLProgram(maxPoolBackpropProgram, [dy, maxPool3dPositions2], x.dtype); - backend22.disposeIntermediateTensorInfo(maxPool3dPositions2); - return result; - } - var maxPoolGrad3DConfig = { - kernelName: MaxPool3DGrad, - backendName: "webgl", - kernelFunc: maxPool3DGrad2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPoolGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {dy, input: input2, output} = inputs; - const x = input2; - assertNotComplex2([input2, output], "maxPoolGrad"); - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const getPositions = true; - const maxPoolPositionsProgram = new Pool2DProgram(convInfo, "max", getPositions); - const maxPoolPositions2 = backend22.runWebGLProgram(maxPoolPositionsProgram, [x], x.dtype); - const maxPoolBackPropProgram = new MaxPool2DBackpropProgram(convInfo); - const result = backend22.runWebGLProgram(maxPoolBackPropProgram, [dy, maxPoolPositions2], x.dtype); - backend22.disposeIntermediateTensorInfo(maxPoolPositions2); - return result; - } - var maxPoolGradConfig2 = { - kernelName: MaxPoolGrad, - backendName: "webgl", - kernelFunc: maxPoolGrad2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPoolWithArgmaxImpl2(x, includeBatchInIndex, convInfo, backend22) { - let program = new Pool2DProgram(convInfo, "max", false); - const poolOutput = backend22.runWebGLProgram(program, [x], "float32"); - program = new Pool2DProgram(convInfo, "max", true, true, includeBatchInIndex); - const indexOutput = backend22.runWebGLProgram(program, [x], "float32"); - return [poolOutput, indexOutput]; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var maxPoolWithArgmaxConfig2 = { - kernelName: MaxPoolWithArgmax, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {x} = inputs; - const {filterSize, strides, pad: pad3, includeBatchInIndex} = attrs; - const webglBackend = backend22; - util_exports.assert(x.shape.length === 4, () => `Error in maxPool: input must be rank 4 but got rank ${x.shape.length}.`); - const dilations = [1, 1]; - util_exports.assert(backend_util_exports.eitherStridesOrDilationsAreOne(strides, dilations), () => `Error in maxPool: Either strides or dilations must be 1. Got strides ${strides} and dilations '${dilations}'`); - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, dilations, pad3); - const [result, indexes] = maxPoolWithArgmaxImpl2(x, includeBatchInIndex, convInfo, webglBackend); - return [result, indexes]; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function meanImpl(x, reduceShape, outShape, backend22) { - const inSize = util_exports.sizeFromShape(reduceShape); - const xSize = util_exports.sizeFromShape(x.shape); - const batchSize = xSize / inSize; - const reshapedInput = reshape3({inputs: {x}, attrs: {shape: [batchSize, inSize]}, backend: backend22}); - const reduced = reduce(reshapedInput, "float32", "mean", backend22); - const reshapedOutput = reshape3({inputs: {x: reduced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(reshapedInput); - backend22.disposeIntermediateTensorInfo(reduced); - return reshapedOutput; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var meanConfig2 = { - kernelName: Mean, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {x} = inputs; - const {keepDims, axis} = attrs; - const webglBackend = backend22; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - const meanInputIsTransposed = permutedAxes != null; - const shouldExecuteOnCPU = webglBackend.shouldExecuteOnCPU([x]); - const intermediates = []; - let meanInput = x; - if (meanInputIsTransposed) { - if (shouldExecuteOnCPU) { - const xTexData = webglBackend.texData.get(meanInput.dataId); - const values = xTexData.values; - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[permutedAxes[i]]; - } - const meanInputValues = transposeImplCPU(values, x.shape, x.dtype, permutedAxes, newShape); - meanInput = webglBackend.makeTensorInfo(newShape, x.dtype); - const meanInputData = webglBackend.texData.get(meanInput.dataId); - meanInputData.values = meanInputValues; - } else { - meanInput = transposeImpl2(x, permutedAxes, webglBackend); - } - intermediates.push(meanInput); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - } - backend_util_exports.assertAxesAreInnerMostDims("sum", axes, xRank); - const [meanOutShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(meanInput.shape, axes); - let outShape = meanOutShape; - if (keepDims) { - outShape = backend_util_exports.expandShapeToKeepDim(meanOutShape, origAxes); - } - const out = meanImpl(meanInput, reduceShape, outShape, webglBackend); - for (const i of intermediates) { - webglBackend.disposeIntermediateTensorInfo(i); - } - return out; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function min3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, x.shape.length); - } - backend_util_exports.assertAxesAreInnerMostDims("min", axes, xRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const reduced = reduce(a2D, a2D.dtype, "min", backend22); - let res; - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(outShape, origAxes); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: newShape}}); - } else { - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - } - backend22.disposeIntermediateTensorInfo(a2D); - backend22.disposeIntermediateTensorInfo(reduced); - if (permutedAxes != null) { - backend22.disposeIntermediateTensorInfo(permutedX); - } - return res; - } - var minConfig2 = { - kernelName: Min, - backendName: "webgl", - kernelFunc: min3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MINIMUM = CHECK_NAN_SNIPPET2 + ` + `}};function VU(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s}=t,i=s,{filterSize:o,strides:l,pad:c,dimRoundingMode:u}=r,h=[1,1,1],d=R.computePool3DInfo(i.shape,o,l,h,c,u),p=new lA(d,"max",!0),f=n.runWebGLProgram(p,[i],i.dtype),m=new BU(d),A=n.runWebGLProgram(m,[a,f],i.dtype);return n.disposeIntermediateTensorInfo(f),A}var UU={kernelName:qh,backendName:"webgl",kernelFunc:VU};function jU(e){let{inputs:t,backend:n,attrs:r}=e,{dy:a,input:s,output:i}=t,o=s;kl([s,i],"maxPoolGrad");let{filterSize:l,strides:c,pad:u,dimRoundingMode:h}=r,d=R.computePool2DInfo(o.shape,l,c,1,u,h),p=!0,f=new fc(d,"max",p),m=n.runWebGLProgram(f,[o],o.dtype),A=new WU(d),y=n.runWebGLProgram(A,[a,m],o.dtype);return n.disposeIntermediateTensorInfo(m),y}var HU={kernelName:Gh,backendName:"webgl",kernelFunc:jU};function GU(e,t,n,r){let a=new fc(n,"max",!1),s=r.runWebGLProgram(a,[e],"float32");a=new fc(n,"max",!0,!0,t);let i=r.runWebGLProgram(a,[e],"float32");return[s,i]}var qU={kernelName:Xh,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{x:r}=e,{filterSize:a,strides:s,pad:i,includeBatchInIndex:o}=t,l=n;v.assert(r.shape.length===4,()=>`Error in maxPool: input must be rank 4 but got rank ${r.shape.length}.`);let c=[1,1];v.assert(R.eitherStridesOrDilationsAreOne(s,c),()=>`Error in maxPool: Either strides or dilations must be 1. Got strides ${s} and dilations '${c}'`);let u=R.computePool2DInfo(r.shape,a,s,c,i),[h,d]=GU(r,o,u,l);return[h,d]}};function XU(e,t,n,r){let a=v.sizeFromShape(t),s=v.sizeFromShape(e.shape)/a,i=xe({inputs:{x:e},attrs:{shape:[s,a]},backend:r}),o=_i(i,"float32","mean",r),l=xe({inputs:{x:o},attrs:{shape:n},backend:r});return r.disposeIntermediateTensorInfo(i),r.disposeIntermediateTensorInfo(o),l}var KU={kernelName:Cs,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{x:r}=e,{keepDims:a,axis:s}=t,i=n,o=r.shape.length,l=v.parseAxisParam(s,r.shape),c=l,u=R.getAxesPermutation(c,o),h=u!=null,d=i.shouldExecuteOnCPU([r]),p=[],f=r;if(h){if(d){let w=i.texData.get(f.dataId).values,b=new Array(o);for(let N=0;N p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const unpackedCoords = ["coords[0]", "coords[1]", "coords[2]", "coords[3]"].slice(0, rank); - const offset = mode === "reflect" ? 0 : 1; - if (rank === 1) { - this.userCode = ` - int start = ${start}; - int end = ${end}; +`,ej=en({opSnippet:JU,packedOpSnippet:QU,cpuKernelImpl:oP}),tj={kernelName:Rs,backendName:"webgl",kernelFunc:ej},nj=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=t.map((c,u)=>c[0]+e[u]+c[1]);let r=e.length,a=ot(r),s=t.map(c=>c[0]).join(","),i=t.map((c,u)=>c[0]+e[u]).join(","),o=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r),l=n==="reflect"?0:1;if(r===1){this.userCode=` + int start = ${s}; + int end = ${i}; void main() { int outC = getOutputCoords(); if (outC < start) { - outC = start * 2 - outC - ${offset}; + outC = start * 2 - outC - ${l}; } else if(outC >= end) { - outC = (end - 1) * 2 - outC + ${offset}; + outC = (end - 1) * 2 - outC + ${l}; } setOutput(getX(outC - start)); } - `; - return; - } - this.userCode = ` - ${dtype} start = ${dtype}(${start}); - ${dtype} end = ${dtype}(${end}); + `;return}this.userCode=` + ${a} start = ${a}(${s}); + ${a} end = ${a}(${i}); void main() { - ${dtype} outC = getOutputCoords(); - for (int i = 0; i < ${rank}; i++) { + ${a} outC = getOutputCoords(); + for (int i = 0; i < ${r}; i++) { if (outC[i] < start[i]) { - outC[i] = start[i] * 2 - outC[i] - ${offset}; + outC[i] = start[i] * 2 - outC[i] - ${l}; } else if(outC[i] >= end[i]) { - outC[i] = (end[i] - 1) * 2 - outC[i] + ${offset}; + outC[i] = (end[i] - 1) * 2 - outC[i] + ${l}; } } - ${dtype} coords = outC - start; - setOutput(getX(${unpackedCoords})); + ${a} coords = outC - start; + setOutput(getX(${o})); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MirrorPadPackedProgram = class { - constructor(xShape, paddings, mode) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const coords22 = getChannels("rc", rank); - const source = getChannels("source", rank); - const cLimit = `${coords22[rank - 1]} < ${this.outputShape[rank - 1]}`; - const innerDims = rank === 1 ? "source" : `vec2(${source.slice(-2).join()})`; - const offset = mode === "reflect" ? 0 : 1; - let mainLoop = ""; - if (rank === 1) { - const padSetup = ` - ${dtype} source = rc; + `}},rj=class{constructor(e,t,n){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map((p,f)=>p[0]+e[f]+p[1]);let r=e.length,a=ot(r),s=t.map(p=>p[0]).join(","),i=t.map((p,f)=>p[0]+e[f]).join(","),o=dn("rc",r),l=dn("source",r),c=`${o[r-1]} < ${this.outputShape[r-1]}`,u=r===1?"source":`vec2(${l.slice(-2).join()})`,h=n==="reflect"?0:1,d="";if(r===1){let p=` + ${a} source = rc; if (source < start) { - source = start * 2 - source - ${offset}; + source = start * 2 - source - ${h}; } else if (source >= end) { - source = (end - 1) * 2 - source + ${offset}; + source = (end - 1) * 2 - source + ${h}; } source -= start; - `; - mainLoop = ` - ${dtype} rc = outputLoc; - ${padSetup} - result[0] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[1] = getChannel(getX(${source.join()}), ${innerDims}); + `;d=` + ${a} rc = outputLoc; + ${p} + result[0] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[1] = getChannel(getX(${l.join()}), ${u}); } - `; - } else { - const padSetup = ` - ${dtype} source = rc; - ${dtype} lt = ${dtype}(lessThan(source, start)); - ${dtype} gte = ${dtype}(greaterThanEqual(source, end)); - ${dtype} orig = 1 - (lt + gte); + `}else{let p=` + ${a} source = rc; + ${a} lt = ${a}(lessThan(source, start)); + ${a} gte = ${a}(greaterThanEqual(source, end)); + ${a} orig = 1 - (lt + gte); source = orig * source + - lt * (start * 2 - source - ${offset}) + - gte * ((end - 1) * 2 - source + ${offset}); + lt * (start * 2 - source - ${h}) + + gte * ((end - 1) * 2 - source + ${h}); source -= start; - `; - mainLoop = ` - ${dtype} rc = outputLoc; - ${padSetup} - result[0] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[1] = getChannel(getX(${source.join()}), ${innerDims}); + `;d=` + ${a} rc = outputLoc; + ${p} + result[0] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[1] = getChannel(getX(${l.join()}), ${u}); } rc = outputLoc; - ${coords22[rank - 2]} += 1; - if(${coords22[rank - 2]} < ${this.outputShape[rank - 2]}) { - ${padSetup} - result[2] = getChannel(getX(${source.join()}), ${innerDims}); - ${coords22[rank - 1]} += 1; - if(${cLimit}) { - ${padSetup} - result[3] = getChannel(getX(${source.join()}), ${innerDims}); + ${o[r-2]} += 1; + if(${o[r-2]} < ${this.outputShape[r-2]}) { + ${p} + result[2] = getChannel(getX(${l.join()}), ${u}); + ${o[r-1]} += 1; + if(${c}) { + ${p} + result[3] = getChannel(getX(${l.join()}), ${u}); } } - `; - } - this.userCode = ` - const ${dtype} start = ${dtype}(${start}); - const ${dtype} end = ${dtype}(${end}); + `}this.userCode=` + const ${a} start = ${a}(${s}); + const ${a} end = ${a}(${i}); void main() { - ${dtype} outputLoc = getOutputCoords(); + ${a} outputLoc = getOutputCoords(); vec4 result = vec4(0.); - ${mainLoop} + ${d} setOutput(result); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var mirrorPadKernelFunc = ({inputs, backend: backend22, attrs}) => { - const {x} = inputs; - const {paddings, mode} = attrs; - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new MirrorPadPackedProgram(x.shape, paddings, mode) : new MirrorPadProgram(x.shape, paddings, mode); - const output = backend22.runWebGLProgram(program, [x], x.dtype); - return output; - }; - var mirrorPadConfig2 = { - kernelName: MirrorPad, - backendName: "webgl", - kernelFunc: mirrorPadKernelFunc - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MOD = `if (b == 0.0) return NAN; - return mod(a, b);`; - var MOD_PACKED = ` + `}},aj=({inputs:e,backend:t,attrs:n})=>{let{x:r}=e,{paddings:a,mode:s}=n,i=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new rj(r.shape,a,s):new nj(r.shape,a,s);return t.runWebGLProgram(i,[r],r.dtype)},sj={kernelName:vu,backendName:"webgl",kernelFunc:aj},ij=`if (b == 0.0) return NAN; + return mod(a, b);`,oj=` vec4 result = mod(a, b); vec4 isNaN = vec4(equal(b, vec4(0.0))); - ` + CHECK_NAN_SNIPPET3 + ` + `+pp+` return result; -`; - var mod3 = binaryKernelFunc2({ - opSnippet: MOD, - packedOpSnippet: MOD_PACKED - }); - var modConfig2 = { - kernelName: Mod, - backendName: "webgl", - kernelFunc: mod3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var MultinomialProgram = class { - constructor(batchSize, numOutcomes, numSamples) { - this.variableNames = ["probs"]; - this.outputShape = [batchSize, numSamples]; - this.userCode = ` +`,lj=en({opSnippet:ij,packedOpSnippet:oj}),uj={kernelName:No,backendName:"webgl",kernelFunc:lj},cj=class{constructor(e,t,n){this.variableNames=["probs"],this.outputShape=[e,n],this.userCode=` uniform float seed; void main() { @@ -40795,7 +3353,7 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; float r = random(seed); float cdf = 0.0; - for (int i = 0; i < ${numOutcomes - 1}; i++) { + for (int i = 0; i < ${t-1}; i++) { cdf += getProbs(batch, i); if (r < cdf) { @@ -40805,41 +3363,13 @@ return (log(1.0 + x) - log(1.0 - x)) / 2.0;`; } // If no other event happened, last event happened. - setOutput(float(${numOutcomes - 1})); + setOutput(float(${t-1})); } - `; - } - getCustomSetupFunc(seed) { - return (gpgpu, webGLProgram) => { - if (this.seedLoc == null) { - this.seedLoc = gpgpu.getUniformLocation(webGLProgram, "seed"); - } - gpgpu.gl.uniform1f(this.seedLoc, seed); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var DIV = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.seedLoc==null&&(this.seedLoc=t.getUniformLocation(n,"seed")),t.gl.uniform1f(this.seedLoc,e)}}},hj=` if (a == b) { return 1.0; }; -return a / b;`; - var DIV_PACKED = ` +return a / b;`,dj=` // vec4 one = vec4(equal(a, b)); // return one + (vec4(1.0) - one) * a / b; vec4 result = a / b; @@ -40857,491 +3387,16 @@ return a / b;`; } return result; -`; - var realDiv = binaryKernelFunc2({opSnippet: DIV, packedOpSnippet: DIV_PACKED, checkOutOfBounds: true}); - var realDivConfig2 = { - kernelName: RealDiv, - backendName: "webgl", - kernelFunc: realDiv - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SUB = "return a - b;"; - var sub3 = binaryKernelFunc2({ - opSnippet: SUB, - packedOpSnippet: SUB, - supportsComplex: true, - cpuKernelImpl: subImplCPU - }); - var subConfig2 = { - kernelName: Sub, - backendName: "webgl", - kernelFunc: sub3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function softmax3(args) { - const {inputs, backend: backend22, attrs} = args; - const {logits} = inputs; - const {dim} = attrs; - const axes = util_exports.parseAxisParam([dim], logits.shape); - const maxLogit = max3({ - inputs: {x: logits}, - backend: backend22, - attrs: {reductionIndices: axes, keepDims: false} - }); - const expandedShape = backend_util_exports.expandShapeToKeepDim(maxLogit.shape, axes); - const maxLogitsReshaped = reshape3({inputs: {x: maxLogit}, backend: backend22, attrs: {shape: expandedShape}}); - const a = sub3({inputs: {a: logits, b: maxLogitsReshaped}, backend: backend22}); - const b = exp3({inputs: {x: a}, backend: backend22}); - const sumExp = sum4({inputs: {x: b}, backend: backend22, attrs: {axis: axes, keepDims: false}}); - const sumExpReshaped = reshape3({inputs: {x: sumExp}, backend: backend22, attrs: {shape: expandedShape}}); - const res = realDiv({inputs: {a: b, b: sumExpReshaped}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(maxLogit); - backend22.disposeIntermediateTensorInfo(maxLogitsReshaped); - backend22.disposeIntermediateTensorInfo(a); - backend22.disposeIntermediateTensorInfo(b); - backend22.disposeIntermediateTensorInfo(sumExp); - backend22.disposeIntermediateTensorInfo(sumExpReshaped); - return res; - } - var softmaxConfig2 = { - kernelName: Softmax, - backendName: "webgl", - kernelFunc: softmax3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function multinomial3(args) { - const {inputs, backend: backend22, attrs} = args; - const {logits} = inputs; - const {numSamples, seed, normalized} = attrs; - const probs = normalized ? logits : softmax3({inputs: {logits}, backend: backend22, attrs: {dim: logits.shape.length - 1}}); - const batchSize = probs.shape[0]; - const numOutcomes = probs.shape[1]; - const program = new MultinomialProgram(batchSize, numOutcomes, numSamples); - const customSetup = program.getCustomSetupFunc(seed); - const res = backend22.runWebGLProgram(program, [probs], "int32", customSetup); - if (!normalized) { - backend22.disposeIntermediateTensorInfo(probs); - } - return res; - } - var multinomialConfig2 = { - kernelName: Multinomial, - backendName: "webgl", - kernelFunc: multinomial3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var NEG = `return -x;`; - function neg3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (backend22.shouldExecuteOnCPU([x])) { - const xData = backend22.texData.get(x.dataId); - const [outValues, newShape] = negImplCPU(xData.values, x.shape, x.dtype); - return backend22.makeTensorInfo(newShape, x.dtype, outValues); - } - let program; - if (env().getBool("WEBGL_PACK_UNARY_OPERATIONS")) { - program = new UnaryOpPackedProgram(x.shape, NEG); - } else { - program = new UnaryOpProgram(x.shape, NEG); - } - return backend22.runWebGLProgram(program, [x], x.dtype); - } - var negConfig2 = { - kernelName: Neg, - backendName: "webgl", - kernelFunc: neg3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var nonMaxSuppressionV3Impl3 = kernel_impls_exports.nonMaxSuppressionV3Impl; - function nonMaxSuppressionV32(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const {selectedIndices} = nonMaxSuppressionV3Impl3(boxesVals, scoresVals, maxOutputSize, iouThreshold, scoreThreshold); - return backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)); - } - var nonMaxSuppressionV3Config2 = { - kernelName: NonMaxSuppressionV3, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV32 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var nonMaxSuppressionV4Impl3 = kernel_impls_exports.nonMaxSuppressionV4Impl; - function nonMaxSuppressionV42(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const {selectedIndices, validOutputs} = nonMaxSuppressionV4Impl3(boxesVals, scoresVals, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - return [ - backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)), - backend22.makeTensorInfo([], "int32", new Int32Array([validOutputs])) - ]; - } - var nonMaxSuppressionV4Config2 = { - kernelName: NonMaxSuppressionV4, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV42 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var nonMaxSuppressionV5Impl3 = kernel_impls_exports.nonMaxSuppressionV5Impl; - function nonMaxSuppressionV52(args) { - backend_util_exports.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead"); - const {inputs, backend: backend22, attrs} = args; - const {boxes, scores} = inputs; - const {maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma} = attrs; - const boxesVals = backend22.readSync(boxes.dataId); - const scoresVals = backend22.readSync(scores.dataId); - const maxOutputSizeVal = maxOutputSize; - const iouThresholdVal = iouThreshold; - const scoreThresholdVal = scoreThreshold; - const softNmsSigmaVal = softNmsSigma; - const {selectedIndices, selectedScores} = nonMaxSuppressionV5Impl3(boxesVals, scoresVals, maxOutputSizeVal, iouThresholdVal, scoreThresholdVal, softNmsSigmaVal); - return [ - backend22.makeTensorInfo([selectedIndices.length], "int32", new Int32Array(selectedIndices)), - backend22.makeTensorInfo([selectedScores.length], "float32", new Float32Array(selectedScores)) - ]; - } - var nonMaxSuppressionV5Config2 = { - kernelName: NonMaxSuppressionV5, - backendName: "webgl", - kernelFunc: nonMaxSuppressionV52 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var OneHotProgram = class { - constructor(numIndices, depth, onValue, offValue) { - this.variableNames = ["indices"]; - this.outputShape = [numIndices, depth]; - this.userCode = ` +`,N_=en({opSnippet:hj,packedOpSnippet:dj,checkOutOfBounds:!0}),pj={kernelName:ys,backendName:"webgl",kernelFunc:N_},S_="return a - b;",T_=en({opSnippet:S_,packedOpSnippet:S_,supportsComplex:!0,cpuKernelImpl:mP}),fj={kernelName:Ks,backendName:"webgl",kernelFunc:T_};function C_(e){let{inputs:t,backend:n,attrs:r}=e,{logits:a}=t,{dim:s}=r,i=v.parseAxisParam([s],a.shape),o=I_({inputs:{x:a},backend:n,attrs:{reductionIndices:i,keepDims:!1}}),l=R.expandShapeToKeepDim(o.shape,i),c=xe({inputs:{x:o},backend:n,attrs:{shape:l}}),u=T_({inputs:{a,b:c},backend:n}),h=w_({inputs:{x:u},backend:n}),d=oA({inputs:{x:h},backend:n,attrs:{axis:i,keepDims:!1}}),p=xe({inputs:{x:d},backend:n,attrs:{shape:l}}),f=N_({inputs:{a:h,b:p},backend:n});return n.disposeIntermediateTensorInfo(o),n.disposeIntermediateTensorInfo(c),n.disposeIntermediateTensorInfo(u),n.disposeIntermediateTensorInfo(h),n.disposeIntermediateTensorInfo(d),n.disposeIntermediateTensorInfo(p),f}var mj={kernelName:qs,backendName:"webgl",kernelFunc:C_};function Aj(e){let{inputs:t,backend:n,attrs:r}=e,{logits:a}=t,{numSamples:s,seed:i,normalized:o}=r,l=o?a:C_({inputs:{logits:a},backend:n,attrs:{dim:a.shape.length-1}}),c=l.shape[0],u=l.shape[1],h=new cj(c,u,s),d=h.getCustomSetupFunc(i),p=n.runWebGLProgram(h,[l],"int32",d);return o||n.disposeIntermediateTensorInfo(l),p}var yj={kernelName:Kh,backendName:"webgl",kernelFunc:Aj},E_="return -x;";function gj(e){let{inputs:t,backend:n}=e,{x:r}=t;if(n.shouldExecuteOnCPU([r])){let s=n.texData.get(r.dataId),[i,o]=uP(s.values,r.shape,r.dtype);return n.makeTensorInfo(o,r.dtype,i)}let a;return J().getBool("WEBGL_PACK_UNARY_OPERATIONS")?a=new El(r.shape,E_):a=new La(r.shape,E_),n.runWebGLProgram(a,[r],r.dtype)}var xj={kernelName:So,backendName:"webgl",kernelFunc:gj},wj=Pr.nonMaxSuppressionV3Impl;function bj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l}=r,c=n.readSync(a.dataId),u=n.readSync(s.dataId),{selectedIndices:h}=wj(c,u,i,o,l);return n.makeTensorInfo([h.length],"int32",new Int32Array(h))}var _j={kernelName:Co,backendName:"webgl",kernelFunc:bj},vj=Pr.nonMaxSuppressionV4Impl;function kj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l,padToMaxOutputSize:c}=r,u=n.readSync(a.dataId),h=n.readSync(s.dataId),{selectedIndices:d,validOutputs:p}=vj(u,h,i,o,l,c);return[n.makeTensorInfo([d.length],"int32",new Int32Array(d)),n.makeTensorInfo([],"int32",new Int32Array([p]))]}var Ij={kernelName:Eo,backendName:"webgl",kernelFunc:kj},Nj=Pr.nonMaxSuppressionV5Impl;function Sj(e){R.warn("tf.nonMaxSuppression() in webgl locks the UI thread. Call tf.nonMaxSuppressionAsync() instead");let{inputs:t,backend:n,attrs:r}=e,{boxes:a,scores:s}=t,{maxOutputSize:i,iouThreshold:o,scoreThreshold:l,softNmsSigma:c}=r,u=n.readSync(a.dataId),h=n.readSync(s.dataId),d=i,p=o,f=l,m=c,{selectedIndices:A,selectedScores:y}=Nj(u,h,d,p,f,m);return[n.makeTensorInfo([A.length],"int32",new Int32Array(A)),n.makeTensorInfo([y.length],"float32",new Float32Array(y))]}var Tj={kernelName:Ro,backendName:"webgl",kernelFunc:Sj},Cj=class{constructor(e,t,n,r){this.variableNames=["indices"],this.outputShape=[e,t],this.userCode=` void main() { ivec2 coords = getOutputCoords(); int index = round(getIndices(coords.x)); - setOutput(mix(float(${offValue}), float(${onValue}), + setOutput(mix(float(${r}), float(${n}), float(index == coords.y))); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var oneHot3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {indices} = inputs; - const {depth, onValue, offValue} = attrs; - const indicesSize = util_exports.sizeFromShape(indices.shape); - const program = new OneHotProgram(indicesSize, depth, onValue, offValue); - const reshaped = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [indicesSize]}}); - const result = backend22.runWebGLProgram(program, [reshaped], indices.dtype); - backend22.disposeIntermediateTensorInfo(reshaped); - const outShape = [...indices.shape, depth]; - const out = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(result); - return out; - }; - var oneHotConfig2 = { - kernelName: OneHot, - backendName: "webgl", - kernelFunc: oneHot3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function zerosLike3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const r = zerosLike3({inputs: {x: realPart}, backend: backend22}); - const imagPart = imag3({inputs: {input: x}, backend: backend22}); - const i = zerosLike3({inputs: {x: imagPart}, backend: backend22}); - const result = complex3({inputs: {real: r, imag: i}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(r); - backend22.disposeIntermediateTensorInfo(imagPart); - backend22.disposeIntermediateTensorInfo(i); - return result; - } else { - return fill3({ - attrs: { - shape: x.shape, - dtype: x.dtype, - value: x.dtype === "string" ? "" : 0 - }, - backend: backend22 - }); - } - } - var zerosLikeConfig2 = { - kernelName: ZerosLike, - backendName: "webgl", - kernelFunc: zerosLike3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function onesLike3(args) { - const {inputs, backend: backend22} = args; - const {x} = inputs; - if (x.dtype === "string") { - throw new Error("onesLike is not supported under string dtype"); - } else if (x.dtype === "complex64") { - const realPart = real3({inputs: {input: x}, backend: backend22}); - const r = onesLike3({inputs: {x: realPart}, backend: backend22}); - const imagPart = imag3({inputs: {input: x}, backend: backend22}); - const i = zerosLike3({inputs: {x: imagPart}, backend: backend22}); - const result = complex3({inputs: {real: r, imag: i}, backend: backend22}); - backend22.disposeIntermediateTensorInfo(realPart); - backend22.disposeIntermediateTensorInfo(r); - backend22.disposeIntermediateTensorInfo(imagPart); - backend22.disposeIntermediateTensorInfo(i); - return result; - } else { - return fill3({attrs: {shape: x.shape, dtype: x.dtype, value: 1}, backend: backend22}); - } - } - var onesLikeConfig2 = { - kernelName: OnesLike, - backendName: "webgl", - kernelFunc: onesLike3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function pack2(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - if (inputs.length === 1) { - return expandDims3({inputs: {input: inputs[0]}, backend: backend22, attrs: {dim: axis}}); - } - const shape = inputs[0].shape; - const dtype = inputs[0].dtype; - inputs.forEach((t) => { - util_exports.assertShapesMatch(shape, t.shape, "All tensors passed to stack must have matching shapes"); - util_exports.assert(dtype === t.dtype, () => "All tensors passed to stack must have matching dtypes"); - }); - const intermediateTensorInfos = []; - const expandedTensors = inputs.map((t) => { - const expandedT = expandDims3({inputs: {input: t}, backend: backend22, attrs: {dim: axis}}); - intermediateTensorInfos.push(expandedT); - return expandedT; - }); - const result = concat3({inputs: expandedTensors, backend: backend22, attrs: {axis}}); - intermediateTensorInfos.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; - } - var packConfig2 = { - kernelName: Pack, - backendName: "webgl", - kernelFunc: pack2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PadProgram = class { - constructor(xShape, paddings, constantValue) { - this.variableNames = ["x"]; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const type = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const unpackedCoords = ["coords[0]", "coords[1]", "coords[2]", "coords[3]"].slice(0, rank); - if (rank === 1) { - this.userCode = ` - int start = ${start}; - int end = ${end}; + `}},Ej=e=>{let{inputs:t,backend:n,attrs:r}=e,{indices:a}=t,{depth:s,onValue:i,offValue:o}=r,l=v.sizeFromShape(a.shape),c=new Cj(l,s,i,o),u=xe({inputs:{x:a},backend:n,attrs:{shape:[l]}}),h=n.runWebGLProgram(c,[u],a.dtype);n.disposeIntermediateTensorInfo(u);let d=[...a.shape,s],p=xe({inputs:{x:h},backend:n,attrs:{shape:d}});return n.disposeIntermediateTensorInfo(h),p},Rj={kernelName:Fs,backendName:"webgl",kernelFunc:Ej};function wp(e){let{inputs:t,backend:n}=e,{x:r}=t;if(r.dtype==="complex64"){let a=Ac({inputs:{input:r},backend:n}),s=wp({inputs:{x:a},backend:n}),i=xp({inputs:{input:r},backend:n}),o=wp({inputs:{x:i},backend:n}),l=Wa({inputs:{real:s,imag:o},backend:n});return n.disposeIntermediateTensorInfo(a),n.disposeIntermediateTensorInfo(s),n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(o),l}else return dA({attrs:{shape:r.shape,dtype:r.dtype,value:r.dtype==="string"?"":0},backend:n})}var Mj={kernelName:Ko,backendName:"webgl",kernelFunc:wp};function R_(e){let{inputs:t,backend:n}=e,{x:r}=t;if(r.dtype==="string")throw new Error("onesLike is not supported under string dtype");if(r.dtype==="complex64"){let a=Ac({inputs:{input:r},backend:n}),s=R_({inputs:{x:a},backend:n}),i=xp({inputs:{input:r},backend:n}),o=wp({inputs:{x:i},backend:n}),l=Wa({inputs:{real:s,imag:o},backend:n});return n.disposeIntermediateTensorInfo(a),n.disposeIntermediateTensorInfo(s),n.disposeIntermediateTensorInfo(i),n.disposeIntermediateTensorInfo(o),l}else return dA({attrs:{shape:r.shape,dtype:r.dtype,value:1},backend:n})}var Fj={kernelName:Mo,backendName:"webgl",kernelFunc:R_};function $j(e){let{inputs:t,backend:n,attrs:r}=e,{axis:a}=r;if(t.length===1)return hA({inputs:{input:t[0]},backend:n,attrs:{dim:a}});let s=t[0].shape,i=t[0].dtype;t.forEach(u=>{v.assertShapesMatch(s,u.shape,"All tensors passed to stack must have matching shapes"),v.assert(i===u.dtype,()=>"All tensors passed to stack must have matching dtypes")});let o=[],l=t.map(u=>{let h=hA({inputs:{input:u},backend:n,attrs:{dim:a}});return o.push(h),h}),c=c_({inputs:l,backend:n,attrs:{axis:a}});return o.forEach(u=>n.disposeIntermediateTensorInfo(u)),c}var Dj={kernelName:Fo,backendName:"webgl",kernelFunc:$j},Oj=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=t.map((l,c)=>l[0]+e[c]+l[1]);let r=e.length,a=ot(r),s=t.map(l=>l[0]).join(","),i=t.map((l,c)=>l[0]+e[c]).join(","),o=["coords[0]","coords[1]","coords[2]","coords[3]"].slice(0,r);if(r===1){this.userCode=` + int start = ${s}; + int end = ${i}; uniform float value; void main() { @@ -41352,158 +3407,46 @@ return a / b;`; setOutput(getX(outC - start)); } } - `; - return; - } - this.userCode = ` - ${type} start = ${type}(${start}); - ${type} end = ${type}(${end}); + `;return}this.userCode=` + ${a} start = ${a}(${s}); + ${a} end = ${a}(${i}); uniform float value; void main() { - ${type} outC = getOutputCoords(); + ${a} outC = getOutputCoords(); if (any(lessThan(outC, start)) || any(greaterThanEqual(outC, end))) { setOutput(value); } else { - ${type} coords = outC - start; - setOutput(getX(${unpackedCoords})); + ${a} coords = outC - start; + setOutput(getX(${o})); } } - `; - } - getCustomSetupFunc(value) { - return (gpgpu, webGLProgram) => { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var PadPackedProgram = class { - constructor(xShape, paddings, constantValue) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = paddings.map((p2, i) => p2[0] + xShape[i] + p2[1]); - const rank = xShape.length; - const dtype = getCoordsDataType(rank); - const start = paddings.map((p2) => p2[0]).join(","); - const end = paddings.map((p2, i) => p2[0] + xShape[i]).join(","); - const coords22 = getChannels("rc", rank); - const source = getChannels("source", rank); - const cLimit = `${coords22[rank - 1]} < ${this.outputShape[rank - 1]}`; - const innerDims = rank === 1 ? "source" : `vec2(${source.slice(-2).join()})`; - const componentSetup = [ - `${dtype} rc = outputLoc;`, - `${coords22[rank - 1]} += 1; - if(${cLimit}) { - `, - rank === 1 ? "" : `} + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}},zj=class{constructor(e,t,n){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=t.map((f,m)=>f[0]+e[m]+f[1]);let r=e.length,a=ot(r),s=t.map(f=>f[0]).join(","),i=t.map((f,m)=>f[0]+e[m]).join(","),o=dn("rc",r),l=dn("source",r),c=`${o[r-1]} < ${this.outputShape[r-1]}`,u=r===1?"source":`vec2(${l.slice(-2).join()})`,h=[`${a} rc = outputLoc;`,`${o[r-1]} += 1; + if(${c}) { + `,r===1?"":`} rc = outputLoc; - ${coords22[rank - 2]} += 1; - if(${coords22[rank - 2]} < ${this.outputShape[rank - 2]}) {`, - rank === 1 ? "" : ` ${coords22[rank - 1]} += 1; - if(${cLimit}) {` - ]; - const paddingArea = rank === 1 ? "rc < start || rc >= end" : "any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))"; - let mainLoop = ""; - for (let i = 0, j = rank === 1 ? 2 : 4; i < j; i++) { - mainLoop += ` - ${componentSetup[i]} - if (${paddingArea}) { - result[${i}] = float(value); + ${o[r-2]} += 1; + if(${o[r-2]} < ${this.outputShape[r-2]}) {`,r===1?"":` ${o[r-1]} += 1; + if(${c}) {`],d=r===1?"rc < start || rc >= end":"any(lessThan(rc, start)) || any(greaterThanEqual(rc, end))",p="";for(let f=0,m=r===1?2:4;f { - if (this.valueLoc == null) { - this.valueLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "value"); - } - gpgpu.gl.uniform1f(this.valueLoc, value); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var padV22 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {paddings, constantValue} = attrs; - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new PadPackedProgram(x.shape, paddings, constantValue) : new PadProgram(x.shape, paddings, constantValue); - const customSetup = program.getCustomSetupFunc(constantValue); - return backend22.runWebGLProgram(program, [x], x.dtype, customSetup); - }; - var padV2Config2 = { - kernelName: PadV2, - backendName: "webgl", - kernelFunc: padV22 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var POW = ` + `}getCustomSetupFunc(e){return(t,n)=>{this.valueLoc==null&&(this.valueLoc=t.getUniformLocationNoThrow(n,"value")),t.gl.uniform1f(this.valueLoc,e)}}},M_=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{paddings:s,constantValue:i}=r,o=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new zj(a.shape,s,i):new Oj(a.shape,s,i),l=o.getCustomSetupFunc(i);return n.runWebGLProgram(o,[a],a.dtype,l)},Pj={kernelName:$s,backendName:"webgl",kernelFunc:M_},Lj=` if(a < 0.0 && floor(b) < b){ return NAN; } @@ -41512,8 +3455,7 @@ return a / b;`; } return (round(mod(b, 2.0)) != 1) ? pow(abs(a), b) : sign(a) * pow(abs(a), b); -`; - var POW_PACKED = ` +`,Wj=` // isModRound1 has 1 for components with round(mod(b, 2.0)) == 1, 0 otherwise. vec4 isModRound1 = vec4(equal(round(mod(b, 2.0)), ivec4(1))); vec4 multiplier = sign(a) * isModRound1 + (vec4(1.0) - isModRound1); @@ -41527,145 +3469,11 @@ return a / b;`; result.a = isExpZero.a ? 1.0 : result.a; vec4 isNaN = vec4(lessThan(a, vec4(0.0))) * vec4(lessThan(floor(b), b)); - ` + CHECK_NAN_SNIPPET3 + ` + `+pp+` return result; -`; - var pow3 = binaryKernelFunc2({opSnippet: POW, packedOpSnippet: POW_PACKED}); - var powConfig2 = { - kernelName: Pow, - backendName: "webgl", - kernelFunc: pow3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function prod3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, keepDims} = attrs; - const xRank = x.shape.length; - const toDispose = []; - const origAxes = util_exports.parseAxisParam(axis, x.shape); - let axes = origAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let permutedX = x; - if (permutedAxes != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutedAxes}}); - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - toDispose.push(permutedX); - } - backend_util_exports.assertAxesAreInnerMostDims("prod", axes, xRank); - let res; - if (backend22.shouldExecuteOnCPU([permutedX])) { - const xVals = backend22.texData.get(permutedX.dataId).values; - const {outVals, outShape, outDtype} = prodImplCPU(permutedX.shape, permutedX.dtype, xVals, axes); - res = backend22.makeTensorInfo(outShape, outDtype, outVals); - } else { - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(permutedX.shape, axes); - const inSize = util_exports.sizeFromShape(reduceShape); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - const outputDType = sumOutType(x.dtype); - const reduced = reduce(a2D, outputDType, "prod", backend22); - res = reshape3({inputs: {x: reduced}, backend: backend22, attrs: {shape: outShape}}); - toDispose.push(a2D); - toDispose.push(reduced); - } - if (keepDims) { - toDispose.push(res); - const newShape = backend_util_exports.expandShapeToKeepDim(res.shape, origAxes); - res = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: newShape}}); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return res; - } - var prodConfig2 = { - kernelName: Prod, - backendName: "webgl", - kernelFunc: prod3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var range3 = (args) => { - const {backend: backend22, attrs} = args; - const {start, stop, step: step5, dtype} = attrs; - const values = rangeImplCPU(start, stop, step5, dtype); - return backend22.makeTensorInfo([values.length], dtype, values); - }; - var rangeConfig2 = { - kernelName: Range, - backendName: "webgl", - kernelFunc: range3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var RECIPROCAL = `return 1.0 / x;`; - var reciprocal3 = unaryKernelFunc2({opSnippet: RECIPROCAL}); - var reciprocalConfig2 = { - kernelName: Reciprocal, - backendName: "webgl", - kernelFunc: reciprocal3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var RELU3 = CHECK_NAN_SNIPPET + ` +`,Bj=en({opSnippet:Lj,packedOpSnippet:Wj}),Vj={kernelName:Ds,backendName:"webgl",kernelFunc:Bj};function Uj(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{axis:s,keepDims:i}=r,o=a.shape.length,l=[],c=v.parseAxisParam(s,a.shape),u=c,h=R.getAxesPermutation(u,o),d=a;h!=null&&(d=In({inputs:{x:a},backend:n,attrs:{perm:h}}),u=R.getInnerMostAxes(u.length,o),l.push(d)),R.assertAxesAreInnerMostDims("prod",u,o);let p;if(n.shouldExecuteOnCPU([d])){let f=n.texData.get(d.dataId).values,{outVals:m,outShape:A,outDtype:y}=cP(d.shape,d.dtype,f,u);p=n.makeTensorInfo(A,y,m)}else{let[f,m]=R.computeOutAndReduceShapes(d.shape,u),A=v.sizeFromShape(m),y=xe({inputs:{x:d},backend:n,attrs:{shape:[-1,A]}}),g=od(a.dtype),w=_i(y,g,"prod",n);p=xe({inputs:{x:w},backend:n,attrs:{shape:f}}),l.push(y),l.push(w)}if(i){l.push(p);let f=R.expandShapeToKeepDim(p.shape,c);p=xe({inputs:{x:p},backend:n,attrs:{shape:f}})}return l.forEach(f=>n.disposeIntermediateTensorInfo(f)),p}var jj={kernelName:$o,backendName:"webgl",kernelFunc:Uj},F_=e=>{let{backend:t,attrs:n}=e,{start:r,stop:a,step:s,dtype:i}=n,o=hP(r,a,s,i);return t.makeTensorInfo([o.length],i,o)},Hj={kernelName:ku,backendName:"webgl",kernelFunc:F_},Gj="return 1.0 / x;",qj=Xe({opSnippet:Gj}),Xj={kernelName:Do,backendName:"webgl",kernelFunc:qj},Kj=gr+` return (x < 0.0) ? 0.0 : x; -`; - var RELU_PACKED = ` +`,Zj=` vec4 result = x * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -41675,33 +3483,9 @@ return a / b;`; result.a = isNaN.a ? x.a : result.a; return result; -`; - var relu3 = unaryKernelFunc2({opSnippet: RELU3, packedOpSnippet: RELU_PACKED}); - var reluConfig2 = { - kernelName: Relu, - backendName: "webgl", - kernelFunc: relu3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var RELU63 = CHECK_NAN_SNIPPET + ` +`,Yj=Xe({opSnippet:Kj,packedOpSnippet:Zj}),Jj={kernelName:zs,backendName:"webgl",kernelFunc:Yj},Qj=gr+` return (x < 0.0) ? 0.0 : min(6.0, x); -`; - var RELU6_PACKED = ` +`,eH=` vec4 result = min(x, vec4(6.)) * vec4(greaterThanEqual(x, vec4(0.0))); bvec4 isNaN = isnan(x); @@ -41711,54 +3495,11 @@ return a / b;`; result.a = isNaN.a ? x.a : result.a; return result; -`; - var relu63 = unaryKernelFunc2({opSnippet: RELU63, packedOpSnippet: RELU6_PACKED}); - var relu6Config2 = { - kernelName: Relu6, - backendName: "webgl", - kernelFunc: relu63 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ResizeBilinearProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `(vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC - vec2(0.5)`; - } else { - sourceFracIndexRC = `vec2(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` +`,tH=Xe({opSnippet:Qj,packedOpSnippet:eH}),nH={kernelName:Ls,backendName:"webgl",kernelFunc:tH},rH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h;a?h="(vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC - vec2(0.5)":h="vec2(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec2 effectiveInputOverOutputRatioRC = vec2( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec2 inputShapeRC = vec2(${oldHeight}.0, ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}); + const vec2 inputShapeRC = vec2(${i}.0, ${o}.0); void main() { ivec4 coords = getOutputCoords(); @@ -41767,7 +3508,7 @@ return a / b;`; ivec2 yRC = coords.yz; // Fractional source index. - vec2 sourceFracIndexRC = ${sourceFracIndexRC}; + vec2 sourceFracIndexRC = ${h}; // Compute the four integer indices. ivec2 sourceFloorRC = ivec2(max(sourceFracIndexRC, vec2(0.0))); @@ -41787,54 +3528,13 @@ return a / b;`; setOutput(newValue); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ResizeBilinearPackedProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.packedInputs = true; - this.packedOutput = true; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `(vec3(yRC) + vec3(0.5)) * effectiveInputOverOutputRatioRC - vec3(0.5)`; - } else { - sourceFracIndexRC = `vec3(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` + `}},aH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.packedInputs=!0,this.packedOutput=!0,this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h;a?h="(vec3(yRC) + vec3(0.5)) * effectiveInputOverOutputRatioRC - vec3(0.5)":h="vec3(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec3 effectiveInputOverOutputRatioRC = vec3( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec3 inputShapeRC = vec3(${oldHeight}.0, ${oldWidth}.0, - ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}, + ${c[1]/u[1]}); + const vec3 inputShapeRC = vec3(${i}.0, ${o}.0, + ${o}.0); float getAValue(int b, int r, int c, int d) { return getChannel(getA(b, r, c, d), vec2(c, d)); @@ -41848,7 +3548,7 @@ return a / b;`; ivec3 yRC = coords.yzz + ivec3(0, 0, 1); // Fractional source index. - vec3 sourceFracIndexRC = ${sourceFracIndexRC}; + vec3 sourceFracIndexRC = ${h}; // Compute the four integer indices. ivec3 sourceFloorRC = ivec3(max(sourceFracIndexRC, vec3(0.0))); @@ -41856,8 +3556,8 @@ return a / b;`; min(inputShapeRC - 1.0, ceil(sourceFracIndexRC))); // Should we calculate next column and row elements in 2x2 packed cell. - bool hasNextCol = d < ${depth - 1}; - bool hasNextRow = coords.z < ${newWidth - 1}; + bool hasNextCol = d < ${l-1}; + bool hasNextRow = coords.z < ${n-1}; // In parallel, construct four corners for all four components in // packed 2x2 cell. @@ -41905,76 +3605,7 @@ return a / b;`; setOutput(newValue); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function resizeBilinear3(args) { - const {inputs, backend: backend22, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const program = env().getBool("WEBGL_PACK_IMAGE_OPERATIONS") ? new ResizeBilinearPackedProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters) : new ResizeBilinearProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters); - return backend22.runWebGLProgram(program, [images], "float32"); - } - var resizeBilinearConfig2 = { - kernelName: ResizeBilinear, - backendName: "webgl", - kernelFunc: resizeBilinear3 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ResizeBilinearBackpropProgram = class { - constructor(dyShape, inputShape, alignCorners) { - this.variableNames = ["dy"]; - this.outputShape = []; - this.outputShape = inputShape; - const [, xHeight, xWidth] = inputShape; - const [, yHeight, yWidth] = dyShape; - const effectiveXSize = [ - alignCorners && yHeight > 1 ? xHeight - 1 : xHeight, - alignCorners && yWidth > 1 ? xWidth - 1 : xWidth - ]; - const effectiveYSize = [ - alignCorners && yHeight > 1 ? yHeight - 1 : yHeight, - alignCorners && yWidth > 1 ? yWidth - 1 : yWidth - ]; - const heightScale = effectiveXSize[0] / effectiveYSize[0]; - const widthScale = effectiveXSize[1] / effectiveYSize[1]; - const invHeightScale = 1 / heightScale; - const invWidthScale = 1 / widthScale; - const winHeight = Math.ceil(invHeightScale) * 2 + 2; - const winWidth = Math.ceil(invWidthScale) * 2 + 2; - this.userCode = ` + `}};function sH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a}=t,{alignCorners:s,halfPixelCenters:i,size:o}=r,[l,c]=o,u=J().getBool("WEBGL_PACK_IMAGE_OPERATIONS")?new aH(a.shape,l,c,s,i):new rH(a.shape,l,c,s,i);return n.runWebGLProgram(u,[a],"float32")}var iH={kernelName:Ps,backendName:"webgl",kernelFunc:sH},oH=class{constructor(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t;let[,r,a]=t,[,s,i]=e,o=[n&&s>1?r-1:r,n&&i>1?a-1:a],l=[n&&s>1?s-1:s,n&&i>1?i-1:i],c=o[0]/l[0],u=o[1]/l[1],h=1/c,d=1/u,p=Math.ceil(h)*2+2,f=Math.ceil(d)*2+2;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -41984,14 +3615,14 @@ return a / b;`; float accumulator = 0.0; - const float heightScale = float(${heightScale}); - const float widthScale = float(${widthScale}); + const float heightScale = float(${c}); + const float widthScale = float(${u}); - const float invHeightScale = float(${invHeightScale}); - const float invWidthScale = float(${invWidthScale}); + const float invHeightScale = float(${h}); + const float invWidthScale = float(${d}); - const int winHeight = int(${winHeight}); - const int winWidth = int(${winWidth}); + const int winHeight = int(${p}); + const int winWidth = int(${f}); // Compute bounds for where in dy we will look float startRLerp = floor(float(r) * invHeightScale); @@ -42005,7 +3636,7 @@ return a / b;`; int dyR = dyROffset + startDyR; // Guard against the window exceeding the bounds of dy - if (dyR < 0 || dyR >= ${yHeight}) { + if (dyR < 0 || dyR >= ${s}) { continue; } @@ -42013,19 +3644,19 @@ return a / b;`; int dyC = dyCOffset + startDyC; // Guard against the window exceeding the bounds of dy - if (dyC < 0 || dyC >= ${yWidth}) { + if (dyC < 0 || dyC >= ${i}) { continue; } float dxR = float(dyR) * heightScale; int topDxRIndex = int(floor(dxR)); - int bottomDxRIndex = int(min(ceil(dxR), ${xHeight - 1}.0)); + int bottomDxRIndex = int(min(ceil(dxR), ${r-1}.0)); float dxRLerp = dxR - float(topDxRIndex); float inverseDxRLerp = 1.0 - dxRLerp; float dxC = float(dyC) * widthScale; int leftDxCIndex = int(floor(dxC)); - int rightDxCIndex = int(min(ceil(dxC), ${xWidth - 1}.0)); + int rightDxCIndex = int(min(ceil(dxC), ${a-1}.0)); float dxCLerp = dxC - float(leftDxCIndex); float inverseDxCLerp = 1.0 - dxCLerp; @@ -42055,79 +3686,11 @@ return a / b;`; setOutput(accumulator); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function resizeBilinearGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {images, dy} = inputs; - const {alignCorners} = attrs; - const program = new ResizeBilinearBackpropProgram(dy.shape, images.shape, alignCorners); - return backend22.runWebGLProgram(program, [dy], dy.dtype); - } - var resizeBilinearGradConfig2 = { - kernelName: ResizeBilinearGrad, - backendName: "webgl", - kernelFunc: resizeBilinearGrad2 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ResizeNearestNeighborProgram = class { - constructor(inputShape, newHeight, newWidth, alignCorners, halfPixelCenters) { - this.variableNames = ["A"]; - this.outputShape = []; - const [batch, oldHeight, oldWidth, depth] = inputShape; - this.outputShape = [batch, newHeight, newWidth, depth]; - const effectiveInSize = [ - alignCorners && newHeight > 1 ? oldHeight - 1 : oldHeight, - alignCorners && newWidth > 1 ? oldWidth - 1 : oldWidth - ]; - const effectiveOutSize = [ - alignCorners && newHeight > 1 ? newHeight - 1 : newHeight, - alignCorners && newWidth > 1 ? newWidth - 1 : newWidth - ]; - const roundBase = alignCorners ? "0.5" : "0.0"; - let sourceFracIndexRC; - if (halfPixelCenters) { - sourceFracIndexRC = `max((vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC, vec2(0.0))`; - } else { - sourceFracIndexRC = `vec2(yRC) * effectiveInputOverOutputRatioRC`; - } - this.userCode = ` + `}};function lH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a,dy:s}=t,{alignCorners:i}=r,o=new oH(s.shape,a.shape,i);return n.runWebGLProgram(o,[s],s.dtype)}var uH={kernelName:Jh,backendName:"webgl",kernelFunc:lH},cH=class{constructor(e,t,n,r,a){this.variableNames=["A"],this.outputShape=[];let[s,i,o,l]=e;this.outputShape=[s,t,n,l];let c=[r&&t>1?i-1:i,r&&n>1?o-1:o],u=[r&&t>1?t-1:t,r&&n>1?n-1:n],h=r?"0.5":"0.0",d;a?d="max((vec2(yRC) + vec2(0.5)) * effectiveInputOverOutputRatioRC, vec2(0.0))":d="vec2(yRC) * effectiveInputOverOutputRatioRC",this.userCode=` const vec2 effectiveInputOverOutputRatioRC = vec2( - ${effectiveInSize[0] / effectiveOutSize[0]}, - ${effectiveInSize[1] / effectiveOutSize[1]}); - const vec2 inputShapeRC = vec2(${oldHeight}.0, ${oldWidth}.0); + ${c[0]/u[0]}, + ${c[1]/u[1]}); + const vec2 inputShapeRC = vec2(${i}.0, ${o}.0); void main() { ivec4 coords = getOutputCoords(); @@ -42136,85 +3699,16 @@ return a / b;`; ivec2 yRC = coords.yz; // Fractional source index. - vec2 sourceFracIndexRC = ${sourceFracIndexRC}; + vec2 sourceFracIndexRC = ${d}; // Compute the coordinators of nearest neighbor point. ivec2 sourceNearestRC = ivec2( - min(inputShapeRC - 1.0, floor(sourceFracIndexRC + ${roundBase}))); + min(inputShapeRC - 1.0, floor(sourceFracIndexRC + ${h}))); float newValue = getA(b, sourceNearestRC.x, sourceNearestRC.y, d); setOutput(newValue); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function resizeNearestNeighbor3(args) { - const {inputs, backend: backend22, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const program = new ResizeNearestNeighborProgram(images.shape, newHeight, newWidth, alignCorners, halfPixelCenters); - return backend22.runWebGLProgram(program, [images], images.dtype); - } - var resizeNearestNeighborConfig2 = { - kernelName: ResizeNearestNeighbor, - backendName: "webgl", - kernelFunc: resizeNearestNeighbor3 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ResizeNearestNeigborBackpropProgram = class { - constructor(dyShape, inputShape, alignCorners) { - this.variableNames = ["dy"]; - this.outputShape = []; - this.outputShape = inputShape; - const [, xHeight, xWidth] = inputShape; - const [, yHeight, yWidth] = dyShape; - const effectiveXSize = [ - alignCorners && yHeight > 1 ? xHeight - 1 : xHeight, - alignCorners && yWidth > 1 ? xWidth - 1 : xWidth - ]; - const effectiveYSize = [ - alignCorners && yHeight > 1 ? yHeight - 1 : yHeight, - alignCorners && yWidth > 1 ? yWidth - 1 : yWidth - ]; - const heightScale = effectiveXSize[0] / effectiveYSize[0]; - const widthScale = effectiveXSize[1] / effectiveYSize[1]; - const invHeightScale = 1 / heightScale; - const invWidthScale = 1 / widthScale; - const winHeight = Math.ceil(invHeightScale) * 2 + 2; - const winWidth = Math.ceil(invWidthScale) * 2 + 2; - this.userCode = ` + `}};function hH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a}=t,{alignCorners:s,halfPixelCenters:i,size:o}=r,[l,c]=o,u=new cH(a.shape,l,c,s,i);return n.runWebGLProgram(u,[a],a.dtype)}var dH={kernelName:Iu,backendName:"webgl",kernelFunc:hH},pH=class{constructor(e,t,n){this.variableNames=["dy"],this.outputShape=[],this.outputShape=t;let[,r,a]=t,[,s,i]=e,o=[n&&s>1?r-1:r,n&&i>1?a-1:a],l=[n&&s>1?s-1:s,n&&i>1?i-1:i],c=o[0]/l[0],u=o[1]/l[1],h=1/c,d=1/u,p=Math.ceil(h)*2+2,f=Math.ceil(d)*2+2;this.userCode=` void main() { ivec4 coords = getOutputCoords(); int b = coords[0]; @@ -42224,14 +3718,14 @@ return a / b;`; float accumulator = 0.0; - const float heightScale = float(${heightScale}); - const float widthScale = float(${widthScale}); + const float heightScale = float(${c}); + const float widthScale = float(${u}); - const float invHeightScale = float(${invHeightScale}); - const float invWidthScale = float(${invWidthScale}); + const float invHeightScale = float(${h}); + const float invWidthScale = float(${d}); - const int winHeight = int(${winHeight}); - const int winWidth = int(${winWidth}); + const int winHeight = int(${p}); + const int winWidth = int(${f}); // Compute bounds for where in dy we will look float startRLerp = floor(float(r) * invHeightScale); @@ -42245,7 +3739,7 @@ return a / b;`; int dyR = dyROffset + startDyR; // Guard against the window exceeding the bounds of dy - if (dyR < 0 || dyR >= ${yHeight}) { + if (dyR < 0 || dyR >= ${s}) { continue; } @@ -42253,26 +3747,26 @@ return a / b;`; int dyC = dyCOffset + startDyC; // Guard against the window exceeding the bounds of dy - if (dyC < 0 || dyC >= ${yWidth}) { + if (dyC < 0 || dyC >= ${i}) { continue; } float sourceFracRow = - float(${effectiveXSize[0]}) * - (float(dyR) / float(${effectiveYSize[0]})); + float(${o[0]}) * + (float(dyR) / float(${l[0]})); float sourceFracCol = - float(${effectiveXSize[1]}) * - (float(dyC) / float(${effectiveYSize[1]})); + float(${o[1]}) * + (float(dyC) / float(${l[1]})); int sourceNearestRow = int(min( - float(int(${xHeight}) - 1), - ${alignCorners} ? float(round(sourceFracRow)) : + float(int(${r}) - 1), + ${n} ? float(round(sourceFracRow)) : float(floor(sourceFracRow)))); int sourceNearestCol = int(min( - float(int(${xWidth}) - 1), - ${alignCorners} ? float(round(sourceFracCol)) : + float(int(${a}) - 1), + ${n} ? float(round(sourceFracCol)) : float(floor(sourceFracCol)))); if (r == sourceNearestRow && c == sourceNearestCol) { @@ -42284,245 +3778,47 @@ return a / b;`; setOutput(accumulator); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function resizeNearestNeighborGrad2(args) { - const {inputs, backend: backend22, attrs} = args; - const {images, dy} = inputs; - const {alignCorners} = attrs; - const program = new ResizeNearestNeigborBackpropProgram(dy.shape, images.shape, alignCorners); - return backend22.runWebGLProgram(program, [dy], dy.dtype); - } - var resizeNearestNeighborGradConfig2 = { - kernelName: ResizeNearestNeighborGrad, - backendName: "webgl", - kernelFunc: resizeNearestNeighborGrad2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ReverseProgram = class { - constructor(xShape, axis) { - this.variableNames = ["x"]; - const rank = xShape.length; - if (rank > 4) { - throw new Error(`WebGL backend: Reverse of rank-${rank} tensor is not yet supported`); - } - this.outputShape = xShape; - if (rank === 1) { - this.userCode = ` + `}};function fH(e){let{inputs:t,backend:n,attrs:r}=e,{images:a,dy:s}=t,{alignCorners:i}=r,o=new pH(s.shape,a.shape,i);return n.runWebGLProgram(o,[s],s.dtype)}var mH={kernelName:Yh,backendName:"webgl",kernelFunc:fH},AH=class{constructor(e,t){this.variableNames=["x"];let n=e.length;if(n>4)throw new Error(`WebGL backend: Reverse of rank-${n} tensor is not yet supported`);if(this.outputShape=e,n===1){this.userCode=` void main() { int coord = getOutputCoords(); - setOutput(getX(${xShape[0]} - coord - 1)); + setOutput(getX(${e[0]} - coord - 1)); } - `; - return; - } - const getInCoord = (i) => { - if (axis.indexOf(i) !== -1 && xShape[i] !== 1) { - return `${xShape[i]} - coords[${i}] - 1`; - } - return `coords[${i}]`; - }; - const inCoords = xShape.map((_, i) => getInCoord(i)).join(","); - const type = getCoordsDataType(rank); - this.userCode = ` + `;return}let r=i=>t.indexOf(i)!==-1&&e[i]!==1?`${e[i]} - coords[${i}] - 1`:`coords[${i}]`,a=e.map((i,o)=>r(o)).join(","),s=ot(n);this.userCode=` void main() { - ${type} coords = getOutputCoords(); - setOutput(getX(${inCoords})); + ${s} coords = getOutputCoords(); + setOutput(getX(${a})); } - `; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ReversePackedProgram = class { - constructor(xShape, axis) { - this.variableNames = ["x"]; - this.packedInputs = true; - this.packedOutput = true; - const rank = xShape.length; - if (rank > 4) { - throw new Error(`WebGL backend: Reverse of rank-${rank} tensor is not yet supported`); - } - this.outputShape = xShape; - const channels = getChannels("rc", rank); - const nextColumn = `${channels[rank - 1]} + 1 < ${this.outputShape[rank - 1]}`; - const nextRow = `${channels[rank - 2]} + 1 < ${this.outputShape[rank - 2]}`; - const type = getCoordsDataType(rank); - if (rank === 1) { - this.userCode = ` + `}},yH=class{constructor(e,t){this.variableNames=["x"],this.packedInputs=!0,this.packedOutput=!0;let n=e.length;if(n>4)throw new Error(`WebGL backend: Reverse of rank-${n} tensor is not yet supported`);this.outputShape=e;let r=dn("rc",n),a=`${r[n-1]} + 1 < ${this.outputShape[n-1]}`,s=`${r[n-2]} + 1 < ${this.outputShape[n-2]}`,i=ot(n);n===1?this.userCode=` void main(){ int rc = getOutputCoords(); vec4 result = vec4(0.); - result.r = getChannel(getX(${xShape[0]} - rc - 1), - ${xShape[0]} - rc - 1); - if(${nextColumn}){ - result.g = getChannel(getX(${xShape[0]} - (rc + 1) - 1), - ${xShape[0]} - (rc + 1) - 1); + result.r = getChannel(getX(${e[0]} - rc - 1), + ${e[0]} - rc - 1); + if(${a}){ + result.g = getChannel(getX(${e[0]} - (rc + 1) - 1), + ${e[0]} - (rc + 1) - 1); } setOutput(result); } - `; - } else { - this.userCode = ` + `:this.userCode=` void main() { - ${type} rc = getOutputCoords(); + ${i} rc = getOutputCoords(); vec4 result = vec4(0.); - result.r = ${getR(channels.slice())}; - if(${nextColumn}){ - result.g = ${getG(channels.slice())}; + result.r = ${o(r.slice())}; + if(${a}){ + result.g = ${l(r.slice())}; } - if(${nextRow}) { - result.b = ${getB(channels.slice())}; - if(${nextColumn}) { - result.a = ${getA(channels.slice())}; + if(${s}) { + result.b = ${c(r.slice())}; + if(${a}) { + result.a = ${u(r.slice())}; } } setOutput(result); } - `; - } - function getR(channels2) { - return getChannel(channels2); - } - function getG(channels2) { - channels2[rank - 1] = "(" + channels2[rank - 1] + ` + 1)`; - return getChannel(channels2); - } - function getB(channels2) { - channels2[rank - 2] = "(" + channels2[rank - 2] + ` + 1)`; - return getChannel(channels2); - } - function getA(channels2) { - channels2[rank - 1] = "(" + channels2[rank - 1] + ` + 1)`; - channels2[rank - 2] = "(" + channels2[rank - 2] + ` + 1)`; - return getChannel(channels2); - } - function getChannel(channels2) { - const inCoordsArray = xShape.map((_, i) => getInCoord(i, channels2)); - const inCoords = inCoordsArray.join(","); - const innerDims = inCoordsArray.slice(-2).join(","); - return `getChannel(getX(${inCoords}), vec2(${innerDims}))`; - } - function getInCoord(i, channels1) { - if (axis.indexOf(i) !== -1 && xShape[i] !== 1) { - return `${xShape[i]} - ${channels1[i]} - 1`; - } else { - return `${channels1[i]}`; - } - } - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function reverse3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dims} = attrs; - const xRank = x.shape.length; - const $dims = util_exports.parseAxisParam(dims, x.shape); - if (xRank === 0) { - return identity2({inputs: {x}, backend: backend22}); - } - const program = env().getBool("WEBGL_PACK_ARRAY_OPERATIONS") ? new ReversePackedProgram(x.shape, $dims) : new ReverseProgram(x.shape, $dims); - return backend22.runWebGLProgram(program, [x], x.dtype); - } - var reverseConfig2 = { - kernelName: Reverse, - backendName: "webgl", - kernelFunc: reverse3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var RotateProgram = class { - constructor(imageShape, fillValue) { - this.variableNames = ["Image"]; - this.outputShape = []; - const imageHeight = imageShape[1]; - const imageWidth = imageShape[2]; - this.outputShape = imageShape; - let fillSnippet = ""; - if (typeof fillValue === "number") { - fillSnippet = `float outputValue = ${fillValue.toFixed(2)};`; - } else { - fillSnippet = ` - vec3 fill = vec3(${fillValue.join(",")}); - float outputValue = fill[coords[3]];`; - } - this.userCode = ` + `;function o(p){return h(p)}function l(p){return p[n-1]="("+p[n-1]+" + 1)",h(p)}function c(p){return p[n-2]="("+p[n-2]+" + 1)",h(p)}function u(p){return p[n-1]="("+p[n-1]+" + 1)",p[n-2]="("+p[n-2]+" + 1)",h(p)}function h(p){let f=e.map((y,g)=>d(g,p)),m=f.join(","),A=f.slice(-2).join(",");return`getChannel(getX(${m}), vec2(${A}))`}function d(p,f){return t.indexOf(p)!==-1&&e[p]!==1?`${e[p]} - ${f[p]} - 1`:`${f[p]}`}}};function gH(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{dims:s}=r,i=a.shape.length,o=v.parseAxisParam(s,a.shape);if(i===0)return On({inputs:{x:a},backend:n});let l=J().getBool("WEBGL_PACK_ARRAY_OPERATIONS")?new yH(a.shape,o):new AH(a.shape,o);return n.runWebGLProgram(l,[a],a.dtype)}var xH={kernelName:Ws,backendName:"webgl",kernelFunc:gH},wH=class{constructor(e,t){this.variableNames=["Image"],this.outputShape=[];let n=e[1],r=e[2];this.outputShape=e;let a="";typeof t=="number"?a=`float outputValue = ${t.toFixed(2)};`:a=` + vec3 fill = vec3(${t.join(",")}); + float outputValue = fill[coords[3]];`,this.userCode=` uniform vec4 params; void main() { ivec4 coords = getOutputCoords(); @@ -42534,70 +3830,13 @@ return a / b;`; (float(y) - params[1]) * params[3]; int coordX = int(round(coordXFloat + params[0])); int coordY = int(round(coordYFloat + params[1])); - ${fillSnippet} - if(coordX >= 0 && coordX < ${imageWidth} && coordY >= 0 && coordY < ${imageHeight}) { + ${a} + if(coordX >= 0 && coordX < ${r} && coordY >= 0 && coordY < ${n}) { outputValue = getImage(coords[0], coordY, coordX, coords[3]); } setOutput(outputValue); } - `; - } - getCustomSetupFunc(centerX, centerY, sinFactor, cosFactor) { - return (gpgpu, webGLProgram) => { - if (this.paramsLoc == null) { - this.paramsLoc = gpgpu.getUniformLocationNoThrow(webGLProgram, "params"); - } - gpgpu.gl.uniform4f(this.paramsLoc, centerX, centerY, sinFactor, cosFactor); - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var rotateWithOffsetConfig2 = { - kernelName: RotateWithOffset, - backendName: "webgl", - kernelFunc: ({inputs, attrs, backend: backend22}) => { - const {image: image3} = inputs; - const {radians, fillValue, center} = attrs; - const webglBackend = backend22; - const program = new RotateProgram(image3.shape, fillValue); - const [centerX, centerY] = backend_util_exports.getImageCenter(center, image3.shape[1], image3.shape[2]); - const customSetup = program.getCustomSetupFunc(centerX, centerY, Math.sin(radians), Math.cos(radians)); - const output = webglBackend.runWebGLProgram(program, [image3], image3.dtype, customSetup); - return output; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ROUND = ` + `}getCustomSetupFunc(e,t,n,r){return(a,s)=>{this.paramsLoc==null&&(this.paramsLoc=a.getUniformLocationNoThrow(s,"params")),a.gl.uniform4f(this.paramsLoc,e,t,n,r)}}},bH={kernelName:Zo,backendName:"webgl",kernelFunc:({inputs:e,attrs:t,backend:n})=>{let{image:r}=e,{radians:a,fillValue:s,center:i}=t,o=n,l=new wH(r.shape,s),[c,u]=R.getImageCenter(i,r.shape[1],r.shape[2]),h=l.getCustomSetupFunc(c,u,Math.sin(a),Math.cos(a));return o.runWebGLProgram(l,[r],r.dtype,h)}},_H=` // OpenGL ES does not support round function. // The algorithm is based on banker's rounding. float base = floor(x); @@ -42612,366 +3851,51 @@ return a / b;`; return base + 1.0; } } -`; - var round4 = unaryKernelFunc2({opSnippet: ROUND}); - var roundConfig2 = { - kernelName: Round, - backendName: "webgl", - kernelFunc: round4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var RSQRT = `return inversesqrt(x);`; - var rsqrt3 = unaryKernelFunc2({opSnippet: RSQRT, cpuKernelImpl: rsqrtImplCPU}); - var rsqrtConfig2 = { - kernelName: Rsqrt, - backendName: "webgl", - kernelFunc: rsqrt3 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ScatterProgram = class { - constructor(updateSize, sliceDim, indicesRank, updatesRank, strides, shape, summingDupeIndex = true) { - this.variableNames = ["updates", "indices", "defaultValue"]; - this.outputShape = shape; - const stridesType = getCoordsDataType(strides.length); - const dtype = getCoordsDataType(shape.length); - let indicesString = ""; - if (indicesRank === 1) { - indicesString = "i"; - } else if (indicesRank === 2) { - indicesString = "i, j"; - } - const indicesSnippet = `getIndices(${indicesString})`; - let updatesString = ""; - if (updatesRank === 1) { - updatesString = "i"; - } else if (updatesRank === 2) { - updatesString = "i, coords[1]"; - } - const updatesSnippet = `getUpdates(${updatesString})`; - const strideString = sliceDim > 1 ? "strides[j]" : "strides"; - this.userCode = ` - ${stridesType} strides = ${stridesType}(${strides}); +`,vH=Xe({opSnippet:_H}),kH={kernelName:Bs,backendName:"webgl",kernelFunc:vH},IH="return inversesqrt(x);",NH=Xe({opSnippet:IH,cpuKernelImpl:dP}),SH={kernelName:Vs,backendName:"webgl",kernelFunc:NH},$_=class{constructor(e,t,n,r,a,s,i=!0){this.variableNames=["updates","indices","defaultValue"],this.outputShape=s;let o=ot(a.length),l=ot(s.length),c="";n===1?c="i":n===2&&(c="i, j");let u=`getIndices(${c})`,h="";r===1?h="i":r===2&&(h="i, coords[1]");let d=`getUpdates(${h})`,p=t>1?"strides[j]":"strides";this.userCode=` + ${o} strides = ${o}(${a}); void main() { - ${dtype} coords = getOutputCoords(); + ${l} coords = getOutputCoords(); float sum = 0.0; bool found = false; - for (int i = 0; i < ${updateSize}; i++) { + for (int i = 0; i < ${e}; i++) { int flattenedIndex = 0; - for (int j = 0; j < ${sliceDim}; j++) { - int index = round(${indicesSnippet}); - flattenedIndex += index * ${strideString}; + for (int j = 0; j < ${t}; j++) { + int index = round(${u}); + flattenedIndex += index * ${p}; } if (flattenedIndex == coords[0]) { - sum += ${updatesSnippet}; + sum += ${d}; found = true; } } setOutput(mix(getDefaultValue(), sum, float(found))); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function scatterNd2(args) { - const {inputs, backend: backend22, attrs} = args; - const {indices, updates} = inputs; - const {shape} = attrs; - const {sliceRank, numUpdates, sliceSize, strides, outputSize} = backend_util_exports.calculateShapes(updates, indices, shape); - const flattenShape = [outputSize / sliceSize, sliceSize]; - if (outputSize === 0) { - return backend22.makeTensorInfo(shape, indices.dtype); - } - const flattenIndices = reshape3({inputs: {x: indices}, backend: backend22, attrs: {shape: [numUpdates, sliceRank]}}); - const flattenX = reshape3({inputs: {x: updates}, backend: backend22, attrs: {shape: [numUpdates, sliceSize]}}); - const defaultValue = backend22.makeTensorInfo([], "float32", new Float32Array([0])); - const program = new ScatterProgram(numUpdates, sliceRank, flattenIndices.shape.length, flattenX.shape.length, strides, flattenShape); - const res = backend22.runWebGLProgram(program, [flattenX, flattenIndices, defaultValue], flattenX.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape}}); - backend22.disposeIntermediateTensorInfo(flattenIndices); - backend22.disposeIntermediateTensorInfo(flattenX); - backend22.disposeIntermediateTensorInfo(res); - backend22.disposeIntermediateTensorInfo(defaultValue); - return reshaped; - } - var scatterNdConfig2 = { - kernelName: ScatterNd, - backendName: "webgl", - kernelFunc: scatterNd2 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SelectProgram = class { - constructor(cRank, shape, rank) { - this.variableNames = ["c", "a", "b"]; - this.outputShape = shape; - let cCoords; - let abCoords; - if (rank > 4) { - throw Error(`Where for rank ${rank} is not yet supported`); - } - if (rank === 1) { - abCoords = `resRC`; - cCoords = `resRC`; - } else { - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w"]; - const cCoordVars = []; - const abCoordVars = []; - for (let i = 0; i < shape.length; i++) { - abCoordVars.push(`${currentCoords[i]}`); - if (i < cRank) { - cCoordVars.push(`${currentCoords[i]}`); - } - } - cCoords = cCoordVars.join(); - abCoords = abCoordVars.join(); - } - const dtype = getCoordsDataType(rank); - this.userCode = ` + `}};function TH(e){let{inputs:t,backend:n,attrs:r}=e,{indices:a,updates:s}=t,{shape:i}=r,{sliceRank:o,numUpdates:l,sliceSize:c,strides:u,outputSize:h}=R.calculateShapes(s,a,i),d=[h/c,c];if(h===0)return n.makeTensorInfo(i,a.dtype);let p=xe({inputs:{x:a},backend:n,attrs:{shape:[l,o]}}),f=xe({inputs:{x:s},backend:n,attrs:{shape:[l,c]}}),m=n.makeTensorInfo([],"float32",new Float32Array([0])),A=new $_(l,o,p.shape.length,f.shape.length,u,d),y=n.runWebGLProgram(A,[f,p,m],f.dtype),g=xe({inputs:{x:y},backend:n,attrs:{shape:i}});return n.disposeIntermediateTensorInfo(p),n.disposeIntermediateTensorInfo(f),n.disposeIntermediateTensorInfo(y),n.disposeIntermediateTensorInfo(m),g}var CH={kernelName:zo,backendName:"webgl",kernelFunc:TH},EH=class{constructor(e,t,n){this.variableNames=["c","a","b"],this.outputShape=t;let r,a;if(n>4)throw Error(`Where for rank ${n} is not yet supported`);if(n===1)a="resRC",r="resRC";else{let i=["resRC.x","resRC.y","resRC.z","resRC.w"],o=[],l=[];for(let c=0;c= 1.0) { - setOutput(getA(${abCoords})); + setOutput(getA(${a})); } else { - setOutput(getB(${abCoords})); + setOutput(getB(${a})); } } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function select2(args) { - const {inputs, backend: backend22} = args; - const {condition, t, e} = inputs; - const program = new SelectProgram(condition.shape.length, t.shape, t.shape.length); - return backend22.runWebGLProgram(program, [condition, t, e], upcastType(t.dtype, e.dtype)); - } - var selectConfig2 = { - kernelName: Select, - backendName: "webgl", - kernelFunc: select2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SELU = ` + `}};function RH(e){let{inputs:t,backend:n}=e,{condition:r,t:a,e:s}=t,i=new EH(r.shape.length,a.shape,a.shape.length);return n.runWebGLProgram(i,[r,a,s],nr(a.dtype,s.dtype))}var MH={kernelName:Po,backendName:"webgl",kernelFunc:RH},FH=` // Stable and Attracting Fixed Point (0, 1) for Normalized Weights. // see: https://arxiv.org/abs/1706.02515 - float scaleAlpha = ${backend_util_exports.SELU_SCALEALPHA}; - float scale = ${backend_util_exports.SELU_SCALE}; + float scaleAlpha = ${R.SELU_SCALEALPHA}; + float scale = ${R.SELU_SCALE}; return (x >= 0.0) ? scale * x : scaleAlpha * (exp(x) - 1.0); -`; - var selu3 = unaryKernelFunc2({opSnippet: SELU}); - var seluConfig2 = { - kernelName: Selu, - backendName: "webgl", - kernelFunc: selu3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SIGMOID = `return 1.0 / (1.0 + exp(-1.0 * x));`; - var sigmoid3 = unaryKernelFunc2({opSnippet: SIGMOID}); - var sigmoidConfig2 = { - kernelName: Sigmoid, - backendName: "webgl", - kernelFunc: sigmoid3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SIGN = ` +`,$H=Xe({opSnippet:FH}),DH={kernelName:Lo,backendName:"webgl",kernelFunc:$H},OH="return 1.0 / (1.0 + exp(-1.0 * x));",zH=Xe({opSnippet:OH}),PH={kernelName:js,backendName:"webgl",kernelFunc:zH},LH=` if (isnan(x)) { return 0.0; } return sign(x); -`; - var sign3 = unaryKernelFunc2({opSnippet: SIGN}); - var signConfig2 = { - kernelName: Sign, - backendName: "webgl", - kernelFunc: sign3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SIN = CHECK_NAN_SNIPPET_UNARY + ` +`,WH=Xe({opSnippet:LH}),BH={kernelName:Vo,backendName:"webgl",kernelFunc:WH},VH=qb+` return sin(x); -`; - var sin3 = unaryKernelFunc2({opSnippet: SIN}); - var sinConfig2 = { - kernelName: Sin, - backendName: "webgl", - kernelFunc: sin3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SINH = ` +`,UH=Xe({opSnippet:VH}),jH={kernelName:Us,backendName:"webgl",kernelFunc:UH},HH=` float e2x = exp(x); return (e2x - 1.0 / e2x) / 2.0; -`; - var sinh3 = unaryKernelFunc2({opSnippet: SINH}); - var sinhConfig2 = { - kernelName: Sinh, - backendName: "webgl", - kernelFunc: sinh3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SOFTPLUS = ` +`,GH=Xe({opSnippet:HH}),qH={kernelName:Bo,backendName:"webgl",kernelFunc:GH},XH=` float epsilon = 1.1920928955078125e-7; float threshold = log(epsilon) + 2.0; @@ -42991,542 +3915,28 @@ return a / b;`; result = log(exp_x + 1.0); } return result; -`; - var softplus3 = unaryKernelFunc2({opSnippet: SOFTPLUS}); - var softplusConfig2 = { - kernelName: Softplus, - backendName: "webgl", - kernelFunc: softplus3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var spaceToBatchND3 = (args) => { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {blockShape, paddings} = attrs; - util_exports.assert(x.shape.length <= 4, () => "spaceToBatchND for rank > 4 with a WebGL backend not implemented yet"); - const prod5 = blockShape.reduce((a, b) => a * b); - const completePaddings = [[0, 0]]; - completePaddings.push(...paddings); - for (let i = 1 + blockShape.length; i < x.shape.length; ++i) { - completePaddings.push([0, 0]); - } - const toDispose = []; - const paddedX = padV22({ - inputs: {x}, - backend: backend22, - attrs: {paddings: completePaddings, constantValue: 0} - }); - const reshapedPaddedShape = backend_util_exports.getReshaped(paddedX.shape, blockShape, prod5, false); - const permutedReshapedPaddedPermutation = backend_util_exports.getPermuted(reshapedPaddedShape.length, blockShape.length, false); - const flattenShape = backend_util_exports.getReshapedPermuted(paddedX.shape, blockShape, prod5, false); - const reshapedPaddedX = reshape3({inputs: {x: paddedX}, backend: backend22, attrs: {shape: reshapedPaddedShape}}); - const paddedXT = transpose3({ - inputs: {x: reshapedPaddedX}, - backend: backend22, - attrs: {perm: permutedReshapedPaddedPermutation} - }); - const result = reshape3({inputs: {x: paddedXT}, backend: backend22, attrs: {shape: flattenShape}}); - toDispose.push(paddedX); - toDispose.push(reshapedPaddedX); - toDispose.push(paddedXT); - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; - }; - var spaceToBatchNDConfig2 = { - kernelName: SpaceToBatchND, - backendName: "webgl", - kernelFunc: spaceToBatchND3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function sparseToDense3(args) { - const {inputs, backend: backend22, attrs} = args; - const {sparseIndices, sparseValues, defaultValue} = inputs; - const {outputShape} = attrs; - const {sliceRank, numUpdates, strides, outputSize} = backend_util_exports.calculateShapes(sparseValues, sparseIndices, outputShape); - const sumDupeIndices = false; - const program = new ScatterProgram(numUpdates, sliceRank, sparseIndices.shape.length, sparseValues.shape.length, strides, [outputSize, 1], sumDupeIndices); - const res = backend22.runWebGLProgram(program, [sparseValues, sparseIndices, defaultValue], sparseValues.dtype); - const reshaped = reshape3({inputs: {x: res}, backend: backend22, attrs: {shape: outputShape}}); - backend22.disposeIntermediateTensorInfo(res); - return reshaped; - } - var sparseToDenseConfig2 = { - kernelName: SparseToDense, - backendName: "webgl", - kernelFunc: sparseToDense3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function splitV2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {numOrSizeSplits, axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, x.shape)[0]; - const splitSizes = backend_util_exports.prepareSplitSize(x, numOrSizeSplits, $axis); - const xRank = x.shape.length; - const begin = new Array(xRank).fill(0); - const size = x.shape.slice(); - return splitSizes.map((s) => { - const sliceSize = [...size]; - sliceSize[$axis] = s; - const sliceT = slice3({inputs: {x}, backend: backend22, attrs: {begin, size: sliceSize}}); - begin[$axis] += s; - return sliceT; - }); - } - var splitVConfig2 = { - kernelName: SplitV, - backendName: "webgl", - kernelFunc: splitV2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SQRT = `return sqrt(x);`; - var sqrt3 = unaryKernelFunc2({opSnippet: SQRT}); - var sqrtConfig2 = { - kernelName: Sqrt, - backendName: "webgl", - kernelFunc: sqrt3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SQUARE = `return x * x;`; - var square2 = unaryKernelFunc2({opSnippet: SQUARE}); - var squareConfig2 = { - kernelName: Square, - backendName: "webgl", - kernelFunc: square2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SQUARED_DIFFERENCE = "return (a - b) * (a - b);"; - var squaredDifference3 = binaryKernelFunc2({opSnippet: SQUARED_DIFFERENCE, packedOpSnippet: SQUARED_DIFFERENCE}); - var squaredDifferenceConfig2 = { - kernelName: SquaredDifference, - backendName: "webgl", - kernelFunc: squaredDifference3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function step3({inputs, attrs, backend: backend22}) { - const {x} = inputs; - const opSnippet = CHECK_NAN_SNIPPET + ` - return x > 0.0 ? 1.0 : float(${attrs.alpha}); - `; - const program = new UnaryOpProgram(x.shape, opSnippet); - return backend22.runWebGLProgram(program, [x], x.dtype); - } - var stepConfig2 = { - kernelName: Step, - backendName: "webgl", - kernelFunc: step3 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var StridedSliceProgram = class { - constructor(begin, strides, size) { - this.variableNames = ["x"]; - this.outputShape = size; - const rank = size.length; - const inputDtype = getCoordsDataType(size.length); - const dtype = getCoordsDataType(size.length); - let newCoords = ""; - if (rank === 1) { - newCoords = "coords * strides + begin"; - } else { - let outputAxis = 0; - newCoords = size.map((_, i) => { - outputAxis++; - return size.length === 1 ? `coords * strides[${i}] + begin[${i}]` : `coords[${outputAxis - 1}] * strides[${i}] + begin[${i}]`; - }).join(","); - } - this.userCode = ` - ${inputDtype} begin = ${inputDtype}(${begin}); - ${inputDtype} strides = ${inputDtype}(${strides}); +`,KH=Xe({opSnippet:XH}),ZH={kernelName:Uo,backendName:"webgl",kernelFunc:KH},YH=e=>{let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{blockShape:s,paddings:i}=r;v.assert(a.shape.length<=4,()=>"spaceToBatchND for rank > 4 with a WebGL backend not implemented yet");let o=s.reduce((y,g)=>y*g),l=[[0,0]];l.push(...i);for(let y=1+s.length;yn.disposeIntermediateTensorInfo(y)),A},JH={kernelName:Nu,backendName:"webgl",kernelFunc:YH};function QH(e){let{inputs:t,backend:n,attrs:r}=e,{sparseIndices:a,sparseValues:s,defaultValue:i}=t,{outputShape:o}=r,{sliceRank:l,numUpdates:c,strides:u,outputSize:h}=R.calculateShapes(s,a,o),d=!1,p=new $_(c,l,a.shape.length,s.shape.length,u,[h,1],d),f=n.runWebGLProgram(p,[s,a,i],s.dtype),m=xe({inputs:{x:f},backend:n,attrs:{shape:o}});return n.disposeIntermediateTensorInfo(f),m}var eG={kernelName:Qh,backendName:"webgl",kernelFunc:QH};function tG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{numOrSizeSplits:s,axis:i}=r,o=v.parseAxisParam(i,a.shape)[0],l=R.prepareSplitSize(a,s,o),c=a.shape.length,u=new Array(c).fill(0),h=a.shape.slice();return l.map(d=>{let p=[...h];p[o]=d;let f=mc({inputs:{x:a},backend:n,attrs:{begin:u,size:p}});return u[o]+=d,f})}var nG={kernelName:jo,backendName:"webgl",kernelFunc:tG},rG="return sqrt(x);",aG=Xe({opSnippet:rG}),sG={kernelName:Hs,backendName:"webgl",kernelFunc:aG},iG="return x * x;",oG=Xe({opSnippet:iG}),lG={kernelName:Su,backendName:"webgl",kernelFunc:oG},D_="return (a - b) * (a - b);",uG=en({opSnippet:D_,packedOpSnippet:D_}),cG={kernelName:Xs,backendName:"webgl",kernelFunc:uG};function hG({inputs:e,attrs:t,backend:n}){let{x:r}=e,a=gr+` + return x > 0.0 ? 1.0 : float(${t.alpha}); + `,s=new La(r.shape,a);return n.runWebGLProgram(s,[r],r.dtype)}var dG={kernelName:Na,backendName:"webgl",kernelFunc:hG},pG=class{constructor(e,t,n){this.variableNames=["x"],this.outputShape=n;let r=n.length,a=ot(n.length),s=ot(n.length),i="";if(r===1)i="coords * strides + begin";else{let o=0;i=n.map((l,c)=>(o++,n.length===1?`coords * strides[${c}] + begin[${c}]`:`coords[${o-1}] * strides[${c}] + begin[${c}]`)).join(",")}this.userCode=` + ${a} begin = ${a}(${e}); + ${a} strides = ${a}(${t}); void main() { - ${dtype} coords = getOutputCoords(); - setOutput(getX(${newCoords})); + ${s} coords = getOutputCoords(); + setOutput(getX(${i})); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function stridedSlice3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask} = attrs; - const {nonStrided, $begin, $strides, size, newShape, outShape} = slice_util_exports.sliceInfo(x.shape, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask); - const $x = reshape3({inputs: {x}, backend: backend22, attrs: {shape: newShape}}); - let result; - if (nonStrided) { - const sliced = slice3({inputs: {x: $x}, backend: backend22, attrs: {begin: $begin, size}}); - result = reshape3({inputs: {x: sliced}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo(sliced); - } else if (outShape.some((axis) => axis === 0)) { - result = backend22.makeTensorInfo(outShape, x.dtype, []); - } else { - const shouldExecuteOnCPU = backend22.shouldExecuteOnCPU([$x]); - if (shouldExecuteOnCPU) { - const xTexData = backend22.texData.get($x.dataId); - const values = xTexData.values; - const xBuf = buffer($x.shape, $x.dtype, values); - const resultValues = stridedSliceImplCPU(outShape, xBuf, $strides, $begin); - result = backend22.makeTensorInfo(outShape, $x.dtype, resultValues.values); - } else { - const program = new StridedSliceProgram($begin, $strides, outShape); - result = backend22.runWebGLProgram(program, [$x], $x.dtype); - } - } - const resultReshaped = reshape3({inputs: {x: result}, backend: backend22, attrs: {shape: outShape}}); - backend22.disposeIntermediateTensorInfo($x); - backend22.disposeIntermediateTensorInfo(result); - return resultReshaped; - } - var stridedSliceConfig2 = { - kernelName: StridedSlice, - backendName: "webgl", - kernelFunc: stridedSlice3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TAN = `return tan(x);`; - var tan3 = unaryKernelFunc2({opSnippet: TAN}); - var tanConfig2 = { - kernelName: Tan, - backendName: "webgl", - kernelFunc: tan3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TANH = ` + `}};function fG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{begin:s,end:i,strides:o,beginMask:l,endMask:c,ellipsisMask:u,newAxisMask:h,shrinkAxisMask:d}=r,{nonStrided:p,$begin:f,$strides:m,size:A,newShape:y,outShape:g}=ln.sliceInfo(a.shape,s,i,o,l,c,u,h,d),w=xe({inputs:{x:a},backend:n,attrs:{shape:y}}),b;if(p){let x=mc({inputs:{x:w},backend:n,attrs:{begin:f,size:A}});b=xe({inputs:{x},backend:n,attrs:{shape:g}}),n.disposeIntermediateTensorInfo(x)}else if(g.some(x=>x===0))b=n.makeTensorInfo(g,a.dtype,[]);else if(n.shouldExecuteOnCPU([w])){let x=n.texData.get(w.dataId).values,N=Be(w.shape,w.dtype,x),T=fP(g,N,m,f);b=n.makeTensorInfo(g,w.dtype,T.values)}else{let x=new pG(f,m,g);b=n.runWebGLProgram(x,[w],w.dtype)}let _=xe({inputs:{x:b},backend:n,attrs:{shape:g}});return n.disposeIntermediateTensorInfo(w),n.disposeIntermediateTensorInfo(b),_}var mG={kernelName:Ho,backendName:"webgl",kernelFunc:fG},AG="return tan(x);",yG=Xe({opSnippet:AG}),gG={kernelName:Go,backendName:"webgl",kernelFunc:yG},xG=` float e2x = exp(-2.0 * abs(x)); return sign(x) * (1.0 - e2x) / (1.0 + e2x); -`; - var tanh4 = unaryKernelFunc2({opSnippet: TANH}); - var tanhConfig2 = { - kernelName: Tanh, - backendName: "webgl", - kernelFunc: tanh4 - }; - /** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TileProgram = class { - constructor(aShape, reps) { - this.variableNames = ["A"]; - const outputShape = new Array(aShape.length); - for (let i = 0; i < outputShape.length; i++) { - outputShape[i] = aShape[i] * reps[i]; - } - this.outputShape = outputShape; - this.rank = outputShape.length; - const dtype = getCoordsDataType(this.rank); - const sourceCoords = getSourceCoords3(aShape); - this.userCode = ` +`,wG=Xe({opSnippet:xG}),bG={kernelName:Zs,backendName:"webgl",kernelFunc:wG},vG=class{constructor(e,t){this.variableNames=["A"];let n=new Array(e.length);for(let s=0;s 5) { - throw Error(`Tile for rank ${rank} is not yet supported`); - } - if (rank === 1) { - return `imod(resRC, ${aShape[0]})`; - } - const currentCoords = ["resRC.x", "resRC.y", "resRC.z", "resRC.w", "resRC.u"]; - const sourceCoords = []; - for (let i = 0; i < aShape.length; i++) { - sourceCoords.push(`imod(${currentCoords[i]}, ${aShape[i]})`); - } - return sourceCoords.join(); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function tile3(params) { - const {inputs, backend: backend22, attrs} = params; - const {x} = inputs; - const {reps} = attrs; - if (x.dtype === "string") { - const data2 = backend22.readSync(x.dataId); - const decodedData = data2.map((d) => util_exports.decodeString(d)); - const buf = buffer(x.shape, x.dtype, decodedData); - const outBuf = tileImplCPU(buf, reps); - return backend22.makeTensorInfo(outBuf.shape, outBuf.dtype, outBuf.values); - } - const program = new TileProgram(x.shape, reps); - const output = backend22.runWebGLProgram(program, [x], x.dtype); - return output; - } - var tileConfig2 = { - kernelName: Tile, - backendName: "webgl", - kernelFunc: tile3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function topK2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {k, sorted} = attrs; - const xVals = backend22.readSync(x.dataId); - const [allTopKVals, allTopKIndices] = topKImplCPU(xVals, x.shape, x.dtype, k, sorted); - return [ - backend22.makeTensorInfo(allTopKVals.shape, allTopKVals.dtype, allTopKVals.values), - backend22.makeTensorInfo(allTopKIndices.shape, allTopKIndices.dtype, allTopKIndices.values) - ]; - } - var topKConfig2 = { - kernelName: TopK, - backendName: "webgl", - kernelFunc: topK2 - }; - /** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TransformProgram = class { - constructor(imageHeight, imageWidth, interpolation, fillMode, fillValue, outShape) { - this.variableNames = ["Image", "Transforms"]; - this.outputShape = outShape; - const interpolationModeId = interpolation === "nearest" ? 1 : 2; - let fillModeId; - switch (fillMode) { - case "constant": - fillModeId = 1; - break; - case "reflect": - fillModeId = 2; - break; - case "wrap": - fillModeId = 3; - break; - case "nearest": - fillModeId = 4; - break; - default: - fillModeId = 1; - break; - } - this.userCode = ` + `}};function _G(e){let t=e.length;if(t>5)throw Error(`Tile for rank ${t} is not yet supported`);if(t===1)return`imod(resRC, ${e[0]})`;let n=["resRC.x","resRC.y","resRC.z","resRC.w","resRC.u"],r=[];for(let a=0;av.decodeString(u)),l=Be(a.shape,a.dtype,o),c=AP(l,s);return n.makeTensorInfo(c.shape,c.dtype,c.values)}let i=new vG(a.shape,s);return n.runWebGLProgram(i,[a],a.dtype)}var kG={kernelName:Ia,backendName:"webgl",kernelFunc:O_};function IG(e){let{inputs:t,backend:n,attrs:r}=e,{x:a}=t,{k:s,sorted:i}=r,o=n.readSync(a.dataId),[l,c]=yP(o,a.shape,a.dtype,s,i);return[n.makeTensorInfo(l.shape,l.dtype,l.values),n.makeTensorInfo(c.shape,c.dtype,c.values)]}var NG={kernelName:qo,backendName:"webgl",kernelFunc:IG},SG=class{constructor(e,t,n,r,a,s){this.variableNames=["Image","Transforms"],this.outputShape=s;let i=n==="nearest"?1:2,o;switch(r){case"constant":o=1;break;case"reflect":o=2;break;case"wrap":o=3;break;case"nearest":o=4;break;default:o=1;break}this.userCode=` float mapCoord(float outCoord, float len) { float inCoord = outCoord; - if(${fillModeId} == 2) { + if(${o} == 2) { if (inCoord < 0.0) { if (len <= 1.0) { inCoord = 0.0; @@ -43550,7 +3960,7 @@ return a / b;`; } } return clamp(inCoord, 0.0, len - 1.0); - } else if (${fillModeId} == 3) { + } else if (${o} == 3) { if (inCoord < 0.0) { if (len <= 1.0) { inCoord = 0.0; @@ -43567,7 +3977,7 @@ return a / b;`; } } return clamp(inCoord, 0.0, len - 1.0); - } else if (${fillModeId} == 4) { + } else if (${o} == 4) { return clamp(outCoord, 0.0, len - 1.0); } else { return outCoord; @@ -43577,10 +3987,10 @@ return a / b;`; float readWithFillValue(int batch, int coordY, int coordX, int channel) { float outputValue; - if (0 <= coordY && coordY < ${imageHeight} && 0 <= coordX && coordX < ${imageWidth}) { + if (0 <= coordY && coordY < ${e} && 0 <= coordX && coordX < ${t}) { outputValue = getImage(batch, coordY, coordX, channel); } else { - outputValue = float(${fillValue}); + outputValue = float(${a}); } return outputValue; } @@ -43604,14 +4014,14 @@ return a / b;`; float c2 = getTransforms(batch, 7); float projection = c1 * xf + c2 * yf + 1.0; if (projection == 0.0) { - outputValue = float(${fillValue}); + outputValue = float(${a}); } else { float inX = (a1 * xf + a2 * yf + a3) / projection; float inY = (b1 * xf + b2 * yf + b3) / projection; - float mapX = mapCoord(inX, float(${imageWidth})); - float mapY = mapCoord(inY, float(${imageHeight})); + float mapX = mapCoord(inX, float(${t})); + float mapY = mapCoord(inY, float(${e})); - if (${interpolationModeId} == 1) { + if (${i} == 1) { int coordY = int(round(mapY)); int coordX = int(round(mapX)); outputValue = readWithFillValue(batch, coordY, coordX, @@ -43635,190 +4045,26 @@ return a / b;`; } setOutput(outputValue); } - `; - } - }; - /** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function transform3(args) { - const {inputs, backend: backend22, attrs} = args; - const {image: image3, transforms} = inputs; - const {interpolation, fillMode, fillValue, outputShape} = attrs; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - const [outHeight, outWidth] = outputShape != null ? outputShape : [imageHeight, imageWidth]; - const outShape = [ - batch, - outHeight, - outWidth, - numChannels - ]; - const program = new TransformProgram(imageHeight, imageWidth, interpolation, fillMode, fillValue, outShape); - return backend22.runWebGLProgram(program, [image3, transforms], "float32"); - } - var transformConfig2 = { - kernelName: Transform, - backendName: "webgl", - kernelFunc: transform3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the License); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an AS IS BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function unique3(args) { - const {inputs, attrs, backend: backend22} = args; - const {axis} = attrs; - const {x} = inputs; - assertNotComplex2(x, "unique"); - console.warn("WARNING: ", "UI might be locked temporarily as data is being downloaded"); - const values = backend22.readSync(x.dataId); - const {outputValues, outputShape, indices} = uniqueImplCPU(values, axis, x.shape, x.dtype); - return [ - backend22.makeTensorInfo(outputShape, x.dtype, outputValues), - backend22.makeTensorInfo([indices.length], "int32", indices) - ]; - } - var uniqueConfig2 = { - kernelName: Unique, - backendName: "webgl", - kernelFunc: unique3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function unpack2(args) { - const {inputs, backend: backend22, attrs} = args; - const {value} = inputs; - let {axis} = attrs; - if (axis < 0) { - axis += value.shape.length; - } - const x = value; - const xRank = x.shape.length; - const num = value.shape[axis]; - const outShape = new Array(xRank - 1); - let outIndex = 0; - for (let i = 0; i < xRank; i++) { - if (i !== axis) { - outShape[outIndex++] = x.shape[i]; - } - } - const toDispose = []; - const begin = new Array(xRank).fill(0); - const size = x.shape.slice(); - size[axis] = 1; - const res = new Array(num); - for (let i = 0; i < res.length; i++) { - begin[axis] = i; - const sliced = slice3({inputs: {x}, backend: backend22, attrs: {begin, size}}); - const reshaped = reshape3({inputs: {x: sliced}, backend: backend22, attrs: {shape: outShape}}); - res[i] = reshaped; - toDispose.push(sliced); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return res; - } - var unpackConfig2 = { - kernelName: Unpack, - backendName: "webgl", - kernelFunc: unpack2 - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var SegmentOpProgram = class { - constructor(segOpInfo, segOpType) { - this.variableNames = ["x", "segmentIds"]; - const windowSize = segOpInfo.windowSize; - const batchSize = segOpInfo.batchSize; - const inSize = segOpInfo.inSize; - const numSegments = segOpInfo.numSegments; - const outSize = numSegments * Math.ceil(inSize / windowSize); - this.outputShape = [batchSize, outSize]; - const initializationValue = "0.0"; - const returnValue = `sumValue`; - const windowSizeNearestVec4 = Math.floor(windowSize / 4) * 4; - const windowSizeVec4Remainder = windowSize % 4; - const updateSnippet = ` + `}};function TG(e){let{inputs:t,backend:n,attrs:r}=e,{image:a,transforms:s}=t,{interpolation:i,fillMode:o,fillValue:l,outputShape:c}=r,[u,h,d,p]=a.shape,[f,m]=c!=null?c:[h,d],A=[u,f,m,p],y=new SG(h,d,i,o,l,A);return n.runWebGLProgram(y,[a,s],"float32")}var CG={kernelName:ed,backendName:"webgl",kernelFunc:TG};function EG(e){let{inputs:t,attrs:n,backend:r}=e,{axis:a}=n,{x:s}=t;kl(s,"unique"),console.warn("WARNING: ","UI might be locked temporarily as data is being downloaded");let i=r.readSync(s.dataId),{outputValues:o,outputShape:l,indices:c}=gP(i,a,s.shape,s.dtype);return[r.makeTensorInfo(l,s.dtype,o),r.makeTensorInfo([c.length],"int32",c)]}var RG={kernelName:td,backendName:"webgl",kernelFunc:EG};function MG(e){let{inputs:t,backend:n,attrs:r}=e,{value:a}=t,{axis:s}=r;s<0&&(s+=a.shape.length);let i=a,o=i.shape.length,l=a.shape[s],c=new Array(o-1),u=0;for(let m=0;mn.disposeIntermediateTensorInfo(m)),f}var FG={kernelName:Xo,backendName:"webgl",kernelFunc:MG},$G=class{constructor(e,t){this.variableNames=["x","segmentIds"];let n=e.windowSize,r=e.batchSize,a=e.inSize,s=e.numSegments,i=s*Math.ceil(a/n);this.outputShape=[r,i];let o="0.0",l="sumValue",c=Math.floor(n/4)*4,u=n%4,h=` sumValue += dot(values, segFilter); - `; - let checkValueOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkValueOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `,d="";a%n>0&&(d=` + if (inIdx < 0 || inIdx >= ${a}) { return initializationValue; } - `; - } - let checkSegmentIdOutOfBounds = ""; - if (inSize % windowSize > 0) { - checkSegmentIdOutOfBounds = ` - if (inIdx < 0 || inIdx >= ${inSize}) { + `);let p="";a%n>0&&(p=` + if (inIdx < 0 || inIdx >= ${a}) { return -1.0; } - `; - } - this.userCode = ` - const float initializationValue = ${initializationValue}; + `),this.userCode=` + const float initializationValue = ${o}; float getValue(int batch, int inIdx) { - ${checkValueOutOfBounds} + ${d} return getX(batch, inIdx); } float getSegmentIdAtIndex(int inIdx) { - ${checkSegmentIdOutOfBounds} + ${p} return getSegmentIds(inIdx); } @@ -43827,12 +4073,12 @@ return a / b;`; int batch = coords[0]; int outIdx = coords[1]; int inOffset = int(floor(float(outIdx) / float( - ${numSegments})) * float(${windowSize})); - int currentSeg = int(mod(float(outIdx), float(${numSegments}))); + ${s})) * float(${n})); + int currentSeg = int(mod(float(outIdx), float(${s}))); float sumValue = 0.0; - for (int i = 0; i < ${windowSizeNearestVec4}; i += 4) { + for (int i = 0; i < ${c}; i += 4) { int inIdx = inOffset + i; vec4 values = vec4( getValue(batch, inIdx), @@ -43848,11 +4094,11 @@ return a / b;`; int(getSegmentIdAtIndex(inIdx + 3)) == currentSeg ? 1 : 0 ); - ${updateSnippet} + ${h} } - int inIdx = inOffset + ${windowSizeNearestVec4}; - if (${windowSizeVec4Remainder === 1}) { + int inIdx = inOffset + ${c}; + if (${u===1}) { vec4 values = vec4( getValue(batch, inIdx), initializationValue, @@ -43869,8 +4115,8 @@ return a / b;`; 0 ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 2}) { + ${h} + } else if (${u===2}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), @@ -43885,8 +4131,8 @@ return a / b;`; 0 ); - ${updateSnippet} - } else if (${windowSizeVec4Remainder === 3}) { + ${h} + } else if (${u===3}) { vec4 values = vec4( getValue(batch, inIdx), getValue(batch, inIdx + 1), @@ -43901,55660 +4147,30 @@ return a / b;`; 0 ); - ${updateSnippet} + ${h} } - setOutput(${returnValue}); + setOutput(${l}); } - `; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function unsortedSegmentSum3(args) { - const {inputs, backend: backend22, attrs} = args; - const {x, segmentIds} = inputs; - const {numSegments} = attrs; - const xRank = x.shape.length; - const toDispose = []; - let axis = 0; - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation != null) { - permutedX = transpose3({inputs: {x}, backend: backend22, attrs: {perm: permutation}}); - toDispose.push(permutedX); - axis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - } - const outShape = backend_util_exports.segment_util.computeOutShape(permutedX.shape, axis, numSegments); - const inSize = util_exports.sizeFromShape([permutedX.shape[axis]]); - const a2D = reshape3({inputs: {x: permutedX}, backend: backend22, attrs: {shape: [-1, inSize]}}); - toDispose.push(a2D); - const outputDType = sumOutType(x.dtype); - const segOpCompute = (x2, segOpType, segmentIds2, dtype, numSegments2) => { - const batchSize = x2.shape[0]; - const inSize2 = x2.shape[1]; - const windowSize = backend_util_exports.segment_util.segOpComputeOptimalWindowSize(inSize2, numSegments2); - const segOpInfo = {windowSize, inSize: inSize2, batchSize, numSegments: numSegments2}; - const program = new SegmentOpProgram(segOpInfo, segOpType); - const output = backend22.compileAndRun(program, [x2, segmentIds2], dtype); - toDispose.push(output); - if (output.shape[1] === numSegments2) { - return output; - } - const rangeInfo = range3({ - backend: backend22, - attrs: {start: 0, stop: numSegments2, step: 1, dtype: "float32"} - }); - const tileInfo = tile3({ - inputs: {x: rangeInfo}, - backend: backend22, - attrs: {reps: [inSize2 / windowSize]} - }); - toDispose.push(rangeInfo); - toDispose.push(tileInfo); - const result2 = segOpCompute(output, segOpType, tileInfo, dtype, numSegments2); - return result2; - }; - const segOpResult = segOpCompute(a2D, "unsortedSegmentSum", segmentIds, outputDType, numSegments); - const reshaped = reshape3({inputs: {x: segOpResult}, backend: backend22, attrs: {shape: outShape}}); - let result = reshaped; - if (permutation != null) { - toDispose.push(reshaped); - const perm = backend_util_exports.getUndoAxesPermutation(permutation); - result = transpose3({inputs: {x: result}, backend: backend22, attrs: {perm}}); - } - toDispose.forEach((t) => backend22.disposeIntermediateTensorInfo(t)); - return result; - } - var unsortedSegmentSumConfig2 = { - kernelName: UnsortedSegmentSum, - backendName: "webgl", - kernelFunc: unsortedSegmentSum3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var kernelConfigs2 = [ - LRNConfig, - LRNGradConfig, - _fusedMatMulConfig2, - absConfig2, - acosConfig2, - acoshConfig2, - addConfig2, - addNConfig2, - allConfig2, - anyConfig2, - argMaxConfig2, - argMinConfig2, - asinConfig2, - asinhConfig2, - atan2Config2, - atanConfig2, - atanhConfig2, - avgPool3DConfig2, - avgPoolConfig2, - avgPoolGrad3DConfig, - avgPoolGradConfig2, - batchMatMulConfig2, - batchNormConfig2, - batchToSpaceNDConfig2, - bincountConfig2, - castConfig2, - ceilConfig2, - clipByValueConfig, - complexAbsConfig2, - complexConfig2, - concatConfig2, - conv2DBackpropFilterConfig2, - conv2DBackpropInputConfig2, - conv2DConfig2, - conv3DBackpropFilterV2Config2, - conv3DBackpropInputConfig, - conv3DConfig2, - cosConfig2, - coshConfig2, - cropAndResizeConfig2, - cumsumConfig2, - denseBincountConfig2, - depthToSpaceConfig2, - depthwiseConv2dNativeBackpropFilterConfig2, - depthwiseConv2dNativeBackpropInputConfig2, - depthwiseConv2dNativeConfig2, - diagConfig2, - dilation2DConfig, - eluConfig2, - eluGradConfig2, - equalConfig2, - erfConfig2, - expConfig2, - expandDimsConfig2, - expm1Config2, - fftConfig2, - fillConfig2, - flipLeftRightConfig2, - floorConfig2, - floorDivConfig2, - fromPixelsConfig, - fusedConv2DConfig2, - fusedDepthwiseConv2DConfig2, - gatherNdConfig2, - gatherV2Config2, - greaterConfig2, - greaterEqualConfig2, - identityConfig2, - ifftConfig2, - imagConfig2, - isFiniteConfig2, - isInfConfig2, - isNaNConfig2, - leakyReluConfig2, - lessConfig2, - lessEqualConfig2, - linSpaceConfig2, - log1pConfig2, - logConfig2, - logicalAndConfig2, - logicalNotConfig2, - logicalOrConfig2, - maxConfig2, - maxPool3DConfig2, - maxPoolConfig2, - maxPoolGrad3DConfig, - maxPoolGradConfig2, - maxPoolWithArgmaxConfig2, - maximumConfig2, - meanConfig2, - minConfig2, - minimumConfig2, - mirrorPadConfig2, - modConfig2, - multinomialConfig2, - multiplyConfig2, - negConfig2, - nonMaxSuppressionV3Config2, - nonMaxSuppressionV4Config2, - nonMaxSuppressionV5Config2, - notEqualConfig2, - oneHotConfig2, - onesLikeConfig2, - packConfig2, - padV2Config2, - powConfig2, - preluConfig2, - prodConfig2, - rangeConfig2, - realConfig2, - realDivConfig2, - reciprocalConfig2, - relu6Config2, - reluConfig2, - reshapeConfig2, - resizeBilinearConfig2, - resizeBilinearGradConfig2, - resizeNearestNeighborConfig2, - resizeNearestNeighborGradConfig2, - reverseConfig2, - rotateWithOffsetConfig2, - roundConfig2, - rsqrtConfig2, - scatterNdConfig2, - selectConfig2, - seluConfig2, - sigmoidConfig2, - signConfig2, - sinConfig2, - sinhConfig2, - sliceConfig2, - softmaxConfig2, - softplusConfig2, - spaceToBatchNDConfig2, - sparseToDenseConfig2, - splitVConfig2, - sqrtConfig2, - squareConfig2, - squaredDifferenceConfig2, - stepConfig2, - stridedSliceConfig2, - subConfig2, - sumConfig2, - tanConfig2, - tanhConfig2, - tileConfig2, - topKConfig2, - transformConfig2, - transposeConfig2, - uniqueConfig2, - unpackConfig2, - unsortedSegmentSumConfig2, - zerosLikeConfig2 - ]; - for (const kernelConfig of kernelConfigs2) { - registerKernel(kernelConfig); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CppDType; - (function(CppDType2) { - CppDType2[CppDType2["float32"] = 0] = "float32"; - CppDType2[CppDType2["int32"] = 1] = "int32"; - CppDType2[CppDType2["bool"] = 2] = "bool"; - CppDType2[CppDType2["string"] = 3] = "string"; - CppDType2[CppDType2["complex64"] = 4] = "complex64"; - })(CppDType || (CppDType = {})); - var FusableActivation; - (function(FusableActivation2) { - FusableActivation2[FusableActivation2["linear"] = 0] = "linear"; - FusableActivation2[FusableActivation2["relu"] = 1] = "relu"; - FusableActivation2[FusableActivation2["relu6"] = 2] = "relu6"; - FusableActivation2[FusableActivation2["prelu"] = 3] = "prelu"; - FusableActivation2[FusableActivation2["leakyrelu"] = 4] = "leakyrelu"; - })(FusableActivation || (FusableActivation = {})); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFusedMatMul; - function setup(backend22) { - wasmFusedMatMul = backend22.wasm.cwrap(_FusedMatMul, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function fusedBatchMatMul(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b, bias, preluActivationWeights} = inputs; - if (a.dtype !== "float32" || b.dtype !== "float32") { - throw new Error(`_FusedMatMul for non non-float32 tensors not yet supported.`); - } - const {transposeA, transposeB, activation: activation2, leakyreluAlpha} = attrs; - const aId = backend22.dataIdMap.get(a.dataId).id; - const bId = backend22.dataIdMap.get(b.dataId).id; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`_FusedMatMul only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - biasId = biasData.id; - } - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedConv2D in the wasm backend.`); - } - const leftDim = transposeA ? a.shape[2] : a.shape[1]; - const rightDim = transposeB ? b.shape[1] : b.shape[2]; - const batchDim = a.shape[0]; - const out = backend22.makeOutput([batchDim, leftDim, rightDim], a.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const aShapeBytes = new Uint8Array(new Int32Array(a.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b.shape).buffer); - wasmFusedMatMul(aId, aShapeBytes, a.shape.length, bId, bShapeBytes, b.shape.length, transposeA, transposeB, fusedActivation, biasId, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; - } - var fusedMatMulConfig = { - kernelName: _FusedMatMul, - backendName: "wasm", - setupFunc: setup, - kernelFunc: fusedBatchMatMul - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function createUnaryKernelConfig(kernelName) { - let wasmFunc9; - function setupFunc3(backend22) { - wasmFunc9 = backend22.wasm.cwrap(kernelName, null, ["number", "number"]); - } - function kernelFunc3(args) { - const {backend: backend22, inputs: {x}} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc9(xId, outId); - return out; - } - return {kernelName, backendName: "wasm", setupFunc: setupFunc3, kernelFunc: kernelFunc3}; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var absConfig3 = createUnaryKernelConfig(Abs); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function createBinaryKernelConfig(kernelName, supportsFullBroadcast17, dtype) { - let wasmFunc9; - function setupFunc3(backend22) { - wasmFunc9 = backend22.wasm.cwrap(kernelName, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number" - ]); - } - function kernelFunc3(args) { - const {backend: backend22, inputs} = args; - const {a, b} = inputs; - const aId = backend22.dataIdMap.get(a.dataId).id; - const bId = backend22.dataIdMap.get(b.dataId).id; - const outputType = dtype != null ? dtype : a.dtype; - const newShape = backend_util_exports.assertAndGetBroadcastShape(a.shape, b.shape); - const out = backend22.makeOutput(newShape, outputType); - if (util_exports.sizeFromShape(newShape) === 0) { - return out; - } - const aShapeBytes = new Uint8Array(new Int32Array(a.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b.shape).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - const kernelFunc4 = () => wasmFunc9(aId, aShapeBytes, a.shape.length, bId, bShapeBytes, b.shape.length, CppDType[a.dtype], outId); - if (supportsFullBroadcast17 && a.dtype === "float32") { - kernelFunc4(); - return out; - } - const aBroadcastDims = backend_util_exports.getBroadcastDims(a.shape, newShape); - const bBroadcastDims = backend_util_exports.getBroadcastDims(b.shape, newShape); - const loopsOverAllOfA = aBroadcastDims.every((v, i) => v === i); - const loopsOverAllOfB = bBroadcastDims.every((v, i) => v === i); - if (loopsOverAllOfA && loopsOverAllOfB) { - kernelFunc4(); - return out; - } else { - throw new Error(`Broadcasting along outer dims is not yet supported for ${a.dtype} ${kernelName}.`); - } - } - return {kernelName, backendName: "wasm", setupFunc: setupFunc3, kernelFunc: kernelFunc3}; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast = true; - var addConfig3 = createBinaryKernelConfig(Add, supportsFullBroadcast); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc; - function setupFunc(backend22) { - wasmFunc = backend22.wasm.cwrap(AddN, null, [ - "array", - "number", - "number", - "number" - ]); - } - function addn(args) { - const {inputs, backend: backend22} = args; - const out = backend22.makeOutput(inputs[0].shape, inputs[0].dtype); - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - const inputIds = inputs.map((x) => backend22.dataIdMap.get(x.dataId).id); - const inputIdsBytes = new Uint8Array(new Int32Array(inputIds).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmFunc(inputIdsBytes, inputIds.length, CppDType[out.dtype], outId); - return out; - } - var addNConfig3 = { - kernelName: AddN, - backendName: "wasm", - setupFunc, - kernelFunc: addn - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function identity3(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const inVals = backend22.typedArrayFromHeap(x); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(inVals); - return out; - } - var identityConfig3 = { - kernelName: Identity, - backendName: "wasm", - kernelFunc: identity3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmTranspose; - function setup2(backend22) { - wasmTranspose = backend22.wasm.cwrap(Transpose, null, [ - "number", - "array", - "number", - "number", - "number", - "array", - "number" - ]); - } - function transpose4(args) { - const {inputs, backend: backend22, attrs} = args; - const [reducedShape, perm] = removeOneSizeDims(inputs.x.shape, attrs.perm); - let permIsNoOp = true; - for (let i = 0; i < perm.length; i++) { - if (perm[i] !== i) { - permIsNoOp = false; - } - } - const outShape = computeOutShape4(inputs.x.shape, attrs.perm); - const x = { - dataId: inputs.x.dataId, - shape: reducedShape, - dtype: inputs.x.dtype - }; - if (permIsNoOp) { - const cloned = identity3({inputs, backend: backend22}); - cloned.shape = outShape; - return cloned; - } - const out = backend22.makeOutput(outShape, x.dtype); - const xId = backend22.dataIdMap.get(x.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const permBytes = new Uint8Array(new Int32Array(perm).buffer); - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - wasmTranspose(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], outId, permBytes, perm.length); - return out; - } - function computeOutShape4(inShape, perm) { - const outShape = new Array(inShape.length); - for (let i = 0; i < outShape.length; i++) { - outShape[i] = inShape[perm[i]]; - } - return outShape; - } - function removeOneSizeDims(shape, perm) { - const newShape = []; - const newPerm = []; - for (let i = 0; i < shape.length; ++i) { - if (shape[i] !== 1) { - newShape.push(shape[i]); - } - if (shape[perm[i]] !== 1) { - newPerm.push(perm[i]); - } - } - for (let i = 0; i < newPerm.length; ++i) { - let minValIdx = -1; - for (let j = 0; j < newPerm.length; ++j) { - if (newPerm[j] >= i && (minValIdx === -1 || newPerm[minValIdx] > newPerm[j])) { - minValIdx = j; - } - } - newPerm[minValIdx] = i; - } - return [newShape, newPerm]; - } - var transposeConfig3 = { - kernelName: Transpose, - backendName: "wasm", - kernelFunc: transpose4, - setupFunc: setup2 - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function permuteAxesAndTranspose(x, axis, backend22) { - const xShape = x.shape; - const xRank = x.shape.length; - const originalAxes = util_exports.parseAxisParam(axis, xShape); - let axes = originalAxes; - const permutedAxes = backend_util_exports.getAxesPermutation(axes, xRank); - let xTransposed = null; - let inputWasTransposed = false; - if (permutedAxes != null) { - const newShape = new Array(xRank); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = xShape[permutedAxes[i]]; - } - axes = backend_util_exports.getInnerMostAxes(axes.length, xRank); - xTransposed = transpose4({inputs: {x}, attrs: {perm: permutedAxes}, backend: backend22}); - const xId = backend22.dataIdMap.get(x.dataId).id; - const transposedId = backend22.dataIdMap.get(xTransposed.dataId).id; - if (transposedId !== xId) { - inputWasTransposed = true; - } - } - return {transposed: xTransposed, originalAxes, axes, inputWasTransposed}; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc2; - function setup3(backend22) { - wasmFunc2 = backend22.wasm.cwrap(ArgMax, null, [ - "number", - "number", - "number", - "number", - "number" - ]); - } - function argmax(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - } - } - const outShape = input2.shape.slice(0, -1); - const out = backend22.makeOutput(outShape, "int32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const outerSize = util_exports.sizeFromShape(out.shape); - const innerSize = input2.shape[axes[0]]; - wasmFunc2(inputId, CppDType[input2.dtype], outerSize, innerSize, outId); - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - return out; - } - var argMaxConfig3 = { - kernelName: ArgMax, - backendName: "wasm", - kernelFunc: argmax, - setupFunc: setup3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmAvgPool; - function setup4(backend22) { - wasmAvgPool = backend22.wasm.cwrap(AvgPool, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function avgPool4(args) { - const {inputs, attrs, backend: backend22} = args; - const x = inputs.x; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const channels = convInfo.inChannels; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - if (convInfo.dilationWidth !== 1 || convInfo.dilationHeight !== 1) { - throw new Error(`was backend only supports average pooling with dilation = [1, 1], got [${convInfo.dilationHeight}, ${convInfo.dilationWidth}].`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmAvgPool(xId, x.shape[0], x.shape[1], x.shape[2], filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, strideHeight, strideWidth, channels, outId); - return out; - } - var avgPoolConfig3 = { - kernelName: AvgPool, - backendName: "wasm", - setupFunc: setup4, - kernelFunc: avgPool4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function reshape4(args) { - const {inputs, attrs} = args; - const {x} = inputs; - const {shape} = attrs; - const xSize = util_exports.sizeFromShape(x.shape); - const $shape = util_exports.inferFromImplicitShape(shape, xSize); - util_exports.assert(xSize === util_exports.sizeFromShape($shape), () => `new shape: ${$shape}, old shape: ${x.shape}. New shape and old shape must have the same number of elements.`); - args.backend.incRef(x.dataId); - return {dataId: x.dataId, shape: $shape, dtype: x.dtype}; - } - var reshapeConfig3 = { - kernelName: Reshape, - backendName: "wasm", - kernelFunc: reshape4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmBatchMatMul; - function setup5(backend22) { - wasmBatchMatMul = backend22.wasm.cwrap(BatchMatMul, null, [ - "number", - "array", - "number", - "number", - "array", - "number", - "number", - "number", - "number" - ]); - } - function batchMatMul3(args) { - const {inputs, backend: backend22, attrs} = args; - const {a, b} = inputs; - const {transposeA, transposeB} = attrs; - if (a.dtype !== "float32" || b.dtype !== "float32") { - throw new Error(`BatchMatMul for non non-float32 tensors not yet supported.`); - } - const aRank = a.shape.length; - const bRank = b.shape.length; - const innerShapeA = transposeA ? a.shape[aRank - 2] : a.shape[aRank - 1]; - const innerShapeB = transposeB ? b.shape[bRank - 1] : b.shape[bRank - 2]; - const outerShapeA = transposeA ? a.shape[aRank - 1] : a.shape[aRank - 2]; - const outerShapeB = transposeB ? b.shape[bRank - 2] : b.shape[bRank - 1]; - const outerDimsA = a.shape.slice(0, -2); - const outerDimsB = b.shape.slice(0, -2); - const batchDimA = util_exports.sizeFromShape(outerDimsA); - const batchDimB = util_exports.sizeFromShape(outerDimsB); - const batchDimsCompatible = batchDimA === batchDimB || batchDimA === 1 || batchDimB === 1; - util_exports.assert(aRank >= 2 && bRank >= 2 && batchDimsCompatible, () => `Error in matMul: the input batch dimensions must either be the same or at least one input batch dimension must be 1. Got input batch dimensions of (${outerDimsA}) and (${outerDimsB}).`); - const outShapeOuterDims = batchDimA > batchDimB ? a.shape.slice(0, -2) : b.shape.slice(0, -2); - const outShape = outShapeOuterDims.concat([outerShapeA, outerShapeB]); - util_exports.assert(innerShapeA === innerShapeB, () => `Error in matMul: inner shapes (${innerShapeA}) and (${innerShapeB}) of Tensors with shapes ${a.shape} and ${b.shape} and transposeA=${transposeA} and transposeB=${transposeB} must match.`); - const a3dShape = transposeA ? [batchDimA, innerShapeA, outerShapeA] : [batchDimA, outerShapeA, innerShapeA]; - const b3dShape = transposeB ? [batchDimB, outerShapeB, innerShapeB] : [batchDimB, innerShapeB, outerShapeB]; - const a3d = reshape4({inputs: {x: a}, backend: backend22, attrs: {shape: a3dShape}}); - const b3d = reshape4({inputs: {x: b}, backend: backend22, attrs: {shape: b3dShape}}); - const a3dId = backend22.dataIdMap.get(a3d.dataId).id; - const b3dId = backend22.dataIdMap.get(b3d.dataId).id; - const leftDim = transposeA ? a3d.shape[2] : a3d.shape[1]; - const rightDim = transposeB ? b3d.shape[1] : b3d.shape[2]; - const batchDim = Math.max(batchDimA, batchDimB); - const out = backend22.makeOutput([batchDim, leftDim, rightDim], a3d.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const aShapeBytes = new Uint8Array(new Int32Array(a3d.shape).buffer); - const bShapeBytes = new Uint8Array(new Int32Array(b3d.shape).buffer); - wasmBatchMatMul(a3dId, aShapeBytes, a3d.shape.length, b3dId, bShapeBytes, b3d.shape.length, transposeA, transposeB, outId); - backend22.disposeData(a3d.dataId); - backend22.disposeData(b3d.dataId); - out.shape = outShape; - return out; - } - var batchMatMulConfig3 = { - kernelName: BatchMatMul, - backendName: "wasm", - setupFunc: setup5, - kernelFunc: batchMatMul3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function cast4(args) { - const {inputs: {x}, attrs: {dtype}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, dtype); - const inVals = backend22.typedArrayFromHeap(x); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(inVals); - return out; - } - var castConfig3 = { - kernelName: Cast, - backendName: "wasm", - kernelFunc: cast4 - }; - /** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ceilConfig3 = createUnaryKernelConfig(Ceil); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmClip; - function setup6(backend22) { - wasmClip = backend22.wasm.cwrap(ClipByValue, null, [ - "number", - "number", - "number", - "number" - ]); - } - function clip2(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {clipValueMin, clipValueMax} = attrs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmClip(xId, clipValueMin, clipValueMax, outId); - return out; - } - var clipByValueConfig2 = { - kernelName: ClipByValue, - backendName: "wasm", - setupFunc: setup6, - kernelFunc: clip2 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function concat4(args) { - const {inputs, backend: backend22} = args; - const axis = util_exports.parseAxisParam(args.attrs.axis, inputs[0].shape)[0]; - let outShape = backend_util_exports.computeOutShape(inputs.map((t) => t.shape), axis); - const $inputs = inputs.filter((t) => util_exports.sizeFromShape(t.shape) > 0); - if ($inputs.length === 1) { - return identity3({inputs: {x: $inputs[0]}, backend: backend22}); - } - const out = backend22.makeOutput(outShape, inputs[0].dtype); - if (util_exports.sizeFromShape(outShape) === 0) { - return out; - } - const shapes = $inputs.map((t) => t.shape); - backend_util_exports.assertParamsConsistent(shapes, axis); - if ($inputs[0].dtype === "string") { - const inputs2D = $inputs.map((t) => { - const innerSize = util_exports.sizeFromShape(t.shape.slice(axis)); - const shape = [-1, innerSize]; - return reshape4({inputs: {x: t}, backend: backend22, attrs: {shape}}); - }); - const inputsValShapes = inputs2D.map((t) => { - return {vals: backend22.readSync(t.dataId), shape: t.shape}; - }); - outShape = backend_util_exports.computeOutShape(inputs2D.map((t) => t.shape), 1); - const simplyConcat = inputs2D[0].shape[0] === 1; - const outVals2 = concatImpl(inputsValShapes, outShape, inputs[0].dtype, simplyConcat); - const finalOutShape = backend_util_exports.computeOutShape($inputs.map((t) => t.shape), axis); - out.shape = finalOutShape; - const outData = backend22.dataIdMap.get(out.dataId); - outData.stringBytes = backend_util_exports.fromStringArrayToUint8(outVals2); - inputs2D.forEach((t) => backend22.disposeData(t.dataId)); - return out; - } - const batchDim = util_exports.sizeFromShape($inputs[0].shape.slice(0, axis)); - let sumInnerDims = 0; - const innerDims = $inputs.map((input2) => { - const innerDim = util_exports.sizeFromShape(input2.shape.slice(axis)); - sumInnerDims += innerDim; - return innerDim; - }); - const inVals = $inputs.map((input2) => backend22.typedArrayFromHeap(input2)); - const outVals = backend22.typedArrayFromHeap(out); - for (let b = 0; b < batchDim; b++) { - let outOffset = b * sumInnerDims; - for (let i = 0; i < inVals.length; i++) { - const innerDim = innerDims[i]; - const inOffset = b * innerDim; - const vals = inVals[i].subarray(inOffset, inOffset + innerDim); - outVals.set(vals, outOffset); - outOffset += innerDim; - } - } - return out; - } - var concatConfig3 = { - kernelName: Concat, - backendName: "wasm", - kernelFunc: concat4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmConv2d; - function setup7(backend22) { - wasmConv2d = backend22.wasm.cwrap(Conv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function conv2d4(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const {strides, dilations, pad: pad3, dimRoundingMode, dataFormat} = attrs; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend Conv2D does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmConv2d(xId, x.shape[0], x.shape[1], x.shape[2], filterId, filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; - } - var conv2DConfig3 = { - kernelName: Conv2D, - backendName: "wasm", - setupFunc: setup7, - kernelFunc: conv2d4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmConv2DBackpropInput; - function setup8(backend22) { - wasmConv2DBackpropInput = backend22.wasm.cwrap(Conv2DBackpropInput, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function conv2DBackpropInput4(args) { - const {backend: backend22, inputs, attrs} = args; - const {dy, filter} = inputs; - const {strides, pad: pad3, dataFormat, dimRoundingMode, inputShape} = attrs; - const dilations = 1; - const $dataFormat = backend_util_exports.convertConv2DDataFormat(dataFormat); - const convInfo = backend_util_exports.computeConv2DInfo(inputShape, filter.shape, strides, dilations, pad3, dimRoundingMode, false, $dataFormat); - const {batchSize, filterHeight, filterWidth, inChannels, inHeight, inWidth, outChannels, outHeight, outWidth, strideHeight, strideWidth} = convInfo; - const topPad = filterHeight - 1 - convInfo.padInfo.top; - const leftPad = filterWidth - 1 - convInfo.padInfo.left; - const isChannelsLast = convInfo.dataFormat === "channelsLast"; - const dxStrides = util_exports.computeStrides(convInfo.inShape); - const dyStrides = util_exports.computeStrides(dy.shape); - const [fltS0, fltS1, fltS2] = util_exports.computeStrides(filter.shape); - const xBatchStride = dxStrides[0]; - const xRowStride = isChannelsLast ? dxStrides[1] : dxStrides[2]; - const xColStride = isChannelsLast ? dxStrides[2] : 1; - const xChannelStride = isChannelsLast ? 1 : dxStrides[1]; - const yBatchStride = dyStrides[0]; - const yRowStride = isChannelsLast ? dyStrides[1] : dyStrides[2]; - const yColStride = isChannelsLast ? dyStrides[2] : 1; - const yChannelStride = isChannelsLast ? 1 : dyStrides[1]; - const out = backend22.makeOutput(convInfo.inShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const dyId = backend22.dataIdMap.get(dy.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - wasmConv2DBackpropInput(dyId, filterId, batchSize, filterHeight, filterWidth, inHeight, inWidth, inChannels, outHeight, outWidth, outChannels, strideHeight, strideWidth, topPad, leftPad, fltS0, fltS1, fltS2, xBatchStride, xRowStride, xColStride, xChannelStride, yBatchStride, yRowStride, yColStride, yChannelStride, outId); - return out; - } - var conv2DBackpropInputConfig3 = { - kernelName: Conv2DBackpropInput, - backendName: "wasm", - setupFunc: setup8, - kernelFunc: conv2DBackpropInput4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var cosConfig3 = createUnaryKernelConfig(Cos); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var InterpolationMethod; - (function(InterpolationMethod2) { - InterpolationMethod2[InterpolationMethod2["bilinear"] = 0] = "bilinear"; - InterpolationMethod2[InterpolationMethod2["nearest"] = 1] = "nearest"; - })(InterpolationMethod || (InterpolationMethod = {})); - var wasmCropAndResize; - function setup9(backend22) { - wasmCropAndResize = backend22.wasm.cwrap(CropAndResize, null, [ - "number", - "number", - "number", - "number", - "array", - "number", - "number", - "number", - "number", - "number" - ]); - } - function cropAndResize4(args) { - const {backend: backend22, inputs, attrs} = args; - const {method, extrapolationValue, cropSize} = attrs; - const {image: image3, boxes, boxInd} = inputs; - const numBoxes = boxes.shape[0]; - const [cropHeight, cropWidth] = cropSize; - const outShape = [numBoxes, cropHeight, cropWidth, image3.shape[3]]; - let imagesData = backend22.dataIdMap.get(image3.dataId); - let castedData; - if (image3.dtype !== "float32") { - castedData = cast4({backend: backend22, inputs: {x: image3}, attrs: {dtype: "float32"}}); - imagesData = backend22.dataIdMap.get(castedData.dataId); - } - const imagesId = imagesData.id; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const boxIndId = backend22.dataIdMap.get(boxInd.dataId).id; - const out = backend22.makeOutput(outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const imagesShapeBytes = new Uint8Array(new Int32Array(image3.shape).buffer); - wasmCropAndResize(imagesId, boxesId, boxIndId, numBoxes, imagesShapeBytes, cropHeight, cropWidth, InterpolationMethod[method], extrapolationValue, outId); - if (castedData != null) { - backend22.disposeData(castedData.dataId); - } - return out; - } - var cropAndResizeConfig3 = { - kernelName: CropAndResize, - backendName: "wasm", - setupFunc: setup9, - kernelFunc: cropAndResize4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmCumsum; - function setup10(backend22) { - wasmCumsum = backend22.wasm.cwrap(Cumsum, null, [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function cumsum4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {axis, exclusive, reverse: reverse5} = attrs; - const xRank = x.shape.length; - util_exports.assert(x.dtype === "float32" || x.dtype === "int32", () => `cumsum does not support ${x.dtype} tensors in the WASM backend`); - const permutation = backend_util_exports.getAxesPermutation([axis], xRank); - let permutedX = x; - if (permutation !== null) { - permutedX = transpose4({inputs: {x}, attrs: {perm: permutation}, backend: backend22}); - } - const permutedAxis = backend_util_exports.getInnerMostAxes(1, xRank)[0]; - backend_util_exports.assertAxesAreInnerMostDims("cumsum", [permutedAxis], xRank); - const permutedOut = backend22.makeOutput(permutedX.shape, permutedX.dtype); - const finalDim = permutedX.shape[permutedAxis]; - const permutedXId = backend22.dataIdMap.get(permutedX.dataId).id; - const permutedOutId = backend22.dataIdMap.get(permutedOut.dataId).id; - wasmCumsum(permutedXId, exclusive ? 1 : 0, reverse5 ? 1 : 0, finalDim, permutedOutId, CppDType[x.dtype]); - let out = permutedOut; - if (permutation !== null) { - const undoPermutation = backend_util_exports.getUndoAxesPermutation(permutation); - out = transpose4({inputs: {x: permutedOut}, attrs: {perm: undoPermutation}, backend: backend22}); - backend22.disposeData(permutedX.dataId); - backend22.disposeData(permutedOut.dataId); - } - return out; - } - var cumsumConfig3 = { - kernelName: Cumsum, - backendName: "wasm", - setupFunc: setup10, - kernelFunc: cumsum4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmDepthToSpace; - function setup11(backend22) { - wasmDepthToSpace = backend22.wasm.cwrap(DepthToSpace, null, [ - "number", - "number", - "number", - "array", - "number", - "array", - "array", - "number", - "number" - ]); - } - function depthToSpace4(args) { - const {backend: backend22, inputs, attrs} = args; - const {x} = inputs; - const {blockSize, dataFormat} = attrs; - util_exports.assert(blockSize > 1, () => `blockSize should be > 1 for depthToSpace, but was: ${blockSize}`); - const batchSize = x.shape[0]; - const inputHeight = dataFormat === "NHWC" ? x.shape[1] : x.shape[2]; - const inputWidth = dataFormat === "NHWC" ? x.shape[2] : x.shape[3]; - const inputDepth = dataFormat === "NHWC" ? x.shape[3] : x.shape[1]; - const outputHeight = inputHeight * blockSize; - const outputWidth = inputWidth * blockSize; - const outputDepth = inputDepth / (blockSize * blockSize); - const outputShape = dataFormat === "NHWC" ? [batchSize, outputHeight, outputWidth, outputDepth] : [batchSize, outputDepth, outputHeight, outputWidth]; - const out = backend22.makeOutput(outputShape, "float32"); - const xData = backend22.dataIdMap.get(x.dataId); - const xId = xData.id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(x.shape)).buffer); - const outputShapeBytes = new Uint8Array(new Int32Array(outputShape).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(outputShape)).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - const channelsLast = dataFormat === "NHWC" ? 1 : 0; - wasmDepthToSpace(xId, blockSize, channelsLast, xStridesBytes, x.shape.length - 1, outputShapeBytes, outStridesBytes, outputShape.length, outId); - return out; - } - var depthToSpaceConfig3 = { - kernelName: DepthToSpace, - backendName: "wasm", - setupFunc: setup11, - kernelFunc: depthToSpace4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmDepthwiseConv2d; - function setup12(backend22) { - wasmDepthwiseConv2d = backend22.wasm.cwrap(DepthwiseConv2dNative, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function depthwiseConv2d3(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const {strides, dilations, pad: pad3, dimRoundingMode} = attrs; - const $dilations = dilations == null ? [1, 1] : dilations; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, $dilations, pad3, dimRoundingMode, true); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend DepthwiseConv2dNative does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmDepthwiseConv2d(xId, x.shape[0], x.shape[1], x.shape[2], filterId, filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; - } - var depthwiseConv2dNativeConfig3 = { - kernelName: DepthwiseConv2dNative, - backendName: "wasm", - setupFunc: setup12, - kernelFunc: depthwiseConv2d3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast2 = false; - var equalConfig3 = createBinaryKernelConfig(Equal, supportsFullBroadcast2, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var expConfig3 = createUnaryKernelConfig(Exp); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function expandDims4(args) { - const {inputs, attrs, backend: backend22} = args; - const {input: input2} = inputs; - const {dim} = attrs; - const inputRank = input2.shape.length; - const newShape = input2.shape.slice(); - let $dim = dim; - if (dim < 0) { - util_exports.assert(-(inputRank + 1) <= dim, () => `Axis must be in the interval [${-(inputRank + 1)}, ${inputRank}]`); - $dim = inputRank + dim + 1; - } - newShape.splice($dim, 0, 1); - return reshape4({inputs: {x: input2}, backend: backend22, attrs: {shape: newShape}}); - } - var expandDimsConfig3 = { - kernelName: ExpandDims, - backendName: "wasm", - kernelFunc: expandDims4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fill4(args) { - const {attrs: {shape, value, dtype}, backend: backend22} = args; - const out = backend22.makeOutput(shape, dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(value); - return out; - } - var fillConfig3 = { - kernelName: Fill, - backendName: "wasm", - kernelFunc: fill4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFlipLeftRight; - function setup13(backend22) { - wasmFlipLeftRight = backend22.wasm.cwrap(FlipLeftRight, null, [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function flipLeftRight2(args) { - const {inputs, backend: backend22} = args; - const {image: image3} = inputs; - const out = backend22.makeOutput(image3.shape, image3.dtype); - const imageId = backend22.dataIdMap.get(image3.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - wasmFlipLeftRight(imageId, batch, imageHeight, imageWidth, numChannels, outId); - return out; - } - var flipLeftRightConfig3 = { - kernelName: FlipLeftRight, - backendName: "wasm", - kernelFunc: flipLeftRight2, - setupFunc: setup13 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var floorConfig3 = createUnaryKernelConfig(Floor); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast3 = false; - var floorDivConfig3 = createBinaryKernelConfig(FloorDiv, supportsFullBroadcast3); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmBatchNorm; - function setup14(backend22) { - wasmBatchNorm = backend22.wasm.cwrap(FusedBatchNorm, null, ["number", "number", "number", "number", "number", "number", "number"]); - } - function fusedBatchNorm(args) { - const {backend: backend22, inputs, attrs} = args; - const {varianceEpsilon} = attrs; - const {x, mean: mean4, variance, offset, scale: scale2} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const meanId = backend22.dataIdMap.get(mean4.dataId).id; - const varianceId = backend22.dataIdMap.get(variance.dataId).id; - const offsetId = offset != null ? backend22.dataIdMap.get(offset.dataId).id : 0; - const scaleId = scale2 != null ? backend22.dataIdMap.get(scale2.dataId).id : 0; - const out = backend22.makeOutput(x.shape, x.dtype); - if (util_exports.sizeFromShape(x.shape) === 0) { - return out; - } - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmBatchNorm(xId, meanId, varianceId, offsetId, scaleId, varianceEpsilon, outId); - return out; - } - var fusedBatchNormConfig = { - kernelName: FusedBatchNorm, - backendName: "wasm", - setupFunc: setup14, - kernelFunc: fusedBatchNorm - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFusedConv2d; - function setup15(backend22) { - wasmFusedConv2d = backend22.wasm.cwrap(FusedConv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function fusedConv2d2(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dataFormat, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode); - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedConv2D in the wasm backend.`); - } - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const outputChannels = convInfo.outChannels; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`FusedConv2D only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - if (biasData.shape[0] !== outputChannels) { - throw new Error(`FusedConv2D bias shape (${biasData.shape}) does not match the number of output channels (${outputChannels})`); - } - biasId = biasData.id; - } - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - const batchSize = convInfo.batchSize; - const inHeight = convInfo.inHeight; - const inWidth = convInfo.inWidth; - if (dataFormat !== "NHWC") { - throw new Error(`wasm backend FusedConv2D does not support dataFormat:'${dataFormat}'. Please use 'NHWC'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - wasmFusedConv2d(xId, batchSize, inHeight, inWidth, filterId, filterHeight, filterWidth, biasId, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, fusedActivation, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; - } - var fusedConv2DConfig3 = { - kernelName: FusedConv2D, - backendName: "wasm", - setupFunc: setup15, - kernelFunc: fusedConv2d2 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFusedDepthwiseConv2d; - function setup16(backend22) { - wasmFusedDepthwiseConv2d = backend22.wasm.cwrap(FusedDepthwiseConv2D, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function fusedDepthwiseConv2d(args) { - const {inputs, attrs, backend: backend22} = args; - const {x, filter, bias, preluActivationWeights} = inputs; - const {strides, pad: pad3, dilations, dataFormat, dimRoundingMode, activation: activation2, leakyreluAlpha} = attrs; - const convInfo = backend_util_exports.computeConv2DInfo(x.shape, filter.shape, strides, dilations, pad3, dimRoundingMode, true); - const fusedActivation = FusableActivation[activation2]; - if (fusedActivation == null) { - throw new Error(`${activation2} activation not yet supported for FusedDepthwiseConv2D in the wasm backend.`); - } - const xId = backend22.dataIdMap.get(x.dataId).id; - const filterId = backend22.dataIdMap.get(filter.dataId).id; - const outputChannels = convInfo.outChannels; - let biasId = 0; - if (bias != null) { - const biasData = backend22.dataIdMap.get(bias.dataId); - if (biasData.shape.length !== 1) { - throw new Error(`FusedDepthwiseConv2D only supports rank-1 bias but got rank ${biasData.shape.length}.`); - } - if (biasData.shape[0] !== outputChannels) { - throw new Error(`FusedDepthwiseConv2D bias shape (${biasData.shape}) does not match the number of output channels (${outputChannels})`); - } - biasId = biasData.id; - } - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const isSamePad = convInfo.padInfo.type === "SAME" ? 1 : 0; - const batchSize = convInfo.batchSize; - const inHeight = convInfo.inHeight; - const inWidth = convInfo.inWidth; - if (dataFormat !== "NHWC") { - throw new Error(`wasm backend FusedDepthwiseConv2D does not support dataFormat:'${dataFormat}'. Please use 'NHWC'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const preluActivationWeightsId = preluActivationWeights == null ? 0 : backend22.dataIdMap.get(preluActivationWeights.dataId).id; - wasmFusedDepthwiseConv2d(xId, batchSize, inHeight, inWidth, filterId, filterHeight, filterWidth, biasId, padTop, padRight, padBottom, padLeft, isSamePad, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, fusedActivation, preluActivationWeightsId, leakyreluAlpha || 0, outId); - return out; - } - var fusedDepthwiseConv2DConfig3 = { - kernelName: FusedDepthwiseConv2D, - backendName: "wasm", - setupFunc: setup16, - kernelFunc: fusedDepthwiseConv2d - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmGatherNd; - function setup17(backend22) { - wasmGatherNd = backend22.wasm.cwrap(GatherNd, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number" - ]); - } - function gatherNd3(args) { - const {backend: backend22, inputs} = args; - const {params, indices} = inputs; - const [resultShape, numSlices, sliceSize, strides] = gather_nd_util_exports.prepareAndValidate(params, indices); - const out = backend22.makeOutput(resultShape, params.dtype); - if (numSlices === 0) { - return out; - } - const indicesShape = indices.shape; - const sliceRank = indicesShape[indicesShape.length - 1]; - const xData = backend22.dataIdMap.get(params.dataId); - const xId = xData.id; - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmGatherNd(xId, CppDType[params.dtype], indicesId, numSlices, sliceRank, sliceSize, stridesBytes, outId); - return out; - } - var gatherNdConfig3 = { - kernelName: GatherNd, - backendName: "wasm", - setupFunc: setup17, - kernelFunc: gatherNd3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmGather; - function setup18(backend22) { - wasmGather = backend22.wasm.cwrap("Gather", null, [ - "number", - "number", - "array", - "number", - "number", - "number", - "array", - "number" - ]); - } - function gatherV23(args) { - const {backend: backend22, inputs, attrs} = args; - const {x, indices} = inputs; - const {axis, batchDims} = attrs; - const parsedAxis = util_exports.parseAxisParam(axis, x.shape)[0]; - const shapeInfo = backend_util_exports.segment_util.collectGatherOpShapeInfo(x, indices, parsedAxis, batchDims); - const flattenX = reshape4({ - inputs: {x}, - attrs: { - shape: [ - shapeInfo.batchSize, - shapeInfo.outerSize, - shapeInfo.dimSize, - shapeInfo.sliceSize - ] - }, - backend: backend22 - }); - const indicesSize = util_exports.sizeFromShape(indices.shape); - const flattenIndex = reshape4({ - inputs: {x: indices}, - attrs: {shape: [shapeInfo.batchSize, indicesSize / shapeInfo.batchSize]}, - backend: backend22 - }); - const flattenOutputShape = [ - shapeInfo.batchSize, - shapeInfo.outerSize, - indicesSize / shapeInfo.batchSize, - shapeInfo.sliceSize - ]; - const out = backend22.makeOutput(flattenOutputShape, x.dtype); - if (util_exports.sizeFromShape(x.shape) === 0) { - return out; - } - const stridesSize = flattenX.shape.length - 1; - const xData = backend22.dataIdMap.get(flattenX.dataId); - const xId = xData.id; - const indicesData = backend22.dataIdMap.get(flattenIndex.dataId); - const indicesId = indicesData.id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(flattenX.shape)).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(flattenOutputShape)).buffer); - wasmGather(xId, CppDType[x.dtype], xStridesBytes, stridesSize, indicesId, shapeInfo.batchSize, outStridesBytes, outId); - backend22.disposeData(flattenX.dataId); - backend22.disposeData(flattenIndex.dataId); - out.shape = shapeInfo.outputShape; - return out; - } - var gatherV2Config3 = { - kernelName: GatherV2, - backendName: "wasm", - setupFunc: setup18, - kernelFunc: gatherV23 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast4 = false; - var greaterConfig3 = createBinaryKernelConfig(Greater, supportsFullBroadcast4, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast5 = false; - var greaterEqualConfig3 = createBinaryKernelConfig(GreaterEqual, supportsFullBroadcast5, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc3; - function setupFunc2(backend22) { - wasmFunc3 = backend22.wasm.cwrap(LeakyRelu, null, [ - "number", - "number", - "number" - ]); - } - function leakyRelu4(args) { - const {inputs: {x}, attrs: {alpha}, backend: backend22} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - if (util_exports.sizeFromShape(x.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmFunc3(xId, alpha, outId); - } - return out; - } - var leakyReluConfig3 = { - kernelName: LeakyRelu, - backendName: "wasm", - setupFunc: setupFunc2, - kernelFunc: leakyRelu4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast6 = false; - var lessConfig3 = createBinaryKernelConfig(Less, supportsFullBroadcast6, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast7 = false; - var lessEqualConfig3 = createBinaryKernelConfig(LessEqual, supportsFullBroadcast7, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var logConfig3 = createUnaryKernelConfig(Log); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast8 = false; - var logicalAndConfig3 = createBinaryKernelConfig(LogicalAnd, supportsFullBroadcast8, "bool"); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmMax; - function setup19(backend22) { - wasmMax = backend22.wasm.cwrap(Max, null, ["number, number, number"]); - } - function max4(args) { - const {backend: backend22, inputs, attrs} = args; - const {reductionIndices: axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - input2 = transposed; - inputId = transposedId; - } - const inputRank = input2.shape.length; - backend_util_exports.assertAxesAreInnerMostDims("max", axes, inputRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, axes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, x.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMax(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; - } - var maxConfig3 = { - kernelName: Max, - backendName: "wasm", - setupFunc: setup19, - kernelFunc: max4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast9 = false; - var maximumConfig3 = createBinaryKernelConfig(Maximum, supportsFullBroadcast9); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmMaxPool; - function setup20(backend22) { - wasmMaxPool = backend22.wasm.cwrap(MaxPool, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function maxPool4(args) { - const {inputs, attrs, backend: backend22} = args; - const x = inputs.x; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - const convInfo = backend_util_exports.computePool2DInfo(x.shape, filterSize, strides, 1, pad3, dimRoundingMode); - const filterHeight = convInfo.filterHeight; - const filterWidth = convInfo.filterWidth; - const padTop = convInfo.padInfo.top; - const padRight = convInfo.padInfo.right; - const padBottom = convInfo.padInfo.bottom; - const padLeft = convInfo.padInfo.left; - const dilationHeight = convInfo.dilationHeight; - const dilationWidth = convInfo.dilationWidth; - const strideHeight = convInfo.strideHeight; - const strideWidth = convInfo.strideWidth; - const inputChannels = convInfo.inChannels; - const outputChannels = convInfo.outChannels; - if (convInfo.dataFormat !== "channelsLast") { - throw new Error(`wasm backend does not support dataFormat:'${convInfo.dataFormat}'. Please use 'channelsLast'.`); - } - const out = backend22.makeOutput(convInfo.outShape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMaxPool(xId, x.shape[0], x.shape[1], x.shape[2], filterHeight, filterWidth, padTop, padRight, padBottom, padLeft, dilationHeight, dilationWidth, strideHeight, strideWidth, inputChannels, outputChannels, outId); - return out; - } - var maxPoolConfig3 = { - kernelName: MaxPool, - backendName: "wasm", - setupFunc: setup20, - kernelFunc: maxPool4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmMean; - function setup21(backend22) { - wasmMean = backend22.wasm.cwrap(Mean, null, ["number, number, number"]); - } - function mean3(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("mean", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - let castedInput = input2; - if (input2.dtype !== "float32") { - castedInput = cast4({backend: backend22, inputs: {x: input2}, attrs: {dtype: "float32"}}); - inputId = backend22.dataIdMap.get(castedInput.dataId).id; - } - const out = backend22.makeOutput(outShape, "float32"); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMean(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - if (input2.dtype !== "float32") { - backend22.disposeData(castedInput.dataId); - } - return out; - } - var meanConfig3 = { - kernelName: Mean, - backendName: "wasm", - setupFunc: setup21, - kernelFunc: mean3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmMin; - function setup22(backend22) { - wasmMin = backend22.wasm.cwrap(Min, null, ["number, number, number"]); - } - function min4(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - } - } - const inputRank = input2.shape.length; - backend_util_exports.assertAxesAreInnerMostDims("min", axes, inputRank); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, axes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmMin(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; - } - var minConfig3 = { - kernelName: Min, - backendName: "wasm", - setupFunc: setup22, - kernelFunc: min4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast10 = false; - var minimumConfig3 = createBinaryKernelConfig(Minimum, supportsFullBroadcast10); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast11 = true; - var multiplyConfig3 = createBinaryKernelConfig(Multiply, supportsFullBroadcast11); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var negConfig3 = createUnaryKernelConfig(Neg); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function parseResultStruct(backend22, resOffset) { - const result = new Int32Array(backend22.wasm.HEAPU8.buffer, resOffset, 4); - const pSelectedIndices = result[0]; - const selectedSize = result[1]; - const pSelectedScores = result[2]; - const pValidOutputs = result[3]; - backend22.wasm._free(resOffset); - return {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs}; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc4; - function setup23(backend22) { - wasmFunc4 = backend22.wasm.cwrap(NonMaxSuppressionV3, "number", [ - "number", - "number", - "number", - "number", - "number" - ]); - } - function kernelFunc(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc4(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pSelectedScores); - backend22.wasm._free(pValidOutputs); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - return selectedIndicesTensor; - } - var nonMaxSuppressionV3Config3 = { - kernelName: NonMaxSuppressionV3, - backendName: "wasm", - setupFunc: setup23, - kernelFunc - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc5; - function setup24(backend22) { - wasmFunc5 = backend22.wasm.cwrap(NonMaxSuppressionV4, "number", [ - "number", - "number", - "number", - "number", - "number", - "bool" - ]); - } - function nonMaxSuppressionV43(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold, padToMaxOutputSize} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc5(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pSelectedScores); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - const validOutputsTensor = backend22.makeOutput([], "int32", pValidOutputs); - return [selectedIndicesTensor, validOutputsTensor]; - } - var nonMaxSuppressionV4Config3 = { - kernelName: NonMaxSuppressionV4, - backendName: "wasm", - setupFunc: setup24, - kernelFunc: nonMaxSuppressionV43 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc6; - function setup25(backend22) { - wasmFunc6 = backend22.wasm.cwrap(NonMaxSuppressionV5, "number", [ - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function kernelFunc2(args) { - const {backend: backend22, inputs, attrs} = args; - const {iouThreshold, maxOutputSize, scoreThreshold, softNmsSigma} = attrs; - const {boxes, scores} = inputs; - const boxesId = backend22.dataIdMap.get(boxes.dataId).id; - const scoresId = backend22.dataIdMap.get(scores.dataId).id; - const resOffset = wasmFunc6(boxesId, scoresId, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma); - const {pSelectedIndices, selectedSize, pSelectedScores, pValidOutputs} = parseResultStruct(backend22, resOffset); - backend22.wasm._free(pValidOutputs); - const selectedIndicesTensor = backend22.makeOutput([selectedSize], "int32", pSelectedIndices); - const selectedScoresTensor = backend22.makeOutput([selectedSize], "float32", pSelectedScores); - return [selectedIndicesTensor, selectedScoresTensor]; - } - var nonMaxSuppressionV5Config3 = { - kernelName: NonMaxSuppressionV5, - backendName: "wasm", - setupFunc: setup25, - kernelFunc: kernelFunc2 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast12 = false; - var notEqualConfig3 = createBinaryKernelConfig(NotEqual, supportsFullBroadcast12, "bool"); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmOneHot; - function setup26(backend22) { - wasmOneHot = backend22.wasm.cwrap(OneHot, null, [ - "number", - "number", - "number", - "number", - "number" - ]); - } - function oneHot4(args) { - const {inputs, backend: backend22, attrs} = args; - const {indices} = inputs; - const {depth, onValue, offValue} = attrs; - const out = backend22.makeOutput([...indices.shape, depth], "int32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - wasmOneHot(indicesId, depth, onValue, offValue, outId); - return out; - } - var oneHotConfig3 = { - kernelName: OneHot, - backendName: "wasm", - setupFunc: setup26, - kernelFunc: oneHot4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function onesLike4(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(1); - return out; - } - var onesLikeConfig3 = { - kernelName: OnesLike, - backendName: "wasm", - kernelFunc: onesLike4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function pack3(args) { - const {inputs, backend: backend22, attrs} = args; - const {axis} = attrs; - if (inputs.length === 1) { - return expandDims4({inputs: {input: inputs[0]}, backend: backend22, attrs: {dim: axis}}); - } - const shape = inputs[0].shape; - const dtype = inputs[0].dtype; - inputs.forEach((t) => { - util_exports.assertShapesMatch(shape, t.shape, "All tensors passed to stack must have matching shapes"); - util_exports.assert(dtype === t.dtype, () => "All tensors passed to stack must have matching dtypes"); - }); - const intermediateTensorInfos = []; - const expandedTensors = inputs.map((t) => { - const expandedT = expandDims4({inputs: {input: t}, backend: backend22, attrs: {dim: axis}}); - intermediateTensorInfos.push(expandedT); - return expandedT; - }); - const result = concat4({inputs: expandedTensors, backend: backend22, attrs: {axis}}); - intermediateTensorInfos.forEach((t) => backend22.disposeData(t.dataId)); - return result; - } - var packConfig3 = { - kernelName: Pack, - backendName: "wasm", - kernelFunc: pack3 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmPadV2; - function setup27(backend22) { - wasmPadV2 = backend22.wasm.cwrap(PadV2, null, [ - "number", - "array", - "number", - "number", - "array", - "array", - "number", - "number" - ]); - } - function pad2(args) { - const {inputs: {x}, backend: backend22, attrs: {paddings, constantValue}} = args; - const outShape = paddings.map((p2, i) => p2[0] + x.shape[i] + p2[1]); - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(outShape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const prePaddingsFlat = paddings.map((padTuple) => padTuple[0]); - const postPaddingsFlat = paddings.map((padTuple) => padTuple[1]); - const prePaddingsBytes = new Uint8Array(new Int32Array(prePaddingsFlat).buffer); - const postPaddingsBytes = new Uint8Array(new Int32Array(postPaddingsFlat).buffer); - wasmPadV2(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], prePaddingsBytes, postPaddingsBytes, constantValue, outId); - return out; - } - var padV2Config3 = { - kernelName: PadV2, - backendName: "wasm", - kernelFunc: pad2, - setupFunc: setup27 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast13 = false; - var powConfig3 = createBinaryKernelConfig(Pow, supportsFullBroadcast13); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmPrelu; - function setup28(backend22) { - wasmPrelu = backend22.wasm.cwrap(Prelu, null, [ - "number", - "number", - "number" - ]); - } - function prelu4(args) { - const {inputs, backend: backend22} = args; - const {x, alpha} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const weightsId = backend22.dataIdMap.get(alpha.dataId).id; - const out = backend22.makeOutput(x.shape, "float32"); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmPrelu(xId, weightsId, outId); - return out; - } - var preluConfig3 = { - kernelName: Prelu, - backendName: "wasm", - setupFunc: setup28, - kernelFunc: prelu4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmProd; - function setup29(backend22) { - wasmProd = backend22.wasm.cwrap(Prod, null, [ - "number", - "number", - "number", - "number" - ]); - } - function prod4(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("prod", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmProd(inputId, reduceSize, CppDType[out.dtype], outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; - } - var prodConfig3 = { - kernelName: Prod, - backendName: "wasm", - setupFunc: setup29, - kernelFunc: prod4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var range4 = (args) => { - const {backend: backend22, attrs} = args; - const {start, stop, step: step5, dtype} = attrs; - const values = rangeImpl(start, stop, step5, dtype); - const out = backend22.makeOutput([values.length], dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.set(values); - return out; - }; - var rangeConfig3 = { - kernelName: Range, - backendName: "wasm", - kernelFunc: range4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast14 = true; - var realDivConfig3 = createBinaryKernelConfig(RealDiv, supportsFullBroadcast14); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var reluConfig3 = createUnaryKernelConfig(Relu); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var relu6Config3 = createUnaryKernelConfig(Relu6); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmResizeBilinear; - function setup30(backend22) { - wasmResizeBilinear = backend22.wasm.cwrap(ResizeBilinear, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number" - ]); - } - function resizeBilinear4(args) { - const {backend: backend22, inputs, attrs} = args; - const {images} = inputs; - const {alignCorners, halfPixelCenters, size} = attrs; - const [newHeight, newWidth] = size; - const [batch, oldHeight, oldWidth, numChannels] = images.shape; - const outShape = [batch, newHeight, newWidth, numChannels]; - let xData = backend22.dataIdMap.get(images.dataId); - let castedData; - if (xData.dtype !== "float32") { - castedData = cast4({backend: backend22, inputs: {x: images}, attrs: {dtype: "float32"}}); - xData = backend22.dataIdMap.get(castedData.dataId); - } - const xId = xData.id; - const out = backend22.makeOutput(outShape, "float32"); - if (util_exports.sizeFromShape(images.shape) === 0) { - return out; - } - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmResizeBilinear(xId, batch, oldHeight, oldWidth, numChannels, newHeight, newWidth, alignCorners ? 1 : 0, halfPixelCenters ? 1 : 0, outId); - if (castedData != null) { - backend22.disposeData(castedData.dataId); - } - return out; - } - var resizeBilinearConfig3 = { - kernelName: ResizeBilinear, - backendName: "wasm", - setupFunc: setup30, - kernelFunc: resizeBilinear4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmReverse; - function setup31(backend22) { - wasmReverse = backend22.wasm.cwrap(Reverse, null, [ - "number", - "array", - "number", - "array", - "number", - "number" - ]); - } - function reverse4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const {dims} = attrs; - const axes = util_exports.parseAxisParam(dims, x.shape); - if (x.shape.length === 0) { - return identity3({inputs: {x}, backend: backend22}); - } - const out = backend22.makeOutput(x.shape, x.dtype); - const xId = backend22.dataIdMap.get(x.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const axesBytes = new Uint8Array(new Int32Array(axes).buffer); - const outShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - wasmReverse(xId, axesBytes, axes.length, outShapeBytes, x.shape.length, outId); - const reshaped = reshape4({inputs: {x: out}, attrs: {shape: x.shape}, backend: backend22}); - backend22.disposeData(out.dataId); - return reshaped; - } - var reverseConfig3 = { - kernelName: Reverse, - backendName: "wasm", - kernelFunc: reverse4, - setupFunc: setup31 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmRotate; - function setup32(backend22) { - wasmRotate = backend22.wasm.cwrap(RotateWithOffset, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number", - "number" - ]); - } - function rotateWithOffset2(args) { - const {inputs, backend: backend22, attrs} = args; - const {image: image3} = inputs; - const {radians, fillValue, center} = attrs; - const out = backend22.makeOutput(image3.shape, image3.dtype); - const imageId = backend22.dataIdMap.get(image3.dataId).id; - const outId = backend22.dataIdMap.get(out.dataId).id; - const [batch, imageHeight, imageWidth, numChannels] = image3.shape; - const [centerX, centerY] = backend_util_exports.getImageCenter(center, imageHeight, imageWidth); - const fillIsBlack = fillValue === 0; - const fullOpacityValue = 255; - const fillValues2 = typeof fillValue === "number" ? [fillValue, fillValue, fillValue, fillIsBlack ? 0 : fullOpacityValue] : [...fillValue, fullOpacityValue]; - const fillBytes = new Uint8Array(new Int32Array(fillValues2).buffer); - wasmRotate(imageId, batch, imageHeight, imageWidth, numChannels, radians, centerX, centerY, fillBytes, fillValues2.length, outId); - return out; - } - var rotateWithOffsetConfig3 = { - kernelName: RotateWithOffset, - backendName: "wasm", - kernelFunc: rotateWithOffset2, - setupFunc: setup32 - }; - /** - * @license - * Copyright 2021 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var roundConfig3 = createUnaryKernelConfig(Round); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var rsqrtConfig3 = createUnaryKernelConfig(Rsqrt); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmScatterNd; - function setup33(backend22) { - wasmScatterNd = backend22.wasm.cwrap(ScatterNd, null, [ - "number", - "number", - "number", - "number", - "number", - "number", - "array", - "number", - "number" - ]); - } - function scatterNd3(args) { - const {backend: backend22, inputs, attrs} = args; - const {indices, updates} = inputs; - const {shape} = attrs; - const out = backend22.makeOutput(shape, updates.dtype); - if (util_exports.sizeFromShape(shape) === 0) { - return out; - } - const {sliceRank, numUpdates, sliceSize, strides, outputSize} = scatter_nd_util_exports.calculateShapes(updates, indices, shape); - const indicesData = backend22.dataIdMap.get(indices.dataId); - const indicesId = indicesData.id; - const updatesData = backend22.dataIdMap.get(updates.dataId); - const updatesId = updatesData.id; - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmScatterNd(indicesId, updatesId, CppDType[updates.dtype], sliceRank, numUpdates, sliceSize, stridesBytes, outputSize, outId); - return out; - } - var scatterNdConfig3 = { - kernelName: ScatterNd, - backendName: "wasm", - setupFunc: setup33, - kernelFunc: scatterNd3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmSelect; - function setup34(backend22) { - wasmSelect = backend22.wasm.cwrap("SelectV2", null, [ - "number", - "number", - "number", - "number", - "number" - ]); - } - function select3(args) { - const {inputs, backend: backend22} = args; - const {condition, t, e} = inputs; - const conditionId = backend22.dataIdMap.get(condition.dataId).id; - const tId = backend22.dataIdMap.get(t.dataId).id; - const eId = backend22.dataIdMap.get(e.dataId).id; - const out = backend22.makeOutput(t.shape, t.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const cRank = condition.shape.length; - const tRank = t.shape.length; - const offset = cRank === 0 || cRank > 1 || tRank === 1 ? 1 : util_exports.sizeFromShape(t.shape.slice(1)); - wasmSelect(conditionId, tId, eId, offset, outId); - return out; - } - var selectConfig3 = { - kernelName: Select, - backendName: "wasm", - kernelFunc: select3, - setupFunc: setup34 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc7; - function setup35(backend22) { - wasmFunc7 = backend22.wasm.cwrap(Sigmoid, null, ["number", "number"]); - } - function sigmoid4(args) { - const {backend: backend22, inputs: {x}} = args; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc7(xId, outId); - return out; - } - var sigmoidConfig3 = { - kernelName: "Sigmoid", - backendName: "wasm", - setupFunc: setup35, - kernelFunc: sigmoid4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sinConfig3 = createUnaryKernelConfig(Sin); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function slice4(args) { - const {inputs: {x}, attrs: {begin, size}, backend: backend22} = args; - const [begin_, size_] = slice_util_exports.parseSliceParams(x, begin, size); - const isContinous = slice_util_exports.isSliceContinous(x.shape, begin_, size_); - const xVals = backend22.readSync(x.dataId); - const out = backend22.makeOutput(size_, x.dtype); - const xStrides = util_exports.computeStrides(x.shape); - const outData = backend22.dataIdMap.get(out.dataId); - if (isContinous) { - const flatOffset = slice_util_exports.computeFlatOffset(begin_, xStrides); - if (x.dtype === "string") { - outData.stringBytes = xVals.slice(flatOffset, flatOffset + util_exports.sizeFromShape(size_)); - } else { - const outVals2 = backend22.typedArrayFromHeap(out); - outVals2.set(xVals.subarray(flatOffset, flatOffset + util_exports.sizeFromShape(size_))); - } - return out; - } - if (x.dtype === "string") { - const res = sliceImpl(xVals, begin_, size_, x.shape, x.dtype); - outData.stringBytes = res; - return out; - } - const outVals = backend22.typedArrayFromHeap(out); - const rank = x.shape.length; - if (rank === 2) { - slice2d2(xVals, xStrides[0], outVals, begin_, size_); - } else if (rank === 3) { - slice3d2(xVals, xStrides[0], xStrides[1], outVals, begin_, size_); - } else if (rank === 4) { - slice4d2(xVals, xStrides[0], xStrides[1], xStrides[2], outVals, begin_, size_); - } else { - const res = sliceImpl(xVals, begin_, size_, x.shape, x.dtype); - outVals.set(res); - } - return out; - } - function slice2d2(xVals, xStride, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const endI = beginI + size[0]; - for (let i = beginI; i < endI; i++) { - const xOffset = i * xStride + beginJ; - outVals.set(xVals.subarray(xOffset, xOffset + size[1]), outOffset); - outOffset += size[1]; - } - } - function slice3d2(xVals, xStride1, xStride2, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const beginK = begin[2]; - const endI = beginI + size[0]; - const endJ = beginJ + size[1]; - for (let i = beginI; i < endI; i++) { - for (let j = beginJ; j < endJ; j++) { - const xOffset = i * xStride1 + j * xStride2 + beginK; - outVals.set(xVals.subarray(xOffset, xOffset + size[2]), outOffset); - outOffset += size[2]; - } - } - } - function slice4d2(xVals, xStride1, xStride2, xStride3, outVals, begin, size) { - let outOffset = 0; - const beginI = begin[0]; - const beginJ = begin[1]; - const beginK = begin[2]; - const endI = beginI + size[0]; - const endJ = beginJ + size[1]; - const endK = beginK + size[2]; - const beginL = begin[3]; - for (let i = beginI; i < endI; i++) { - for (let j = beginJ; j < endJ; j++) { - for (let k = beginK; k < endK; k++) { - const xOffset = i * xStride1 + j * xStride2 + k * xStride3 + beginL; - outVals.set(xVals.subarray(xOffset, xOffset + size[3]), outOffset); - outOffset += size[3]; - } - } - } - } - var sliceConfig3 = { - kernelName: Slice, - backendName: "wasm", - kernelFunc: slice4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmFunc8; - function setup36(backend22) { - wasmFunc8 = backend22.wasm.cwrap(Softmax, null, [ - "number", - "number", - "number", - "number" - ]); - } - function softmax4(args) { - const {backend: backend22, inputs: {logits}, attrs: {dim}} = args; - const xId = backend22.dataIdMap.get(logits.dataId).id; - const out = backend22.makeOutput(logits.shape, logits.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - const channels = logits.shape[dim]; - const batch = util_exports.sizeFromShape(logits.shape) / channels; - if (util_exports.sizeFromShape(out.shape) === 0) { - return out; - } - wasmFunc8(xId, outId, channels, batch); - return out; - } - var softmaxConfig3 = { - kernelName: Softmax, - backendName: "wasm", - setupFunc: setup36, - kernelFunc: softmax4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function splitV3(args) { - const {inputs, attrs, backend: backend22} = args; - const {x} = inputs; - const {numOrSizeSplits, axis} = attrs; - const $axis = util_exports.parseAxisParam(axis, x.shape)[0]; - const splitSizes = backend_util_exports.prepareSplitSize(x, numOrSizeSplits, $axis); - const begin = new Array(x.shape.length).fill(0); - const size = x.shape.slice(); - return splitSizes.map((s) => { - const xSliceSize = [...size]; - xSliceSize[$axis] = s; - const xSlice = slice4({inputs: {x}, attrs: {begin, size: xSliceSize}, backend: backend22}); - begin[$axis] += s; - return xSlice; - }); - } - var splitVConfig3 = { - kernelName: SplitV, - backendName: "wasm", - kernelFunc: splitV3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sqrtConfig3 = createUnaryKernelConfig(Sqrt); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var squareConfig3 = createUnaryKernelConfig(Square); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast15 = true; - var squaredDifferenceConfig3 = createBinaryKernelConfig(SquaredDifference, supportsFullBroadcast15); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmStep; - function setup37(backend22) { - wasmStep = backend22.wasm.cwrap(Step, null, [ - "number", - "number", - "number" - ]); - } - function step4(args) { - const {backend: backend22, inputs, attrs} = args; - const {alpha} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const out = backend22.makeOutput(x.shape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmStep(xId, alpha, outId); - return out; - } - var stepConfig3 = { - kernelName: Step, - backendName: "wasm", - setupFunc: setup37, - kernelFunc: step4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmStridedSlice; - function setup38(backend22) { - wasmStridedSlice = backend22.wasm.cwrap(StridedSlice, null, [ - "number", - "array", - "number", - "array", - "array", - "array", - "array", - "array", - "number", - "number" - ]); - } - function stridedSlice4(args) { - const {backend: backend22, inputs, attrs} = args; - const {x} = inputs; - let {begin, end, strides} = attrs; - if (strides == null) { - strides = new Array(begin.length); - } - const {beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask} = attrs; - const ellipsisAxes = backend_util_exports.slice_util.maskToAxes(ellipsisMask); - if (ellipsisAxes.length > 1) { - throw new Error("Multiple ellipses in slice is not allowed."); - } - if (ellipsisMask !== 0 && newAxisMask !== 0) { - throw new Error("Using both ellipsisMask and newAxisMask is not yet supported."); - } - if (ellipsisMask !== 0 && shrinkAxisMask !== 0) { - throw new Error("Using both ellipsisMask and shrinkAxisMask is not yet supported."); - } - const numInterpolatedAxes = x.shape.length - begin.length; - const expandAxes = backend_util_exports.slice_util.maskToAxes(newAxisMask); - const newShape = x.shape.slice(); - expandAxes.forEach((axis) => { - begin[axis] = 0; - end[axis] = 1; - newShape.splice(axis, 0, 1); - }); - const xReshaped = reshape4({inputs: {x}, attrs: {shape: newShape}, backend: backend22}); - const {begin: normalizedBegin, end: normalizedEnd, strides: normalizedStrides} = backend_util_exports.slice_util.getNormalizedAxes(xReshaped.shape, ellipsisAxes, numInterpolatedAxes, begin, end, strides, beginMask, endMask, ellipsisMask); - begin = normalizedBegin; - end = normalizedEnd; - strides = normalizedStrides; - const shrinkAxes = backend_util_exports.slice_util.maskToAxes(shrinkAxisMask); - shrinkAxes.forEach((axis) => { - end[axis] = begin[axis] + 1; - strides[axis] = 1; - }); - const size = backend_util_exports.slice_util.computeOutShape(begin, end, strides); - const outShape = size.filter((_, axis) => shrinkAxes.indexOf(axis) === -1); - const nonStrided = strides.every((v) => v === 1); - if (nonStrided) { - const xSliced = slice4({inputs: {x: xReshaped}, attrs: {begin, size}, backend: backend22}); - backend22.disposeData(xReshaped.dataId); - const reshaped2 = reshape4({inputs: {x: xSliced}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeData(xSliced.dataId); - return reshaped2; - } - const out = backend22.makeOutput(outShape, "float32"); - if (!outShape.some((axis) => axis === 0)) { - const xId = backend22.dataIdMap.get(xReshaped.dataId).id; - const xStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(xReshaped.shape)).buffer); - const beginBytes = new Uint8Array(new Int32Array(begin).buffer); - const endBytes = new Uint8Array(new Int32Array(end).buffer); - const stridesBytes = new Uint8Array(new Int32Array(strides).buffer); - const outputShapeBytes = new Uint8Array(new Int32Array(outShape).buffer); - const outStridesBytes = new Uint8Array(new Int32Array(util_exports.computeStrides(outShape)).buffer); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmStridedSlice(xId, xStridesBytes, xReshaped.shape.length, beginBytes, endBytes, stridesBytes, outputShapeBytes, outStridesBytes, outShape.length, outId); - } - backend22.disposeData(xReshaped.dataId); - const reshaped = reshape4({inputs: {x: out}, attrs: {shape: outShape}, backend: backend22}); - backend22.disposeData(out.dataId); - return reshaped; - } - var stridedSliceConfig3 = { - kernelName: StridedSlice, - backendName: "wasm", - setupFunc: setup38, - kernelFunc: stridedSlice4 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var supportsFullBroadcast16 = true; - var subConfig3 = createBinaryKernelConfig(Sub, supportsFullBroadcast16); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmSum; - function setup39(backend22) { - wasmSum = backend22.wasm.cwrap(Sum, null, ["number, number, number"]); - } - function sum5(args) { - const {backend: backend22, inputs, attrs} = args; - const {axis, keepDims} = attrs; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - let inputId = xId; - let input2 = x; - const {transposed, axes, originalAxes, inputWasTransposed} = permuteAxesAndTranspose(x, axis, backend22); - let reductionAxes = axes; - if (inputWasTransposed) { - const transposedId = backend22.dataIdMap.get(transposed.dataId).id; - if (transposedId !== xId) { - input2 = transposed; - inputId = transposedId; - reductionAxes = backend_util_exports.getInnerMostAxes(reductionAxes.length, input2.shape.length); - } - } - backend_util_exports.assertAxesAreInnerMostDims("sum", reductionAxes, input2.shape.length); - const [outShape, reduceShape] = backend_util_exports.computeOutAndReduceShapes(input2.shape, reductionAxes); - const reduceSize = util_exports.sizeFromShape(reduceShape); - const out = backend22.makeOutput(outShape, input2.dtype); - if (util_exports.sizeFromShape(input2.shape) !== 0) { - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmSum(inputId, reduceSize, outId); - } - if (inputWasTransposed) { - backend22.disposeData(transposed.dataId); - } - if (keepDims) { - const newShape = backend_util_exports.expandShapeToKeepDim(out.shape, originalAxes); - out.shape = newShape; - } - return out; - } - var sumConfig3 = { - kernelName: Sum, - backendName: "wasm", - setupFunc: setup39, - kernelFunc: sum5 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var tanhConfig3 = createUnaryKernelConfig(Tanh); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmTile; - function setup40(backend22) { - wasmTile = backend22.wasm.cwrap(Tile, null, [ - "number", - "array", - "number", - "array", - "number", - "number" - ]); - } - function tile4(args) { - const {inputs, backend: backend22, attrs} = args; - const {x} = inputs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const {reps} = attrs; - const newShape = new Array(x.shape.length); - for (let i = 0; i < newShape.length; i++) { - newShape[i] = x.shape[i] * reps[i]; - } - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const newShapeBytes = new Uint8Array(new Int32Array(newShape).buffer); - const out = backend22.makeOutput(newShape, x.dtype); - const outId = backend22.dataIdMap.get(out.dataId).id; - wasmTile(xId, xShapeBytes, x.shape.length, newShapeBytes, newShape.length, CppDType[out.dtype], outId); - return out; - } - var tileConfig3 = { - kernelName: Tile, - backendName: "wasm", - setupFunc: setup40, - kernelFunc: tile4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var wasmTopK; - function setup41(backend22) { - wasmTopK = backend22.wasm.cwrap(TopK, null, [ - "number", - "array", - "number", - "number", - "number", - "bool", - "number", - "number" - ]); - } - var topk2 = ({inputs, backend: backend22, attrs}) => { - const {x} = inputs; - const {k, sorted} = attrs; - const xId = backend22.dataIdMap.get(x.dataId).id; - const xShapeBytes = new Uint8Array(new Int32Array(x.shape).buffer); - const outputShape = x.shape.slice(); - outputShape[outputShape.length - 1] = k; - const outValues = backend22.makeOutput(outputShape, x.dtype); - const outValuesId = backend22.dataIdMap.get(outValues.dataId).id; - const outIndices = backend22.makeOutput(outputShape, "int32"); - const outIndicesId = backend22.dataIdMap.get(outIndices.dataId).id; - wasmTopK(xId, xShapeBytes, x.shape.length, CppDType[x.dtype], k, sorted, outValuesId, outIndicesId); - return [outValues, outIndices]; - }; - var topKConfig3 = { - kernelName: TopK, - backendName: "wasm", - setupFunc: setup41, - kernelFunc: topk2 - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function unpack3(args) { - const {inputs, backend: backend22, attrs} = args; - const {value} = inputs; - let {axis} = attrs; - if (axis < 0) { - axis += value.shape.length; - } - const numOutputs = value.shape[axis]; - const rank = value.shape.length; - const outShape = new Array(rank - 1); - let outIndex = 0; - for (let i = 0; i < rank; i++) { - if (i !== axis) { - outShape[outIndex++] = value.shape[i]; - } - } - const outs = new Array(numOutputs); - const begin = new Array(rank).fill(0); - const size = value.shape.slice(); - size[axis] = 1; - for (let i = 0; i < outs.length; i++) { - begin[axis] = i; - outs[i] = slice4({inputs: {x: value}, attrs: {begin, size}, backend: backend22}); - } - return outs.map(({dataId, dtype}) => ({dataId, dtype, shape: outShape})); - } - var unpackConfig3 = { - kernelName: Unpack, - backendName: "wasm", - kernelFunc: unpack3 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function zerosLike4(args) { - const {inputs: {x}, backend: backend22} = args; - const out = backend22.makeOutput(x.shape, x.dtype); - const outVals = backend22.typedArrayFromHeap(out); - outVals.fill(0); - return out; - } - var zerosLikeConfig3 = { - kernelName: ZerosLike, - backendName: "wasm", - kernelFunc: zerosLike4 - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var kernelConfigs3 = [ - absConfig3, - addConfig3, - addNConfig3, - argMaxConfig3, - avgPoolConfig3, - batchMatMulConfig3, - castConfig3, - ceilConfig3, - clipByValueConfig2, - concatConfig3, - conv2DConfig3, - conv2DBackpropInputConfig3, - cosConfig3, - cropAndResizeConfig3, - cumsumConfig3, - depthToSpaceConfig3, - depthwiseConv2dNativeConfig3, - equalConfig3, - expConfig3, - expandDimsConfig3, - fillConfig3, - flipLeftRightConfig3, - floorConfig3, - floorDivConfig3, - fusedMatMulConfig, - fusedBatchNormConfig, - fusedConv2DConfig3, - fusedDepthwiseConv2DConfig3, - gatherNdConfig3, - gatherV2Config3, - greaterConfig3, - greaterEqualConfig3, - identityConfig3, - leakyReluConfig3, - lessConfig3, - lessEqualConfig3, - logConfig3, - logicalAndConfig3, - maxConfig3, - maximumConfig3, - maxPoolConfig3, - meanConfig3, - minConfig3, - minimumConfig3, - multiplyConfig3, - negConfig3, - nonMaxSuppressionV3Config3, - nonMaxSuppressionV4Config3, - nonMaxSuppressionV5Config3, - notEqualConfig3, - oneHotConfig3, - onesLikeConfig3, - packConfig3, - padV2Config3, - powConfig3, - preluConfig3, - prodConfig3, - rangeConfig3, - realDivConfig3, - reluConfig3, - relu6Config3, - reshapeConfig3, - resizeBilinearConfig3, - reverseConfig3, - rotateWithOffsetConfig3, - rsqrtConfig3, - roundConfig3, - scatterNdConfig3, - selectConfig3, - sigmoidConfig3, - sinConfig3, - sliceConfig3, - softmaxConfig3, - splitVConfig3, - sqrtConfig3, - squareConfig3, - squaredDifferenceConfig3, - stepConfig3, - stridedSliceConfig3, - subConfig3, - sumConfig3, - tanhConfig3, - tileConfig3, - topKConfig3, - transposeConfig3, - unpackConfig3, - zerosLikeConfig3 - ]; - for (const kernelConfig of kernelConfigs3) { - registerKernel(kernelConfig); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ENV4 = env(); - ENV4.registerFlag("WASM_HAS_SIMD_SUPPORT", async () => WebAssembly.validate(new Uint8Array([ - 0, - 97, - 115, - 109, - 1, - 0, - 0, - 0, - 1, - 4, - 1, - 96, - 0, - 0, - 3, - 2, - 1, - 0, - 10, - 9, - 1, - 7, - 0, - 65, - 0, - 253, - 15, - 26, - 11 - ]))); - ENV4.registerFlag("WASM_HAS_MULTITHREAD_SUPPORT", async () => { - if (ENV4.get("IS_NODE")) { - return false; - } - try { - new MessageChannel().port1.postMessage(new SharedArrayBuffer(1)); - return WebAssembly.validate(new Uint8Array([ - 0, - 97, - 115, - 109, - 1, - 0, - 0, - 0, - 1, - 4, - 1, - 96, - 0, - 0, - 3, - 2, - 1, - 0, - 5, - 4, - 1, - 3, - 1, - 1, - 10, - 11, - 1, - 9, - 0, - 65, - 0, - 254, - 16, - 2, - 0, - 26, - 11 - ])); - } catch (e) { - return false; - } - }); - var import_tfjs_backend_wasm_threaded_simd = __toModule(require_tfjs_backend_wasm_threaded_simd()); - var wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(" ");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(" ");postMessage({cmd:"alert",text:text,threadId:Module["_pthread_self"]()})}var err=threadPrintErr;this.alert=threadAlert;Module["instantiateWasm"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module["wasmModule"],info);Module["wasmModule"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd==="load"){Module["wasmModule"]=e.data.wasmModule;Module["wasmMemory"]=e.data.wasmMemory;Module["buffer"]=Module["wasmMemory"].buffer;Module["ENVIRONMENT_IS_PTHREAD"]=true;if(typeof e.data.urlOrBlob==="string"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd==="objectTransfer"){Module["PThread"].receiveObjectTransfer(e.data)}else if(e.data.cmd==="run"){Module["__performance_now_clock_drift"]=performance.now()-e.data.time;Module["__emscripten_thread_init"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module["establishStackSpace"](top,max);Module["_emscripten_tls_init"]();Module["PThread"].receiveObjectTransfer(e.data);Module["PThread"].setThreadStatus(Module["_pthread_self"](),1);try{var result=Module["invokeEntryPoint"](e.data.start_routine,e.data.arg);if(!Module["getNoExitRuntime"]())Module["PThread"].threadExit(result)}catch(ex){if(ex==="Canceled!"){Module["PThread"].threadCancel()}else if(ex!="unwind"){if(ex instanceof Module["ExitStatus"]){if(Module["getNoExitRuntime"]()){}else{Module["PThread"].threadExit(ex.status)}}else{Module["PThread"].threadExit(-2);throw ex}}}}else if(e.data.cmd==="cancel"){if(Module["_pthread_self"]()){Module["PThread"].threadCancel()}}else if(e.data.target==="setimmediate"){}else if(e.data.cmd==="processThreadQueue"){if(Module["_pthread_self"]()){Module["_emscripten_current_thread_process_queued_calls"]()}}else{err("worker.js received unknown command "+e.data.cmd);err(e.data)}}catch(ex){err("worker.js onmessage() captured an uncaught exception: "+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process==="object"&&typeof process.versions==="object"&&typeof process.versions.node==="string"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require("worker_threads");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on("message",function(data){onmessage({data:data})});var nodeFS=require("fs");var nodeRead=function(filename){return nodeFS.readFileSync(filename,"utf8")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance==="undefined"){performance={now:function(){return Date.now()}}}}'; - var import_tfjs_backend_wasm = __toModule(require_tfjs_backend_wasm()); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var BackendWasm = class extends KernelBackend { - constructor(wasm) { - super(); - this.wasm = wasm; - this.dataIdNextNumber = 1; - this.wasm.tfjs.init(); - this.dataIdMap = new DataStorage(this, engine()); - } - write(values, shape, dtype) { - const dataId = {id: this.dataIdNextNumber++}; - this.move(dataId, values, shape, dtype, 1); - return dataId; - } - numDataIds() { - return this.dataIdMap.numDataIds(); - } - async time(f) { - const start = util_exports.now(); - f(); - const kernelMs = util_exports.now() - start; - return {kernelMs}; - } - move(dataId, values, shape, dtype, refCount) { - const id = this.dataIdNextNumber++; - if (dtype === "string") { - const stringBytes = values; - this.dataIdMap.set(dataId, {id, stringBytes, shape, dtype, memoryOffset: null, refCount}); - return; - } - const size = util_exports.sizeFromShape(shape); - const numBytes = size * util_exports.bytesPerElement(dtype); - const memoryOffset = this.wasm._malloc(numBytes); - this.dataIdMap.set(dataId, {id, memoryOffset, shape, dtype, refCount}); - this.wasm.tfjs.registerTensor(id, size, memoryOffset); - if (values != null) { - this.wasm.HEAPU8.set(new Uint8Array(values.buffer, values.byteOffset, numBytes), memoryOffset); - } - } - async read(dataId) { - return this.readSync(dataId); - } - readSync(dataId) { - const {memoryOffset, dtype, shape, stringBytes} = this.dataIdMap.get(dataId); - if (dtype === "string") { - return stringBytes; - } - const bytes = this.wasm.HEAPU8.slice(memoryOffset, memoryOffset + util_exports.sizeFromShape(shape) * util_exports.bytesPerElement(dtype)); - return typedArrayFromBuffer(bytes.buffer, dtype); - } - disposeData(dataId, force = false) { - if (this.dataIdMap.has(dataId)) { - const data2 = this.dataIdMap.get(dataId); - data2.refCount--; - if (!force && data2.refCount > 0) { - return false; - } - this.wasm._free(data2.memoryOffset); - this.wasm.tfjs.disposeData(data2.id); - this.dataIdMap.delete(dataId); - } - return true; - } - refCount(dataId) { - if (this.dataIdMap.has(dataId)) { - const tensorData = this.dataIdMap.get(dataId); - return tensorData.refCount; - } - return 0; - } - incRef(dataId) { - const data2 = this.dataIdMap.get(dataId); - if (data2 != null) { - data2.refCount++; - } - } - floatPrecision() { - return 32; - } - getMemoryOffset(dataId) { - return this.dataIdMap.get(dataId).memoryOffset; - } - dispose() { - this.wasm.tfjs.dispose(); - this.wasm = null; - } - memory() { - return {unreliable: false}; - } - makeOutput(shape, dtype, memoryOffset) { - let dataId; - if (memoryOffset == null) { - dataId = this.write(null, shape, dtype); - } else { - const id = this.dataIdNextNumber++; - dataId = {id}; - this.dataIdMap.set(dataId, {id, memoryOffset, shape, dtype, refCount: 1}); - const size = util_exports.sizeFromShape(shape); - this.wasm.tfjs.registerTensor(id, size, memoryOffset); - } - return {dataId, shape, dtype}; - } - typedArrayFromHeap({shape, dtype, dataId}) { - const buffer2 = this.wasm.HEAPU8.buffer; - const {memoryOffset} = this.dataIdMap.get(dataId); - const size = util_exports.sizeFromShape(shape); - switch (dtype) { - case "float32": - return new Float32Array(buffer2, memoryOffset, size); - case "int32": - return new Int32Array(buffer2, memoryOffset, size); - case "bool": - return new Uint8Array(buffer2, memoryOffset, size); - default: - throw new Error(`Unknown dtype ${dtype}`); - } - } - }; - function createInstantiateWasmFunc(path) { - return (imports, callback) => { - util_exports.fetch(path, {credentials: "same-origin"}).then((response) => { - if (!response["ok"]) { - imports.env.a(`failed to load wasm binary file at '${path}'`); - } - response.arrayBuffer().then((binary) => { - WebAssembly.instantiate(binary, imports).then((output) => { - callback(output.instance); - }); - }); - }); - return {}; - }; - } - function getPathToWasmBinary(simdSupported, threadsSupported, wasmModuleFolder) { - if (wasmPath != null) { - return wasmPath; - } - let path = "tfjs-backend-wasm.wasm"; - if (simdSupported && threadsSupported) { - path = "tfjs-backend-wasm-threaded-simd.wasm"; - } else if (simdSupported) { - path = "tfjs-backend-wasm-simd.wasm"; - } - if (wasmFileMap != null) { - if (wasmFileMap[path] != null) { - return wasmFileMap[path]; - } - } - return wasmModuleFolder + path; - } - async function init() { - const [simdSupported, threadsSupported] = await Promise.all([ - env().getAsync("WASM_HAS_SIMD_SUPPORT"), - env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT") - ]); - return new Promise((resolve, reject) => { - const factoryConfig = {}; - factoryConfig.locateFile = (path, prefix) => { - if (path.endsWith(".worker.js")) { - const response = wasmWorkerContents; - const blob = new Blob([response], {type: "application/javascript"}); - return URL.createObjectURL(blob); - } - if (path.endsWith(".wasm")) { - return getPathToWasmBinary(simdSupported, threadsSupported, wasmPathPrefix != null ? wasmPathPrefix : prefix); - } - return prefix + path; - }; - if (customFetch) { - factoryConfig.instantiateWasm = createInstantiateWasmFunc(getPathToWasmBinary(simdSupported, threadsSupported, wasmPathPrefix != null ? wasmPathPrefix : "")); - } - let initialized = false; - factoryConfig.onAbort = () => { - if (initialized) { - return; - } - if (initAborted) { - return; - } - initAborted = true; - const rejectMsg = "Make sure the server can serve the `.wasm` file relative to the bundled js file. For more details see https://github.com/tensorflow/tfjs/blob/master/tfjs-backend-wasm/README.md#using-bundlers"; - reject({message: rejectMsg}); - }; - let wasm; - if (threadsSupported && simdSupported && wasmPath == null) { - factoryConfig.mainScriptUrlOrBlob = new Blob([`var WasmBackendModuleThreadedSimd = ` + import_tfjs_backend_wasm_threaded_simd.default.toString()], {type: "text/javascript"}); - wasm = (0, import_tfjs_backend_wasm_threaded_simd.default)(factoryConfig); - } else { - wasm = (0, import_tfjs_backend_wasm.default)(factoryConfig); - } - wasm.then((module) => { - initialized = true; - initAborted = false; - const voidReturnType = null; - module.tfjs = { - init: module.cwrap("init", null, []), - registerTensor: module.cwrap("register_tensor", null, [ - "number", - "number", - "number" - ]), - disposeData: module.cwrap("dispose_data", voidReturnType, ["number"]), - dispose: module.cwrap("dispose", voidReturnType, []) - }; - resolve({wasm: module}); - }); - }); - } - function typedArrayFromBuffer(buffer2, dtype) { - switch (dtype) { - case "float32": - return new Float32Array(buffer2); - case "int32": - return new Int32Array(buffer2); - case "bool": - return new Uint8Array(buffer2); - default: - throw new Error(`Unknown dtype ${dtype}`); - } - } - var wasmBinaryNames = [ - "tfjs-backend-wasm.wasm", - "tfjs-backend-wasm-simd.wasm", - "tfjs-backend-wasm-threaded-simd.wasm" - ]; - var wasmPath = null; - var wasmPathPrefix = null; - var wasmFileMap = {}; - var initAborted = false; - var customFetch = false; - function setWasmPath(path, usePlatformFetch = false) { - deprecationWarn("setWasmPath has been deprecated in favor of setWasmPaths and will be removed in a future release."); - if (initAborted) { - throw new Error("The WASM backend was already initialized. Make sure you call `setWasmPath()` before you call `tf.setBackend()` or `tf.ready()`"); - } - wasmPath = path; - customFetch = usePlatformFetch; - } - function setWasmPaths(prefixOrFileMap, usePlatformFetch = false) { - if (initAborted) { - throw new Error("The WASM backend was already initialized. Make sure you call `setWasmPaths()` before you call `tf.setBackend()` or `tf.ready()`"); - } - if (typeof prefixOrFileMap === "string") { - wasmPathPrefix = prefixOrFileMap; - } else { - wasmFileMap = prefixOrFileMap; - const missingPaths = wasmBinaryNames.filter((name) => wasmFileMap[name] == null); - if (missingPaths.length > 0) { - throw new Error(`There were no entries found for the following binaries: ${missingPaths.join(",")}. Please either call setWasmPaths with a map providing a path for each binary, or with a string indicating the directory where all the binaries can be found.`); - } - } - customFetch = usePlatformFetch; - } - /** @license See the LICENSE file. */ - var version9 = "3.3.0"; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var WASM_PRIORITY = 2; - registerBackend("wasm", async () => { - const {wasm} = await init(); - return new BackendWasm(wasm); - }, WASM_PRIORITY); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.abs = function() { - this.throwIfDisposed(); - return abs(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.acos = function() { - this.throwIfDisposed(); - return acos(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.acosh = function() { - this.throwIfDisposed(); - return acosh(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.add = function(b) { - this.throwIfDisposed(); - return add2(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.all = function(axis, keepDims) { - this.throwIfDisposed(); - return all(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.any = function(axis, keepDims) { - this.throwIfDisposed(); - return any(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.argMax = function(axis) { - this.throwIfDisposed(); - return argMax(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.argMin = function(axis) { - this.throwIfDisposed(); - return argMin(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.asScalar = function() { - this.throwIfDisposed(); - assert(this.size === 1, () => "The array must have only 1 element."); - return reshape(this, []); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.asType = function(dtype) { - this.throwIfDisposed(); - return cast(this, dtype); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.as1D = function() { - this.throwIfDisposed(); - return reshape(this, [this.size]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.as2D = function(rows, columns) { - this.throwIfDisposed(); - return reshape(this, [rows, columns]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.as3D = function(rows, columns, depth) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.as4D = function(rows, columns, depth, depth2) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth, depth2]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.as5D = function(rows, columns, depth, depth2, depth3) { - this.throwIfDisposed(); - return reshape(this, [rows, columns, depth, depth2, depth3]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.asin = function() { - this.throwIfDisposed(); - return asin(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.asinh = function() { - this.throwIfDisposed(); - return asinh(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.atan = function() { - this.throwIfDisposed(); - return atan(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.atan2 = function(b) { - this.throwIfDisposed(); - return atan2(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.atanh = function() { - this.throwIfDisposed(); - return atanh(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.avgPool = function(filterSize, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return avgPool(this, filterSize, strides, pad3, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.batchToSpaceND = function(blockShape, crops) { - this.throwIfDisposed(); - return batchToSpaceND(this, blockShape, crops); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.batchNorm = function(mean4, variance, offset, scale2, varianceEpsilon) { - this.throwIfDisposed(); - return batchNorm(this, mean4, variance, offset, scale2, varianceEpsilon); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.broadcastTo = function(shape) { - this.throwIfDisposed(); - return broadcastTo(this, shape); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.cast = function(dtype) { - this.throwIfDisposed(); - return cast(this, dtype); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.ceil = function() { - this.throwIfDisposed(); - return ceil(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.clipByValue = function(min6, max6) { - this.throwIfDisposed(); - return clipByValue(this, min6, max6); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.concat = function(x, axis) { - this.throwIfDisposed(); - if (x instanceof Tensor) { - x = [x]; - } - return concat([this, ...x], axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.conv1d = function(filter, stride, pad3, dataFormat, dilation, dimRoundingMode) { - this.throwIfDisposed(); - return conv1d(this, filter, stride, pad3, dataFormat, dilation, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.conv2dTranspose = function(filter, outputShape, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return conv2dTranspose(this, filter, outputShape, strides, pad3, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.conv2d = function(filter, strides, pad3, dataFormat, dilations, dimRoundingMode) { - this.throwIfDisposed(); - return conv2d(this, filter, strides, pad3, dataFormat, dilations, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.cos = function() { - this.throwIfDisposed(); - return cos(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.cosh = function() { - this.throwIfDisposed(); - return cosh(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.cumsum = function(axis, exclusive, reverse5) { - this.throwIfDisposed(); - return cumsum(this, axis, exclusive, reverse5); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.depthToSpace = function(blockSize, dataFormat) { - this.throwIfDisposed(); - return depthToSpace(this, blockSize, dataFormat); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.depthwiseConv2d = function(filter, strides, pad3, dataFormat, dilations, dimRoundingMode) { - this.throwIfDisposed(); - return depthwiseConv2d(this, filter, strides, pad3, dataFormat, dilations, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.dilation2d = function(filter, strides, pad3, dilations, dataFormat) { - this.throwIfDisposed(); - return dilation2d(this, filter, strides, pad3, dilations, dataFormat); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.divNoNan = function(b) { - this.throwIfDisposed(); - return divNoNan(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.div = function(b) { - this.throwIfDisposed(); - return div(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.dot = function(b) { - this.throwIfDisposed(); - return dot(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.elu = function() { - this.throwIfDisposed(); - return elu(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.equal = function(b) { - this.throwIfDisposed(); - return equal(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.erf = function() { - this.throwIfDisposed(); - return erf(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.exp = function() { - this.throwIfDisposed(); - return exp(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.expandDims = function(axis) { - this.throwIfDisposed(); - return expandDims(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.expm1 = function() { - this.throwIfDisposed(); - return expm1(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.fft = function() { - this.throwIfDisposed(); - return fft(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.flatten = function() { - this.throwIfDisposed(); - return reshape(this, [this.size]); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.floor = function() { - this.throwIfDisposed(); - return floor(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.floorDiv = function(b) { - this.throwIfDisposed(); - return floorDiv(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.gather = function(indices, axis) { - this.throwIfDisposed(); - return gather(this, indices, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.greaterEqual = function(b) { - this.throwIfDisposed(); - return greaterEqual(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.greater = function(b) { - this.throwIfDisposed(); - return greater(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.ifft = function() { - this.throwIfDisposed(); - return ifft(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.irfft = function() { - this.throwIfDisposed(); - return irfft(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.isFinite = function() { - this.throwIfDisposed(); - return isFinite2(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.isInf = function() { - this.throwIfDisposed(); - return isInf(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.isNaN = function() { - this.throwIfDisposed(); - return isNaN2(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.leakyRelu = function(alpha) { - this.throwIfDisposed(); - return leakyRelu(this, alpha); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.lessEqual = function(b) { - this.throwIfDisposed(); - return lessEqual(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.less = function(b) { - this.throwIfDisposed(); - return less(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.localResponseNormalization = function(depthRadius, bias, alpha, beta) { - this.throwIfDisposed(); - return localResponseNormalization(this, depthRadius, bias, alpha, beta); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logSigmoid = function() { - this.throwIfDisposed(); - return logSigmoid(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logSoftmax = function(axis) { - this.throwIfDisposed(); - return logSoftmax(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logSumExp = function(axis, keepDims) { - this.throwIfDisposed(); - return logSumExp(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.log = function() { - this.throwIfDisposed(); - return log2(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.log1p = function() { - this.throwIfDisposed(); - return log1p(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logicalAnd = function(b) { - this.throwIfDisposed(); - return logicalAnd(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logicalNot = function() { - this.throwIfDisposed(); - return logicalNot(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logicalOr = function(b) { - this.throwIfDisposed(); - return logicalOr(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.logicalXor = function(b) { - this.throwIfDisposed(); - return logicalXor(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.matMul = function(b, transposeA, transposeB) { - this.throwIfDisposed(); - return matMul(this, b, transposeA, transposeB); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.maxPool = function(filterSize, strides, pad3, dimRoundingMode) { - this.throwIfDisposed(); - return maxPool(this, filterSize, strides, pad3, dimRoundingMode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.max = function(axis, keepDims) { - this.throwIfDisposed(); - return max(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.maximum = function(b) { - this.throwIfDisposed(); - return maximum(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.mean = function(axis, keepDims) { - this.throwIfDisposed(); - return mean(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.min = function(axis, keepDims) { - this.throwIfDisposed(); - return min(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.minimum = function(b) { - this.throwIfDisposed(); - return minimum(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.mirrorPad = function(paddings, mode) { - this.throwIfDisposed(); - return mirrorPad(this, paddings, mode); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.mod = function(b) { - this.throwIfDisposed(); - return mod(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.mul = function(b) { - this.throwIfDisposed(); - return mul(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.neg = function() { - this.throwIfDisposed(); - return neg(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.norm = function(ord, axis, keepDims) { - this.throwIfDisposed(); - return norm(this, ord, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.notEqual = function(b) { - this.throwIfDisposed(); - return notEqual(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.oneHot = function(depth, onValue = 1, offValue = 0) { - this.throwIfDisposed(); - return oneHot(this, depth, onValue, offValue); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.onesLike = function() { - this.throwIfDisposed(); - return onesLike(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.pad = function(paddings, constantValue) { - this.throwIfDisposed(); - return pad(this, paddings, constantValue); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.pool = function(windowShape, poolingType, padding, dilationRate, strides) { - this.throwIfDisposed(); - return pool(this, windowShape, poolingType, padding, dilationRate, strides); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.pow = function(exp4) { - this.throwIfDisposed(); - return pow(this, exp4); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.prelu = function(alpha) { - this.throwIfDisposed(); - return prelu(this, alpha); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.prod = function(axis, keepDims) { - this.throwIfDisposed(); - return prod(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.reciprocal = function() { - this.throwIfDisposed(); - return reciprocal(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.relu = function() { - this.throwIfDisposed(); - return relu(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.relu6 = function() { - this.throwIfDisposed(); - return relu6(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.reshapeAs = function(x) { - this.throwIfDisposed(); - return reshape(this, x.shape); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.reshape = function(shape) { - this.throwIfDisposed(); - return reshape(this, shape); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.resizeBilinear = function(newShape2D, alignCorners, halfPixelCenters) { - this.throwIfDisposed(); - return resizeBilinear(this, newShape2D, alignCorners, halfPixelCenters); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.resizeNearestNeighbor = function(newShape2D, alignCorners, halfFloatCenters) { - this.throwIfDisposed(); - return resizeNearestNeighbor(this, newShape2D, alignCorners, halfFloatCenters); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.reverse = function(axis) { - this.throwIfDisposed(); - return reverse(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.rfft = function() { - this.throwIfDisposed(); - return rfft(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.round = function() { - this.throwIfDisposed(); - return round2(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.rsqrt = function() { - this.throwIfDisposed(); - return rsqrt(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.selu = function() { - this.throwIfDisposed(); - return selu(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.separableConv2d = function(depthwiseFilter, pointwiseFilter, strides, pad3, dilation, dataFormat) { - this.throwIfDisposed(); - return separableConv2d(this, depthwiseFilter, pointwiseFilter, strides, pad3, dilation, dataFormat); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sigmoid = function() { - this.throwIfDisposed(); - return sigmoid(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sign = function() { - this.throwIfDisposed(); - return sign(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sin = function() { - this.throwIfDisposed(); - return sin(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sinh = function() { - this.throwIfDisposed(); - return sinh(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.slice = function(begin, size) { - this.throwIfDisposed(); - return slice(this, begin, size); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.softmax = function(dim) { - this.throwIfDisposed(); - return softmax(this, dim); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.softplus = function() { - this.throwIfDisposed(); - return softplus(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.spaceToBatchND = function(blockShape, paddings) { - this.throwIfDisposed(); - return spaceToBatchND(this, blockShape, paddings); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.split = function(numOrSizeSplits, axis) { - this.throwIfDisposed(); - return split(this, numOrSizeSplits, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sqrt = function() { - this.throwIfDisposed(); - return sqrt(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.square = function() { - this.throwIfDisposed(); - return square(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.squaredDifference = function(b) { - this.throwIfDisposed(); - return squaredDifference(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.squeeze = function(axis) { - this.throwIfDisposed(); - return squeeze(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.stack = function(x, axis) { - this.throwIfDisposed(); - const tensorsToBeStacked = x instanceof Tensor ? [this, x] : [this, ...x]; - return stack(tensorsToBeStacked, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.step = function(alpha) { - this.throwIfDisposed(); - return step(this, alpha); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.stridedSlice = function(begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask) { - this.throwIfDisposed(); - return stridedSlice(this, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sub = function(b) { - this.throwIfDisposed(); - return sub(this, b); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.sum = function(axis, keepDims) { - this.throwIfDisposed(); - return sum2(this, axis, keepDims); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.tan = function() { - this.throwIfDisposed(); - return tan(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.tanh = function() { - this.throwIfDisposed(); - return tanh2(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.tile = function(reps) { - this.throwIfDisposed(); - return tile(this, reps); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.toBool = function() { - this.throwIfDisposed(); - return cast(this, "bool"); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.toFloat = function() { - this.throwIfDisposed(); - return cast(this, "float32"); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.toInt = function() { - this.throwIfDisposed(); - return cast(this, "int32"); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.topk = function(k, sorted) { - this.throwIfDisposed(); - return topk(this, k, sorted); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.transpose = function(perm) { - this.throwIfDisposed(); - return transpose(this, perm); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.unique = function(axis) { - this.throwIfDisposed(); - return unique(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.unsortedSegmentSum = function(segmentIds, numSegments) { - this.throwIfDisposed(); - return unsortedSegmentSum(this, segmentIds, numSegments); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.unstack = function(axis) { - this.throwIfDisposed(); - return unstack(this, axis); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.where = function(condition, x) { - this.throwIfDisposed(); - return where(condition, this, x); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - getGlobalTensorClass().prototype.zerosLike = function() { - this.throwIfDisposed(); - return zerosLike(this); - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var absGradConfig = { - kernelName: Abs, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, step(cast(x, "float32"), -1))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var acosGradConfig = { - kernelName: Acos, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = square(cast(x, "float32")); - const b = sqrt(sub(scalar(1), a)); - return neg(div(dy, b)); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var acoshGradConfig = { - kernelName: Acosh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = sqrt(sub(square(cast(x, "float32")), 1)); - return div(dy, a); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var addGradConfig = { - kernelName: Add, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - let res = dy; - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - let res = dy; - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, b.shape); - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var addNGradConfig = { - kernelName: AddN, - saveAllInputs: true, - gradFunc: (dy, saved) => { - const ders = {}; - saved.forEach((_, i) => { - ders[i] = () => dy.clone(); - }); - return ders; - } - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var argMaxGradConfig = { - kernelName: ArgMax, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => zerosLike(x)}; - } - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var argMinGradConfig = { - kernelName: ArgMin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => zerosLike(x)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var asinGradConfig = { - kernelName: Asin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, sqrt(sub(scalar(1), square(cast(x, "float32")))))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var asinhGradConfig = { - kernelName: Asinh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const a = sqrt(add2(scalar(1), square(cast(x, "float32")))); - return div(dy, a); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var atan2GradConfig = { - kernelName: Atan2, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const d = add2(square(a), square(b)); - let res = mul(dy, div(b, d)); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - const d = add2(square(a), square(b)); - let res = neg(mul(dy, div(a, d))); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, b.shape); - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var atanGradConfig = { - kernelName: Atan, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, add2(square(cast(x, "float32")), 1))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var atanhGradConfig = { - kernelName: Atanh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, sub(scalar(1), square(cast(x, "float32"))))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPool3dGrad_(dy, input2, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "avgPool3dGrad"); - const $input = convertToTensor(input2, "input", "avgPool3dGrad"); - let dy5D = $dy; - let input5D = $input; - let reshapedTo5D = false; - if ($input.rank === 4) { - reshapedTo5D = true; - dy5D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2], $dy.shape[3]]); - input5D = reshape($input, [ - 1, - $input.shape[0], - $input.shape[1], - $input.shape[2], - $input.shape[3] - ]); - } - assert(dy5D.rank === 5, () => `Error in avgPool3dGrad: dy must be rank 5 but got rank ${dy5D.rank}.`); - assert(input5D.rank === 5, () => `Error in avgPool3dGrad: input must be rank 5 but got rank ${input5D.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in avgPool3dGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: dy5D, input: input5D}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - const res = ENGINE.runKernel(AvgPool3DGrad, inputs, attrs); - if (reshapedTo5D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3], res.shape[4]]); - } - return res; - } - var avgPool3dGrad = op({avgPool3dGrad_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var avgPool3DGradConfig2 = { - kernelName: AvgPool3D, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - return { - x: () => avgPool3dGrad(dy, x, filterSize, strides, pad3, dimRoundingMode) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function avgPoolGrad_(dy, input2, filterSize, strides, pad3) { - const $dy = convertToTensor(dy, "dy", "avgPoolGrad"); - const $input = convertToTensor(input2, "input", "avgPoolGrad"); - assert($input.rank === $dy.rank, () => `Rank of input (${$input.rank}) does not match rank of dy (${$dy.rank})`); - let input4D = $input; - let dy4D = $dy; - let reshapedTo4D = false; - if ($input.rank === 3) { - reshapedTo4D = true; - input4D = reshape($input, [1, $input.shape[0], $input.shape[1], $input.shape[2]]); - dy4D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2]]); - } - assert(dy4D.rank === 4, () => `Error in avgPoolGrad: dy must be rank 4 but got rank ${dy4D.rank}.`); - assert(input4D.rank === 4, () => `Error in avgPoolGrad: input must be rank 4 but got rank ${input4D.rank}.`); - const inputs = {dy: dy4D, input: input4D}; - const attrs = {filterSize, strides, pad: pad3}; - const res = ENGINE.runKernel(AvgPoolGrad, inputs, attrs); - if (reshapedTo4D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3]]); - } - return res; - } - var avgPoolGrad3 = op({avgPoolGrad_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var avgPoolGradConfig3 = { - kernelName: AvgPool, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {filterSize, strides, pad: pad3} = attrs; - return {x: () => avgPoolGrad3(dy, x, filterSize, strides, pad3)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var batchMatMulGradConfig = { - kernelName: BatchMatMul, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved, attrs) => { - const [a, b] = saved; - const {transposeA, transposeB} = attrs; - if (!transposeA && !transposeB) { - return { - a: () => matMul(dy, b, false, true), - b: () => matMul(a, dy, true, false) - }; - } else if (!transposeA && transposeB) { - return { - a: () => matMul(dy, b, false, false), - b: () => matMul(dy, a, true, false) - }; - } else if (transposeA && !transposeB) { - return { - a: () => matMul(b, dy, false, true), - b: () => matMul(a, dy, false, false) - }; - } else { - return { - a: () => matMul(b, dy, true, true), - b: () => matMul(dy, a, true, true) - }; - } - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var batchToSpaceNDGradConfig = { - kernelName: BatchToSpaceND, - gradFunc: (dy, saved, attrs) => { - const {blockShape, crops} = attrs; - return {x: () => spaceToBatchND(dy, blockShape, crops)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var broadcastToGradConfig = { - kernelName: BroadcastTo, - gradFunc: (dy, saved, attrs) => { - const broadCastToAttrs = attrs; - const inputShape = broadCastToAttrs.inputShape; - const outputShape = broadCastToAttrs.shape; - const reps = Array.from(outputShape); - for (let i = inputShape.length - 1; i >= 0; i--) { - if (inputShape[i] === outputShape[i]) { - reps[i] = 1; - } else if (inputShape[i] !== 1) { - throw new Error(`broadcastTo(): [${inputShape}] cannot be broadcast to [${outputShape}].`); - } - } - const axes = []; - for (let i = 0; i < reps.length; i++) { - if (reps[i] > 1) { - axes.push(i); - } - } - return {x: () => sum2(dy, axes, true)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var castGradConfig = { - kernelName: Cast, - gradFunc: (dy) => { - return {x: () => dy.clone()}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var ceilGradConfig = { - kernelName: Ceil, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var clipByValueGradConfig = { - kernelName: ClipByValue, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {clipValueMin, clipValueMax} = attrs; - return { - x: () => where(logicalAnd(greaterEqual(x, clipValueMin), lessEqual(x, clipValueMax)), dy, zerosLike(dy)) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var complexAbsGradConfig = { - kernelName: ComplexAbs, - inputsToSave: ["x"], - gradFunc: absGradConfig.gradFunc - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var concatGradConfig = { - kernelName: Concat, - saveAllInputs: true, - gradFunc: (dy, saved, attrs) => { - const shapes = saved.map((t) => t.shape); - const {axis} = attrs; - const $axis = parseAxisParam(axis, saved[0].shape)[0]; - const sizeSplits = shapes.map((s) => s[$axis]); - const derTensors = split(dy, sizeSplits, $axis); - return derTensors.map((t) => () => t); - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var conv2DGradConfig = { - kernelName: Conv2D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const [x4D, $filter] = saved; - const {dilations, strides, pad: pad3, dataFormat} = attrs; - assert(tupleValuesAreOne(dilations), () => `Error in gradient of conv2D: dilation rates greater than 1 are not yet supported in gradients. Got dilations '${dilations}'`); - return { - x: () => conv2DBackpropInput(x4D.shape, dy, $filter, strides, pad3, dataFormat), - filter: () => conv2DBackpropFilter(x4D, dy, $filter.shape, strides, pad3, dataFormat) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var conv2DBackpropInputGradConfig = { - kernelName: Conv2DBackpropInput, - inputsToSave: ["dy", "filter"], - gradFunc: (ddx, saved, attrs) => { - const [dy, filter] = saved; - const {strides, pad: pad3, dataFormat, dimRoundingMode} = attrs; - return { - dy: () => conv2d(ddx, filter, strides, pad3, dataFormat, 1, dimRoundingMode), - filter: () => conv2DBackpropFilter(ddx, dy, filter.shape, strides, pad3, dataFormat, dimRoundingMode) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function conv3DBackpropFilter_(x, dy, filterShape, strides, pad3) { - let x5D = x; - if (x.rank === 4) { - x5D = reshape(x, [1, x.shape[0], x.shape[1], x.shape[2], x.shape[3]]); - } - let dy5D = dy; - if (dy5D.rank === 4) { - dy5D = reshape(dy, [1, dy.shape[0], dy.shape[1], dy.shape[2], dy.shape[3]]); - } - assert(x5D.rank === 5, () => `Error in conv3dDerFilter: input must be rank 5, but got shape ${x5D.shape}.`); - assert(dy5D.rank === 5, () => `Error in conv3dDerFilter: dy must be rank 5, but got shape ${dy5D.shape}.`); - assert(filterShape.length === 5, () => `Error in conv3dDerFilter: filterShape must be length 5, but got ${filterShape}.`); - assert(x5D.shape[4] === filterShape[3], () => `Error in conv3dDerFilter: depth of input ${x5D.shape[4]}) must match input depth in filter (${filterShape[3]}.`); - assert(dy5D.shape[4] === filterShape[4], () => `Error in conv3dDerFilter: depth of dy (${dy5D.shape[4]}) must match output depth for filter (${filterShape[4]}).`); - const inputs = {x: x5D, dy: dy5D}; - const attrs = {strides, pad: pad3, filterShape}; - return ENGINE.runKernel(Conv3DBackpropFilterV2, inputs, attrs); - } - var conv3DBackpropFilter = op({conv3DBackpropFilter_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var conv3DGradConfig = { - kernelName: Conv3D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const {dilations, strides, pad: pad3} = attrs; - assert(tupleValuesAreOne(dilations), () => `Error in gradient of conv3D: dilation rates greater than 1 are not yet supported in gradients. Got dilations '${dilations}'`); - const [x5D, $filter] = saved; - return { - x: () => conv3DBackpropInput(x5D.shape, dy, $filter, strides, pad3), - filter: () => conv3DBackpropFilter(x5D, dy, $filter.shape, strides, pad3) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var cosGradConfig = { - kernelName: Cos, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(neg(sin(cast(x, "float32"))), dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var coshGradConfig = { - kernelName: Cosh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(sinh(cast(x, "float32")), dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var cumsumGradConfig = { - kernelName: Cumsum, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {axis, exclusive, reverse: reverse5} = attrs; - return { - x: () => { - const permutation = getAxesPermutation([axis], x.rank); - let out = cumsum(dy, axis, exclusive, !reverse5); - if (permutation != null) { - out = transpose(out, permutation); - } - return out; - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var depthwiseConv2dNativeGradConfig = { - kernelName: DepthwiseConv2dNative, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const {dilations, strides, pad: pad3, dimRoundingMode} = attrs; - const $dilations = dilations == null ? [1, 1] : dilations; - assert(tupleValuesAreOne($dilations), () => `Error in gradient of depthwiseConv2dNative: dilation rates greater than 1 are not yet supported. Got dilations '${$dilations}'`); - const [x, filter] = saved; - assert(x.rank === 4, () => `Error in gradient of depthwiseConv2dNative: input must be rank 4, but got rank ${x.rank}.`); - assert(filter.rank === 4, () => `Error in gradient of depthwiseConv2dNative: filter must be rank 4, but got rank ${filter.rank}.`); - assert(x.shape[3] === filter.shape[2], () => `Error in gradient of depthwiseConv2d: number of input channels (${x.shape[3]}) must match the inChannels dimension in filter ${filter.shape[2]}.`); - assert(eitherStridesOrDilationsAreOne(strides, $dilations), () => `Error in gradient of depthwiseConv2d: Either strides or dilations must be 1. Got strides ${strides} and dilations '${$dilations}'.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in depthwiseConv2d: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - return { - x: () => depthwiseConv2dNativeBackpropInput(x.shape, dy, filter, strides, pad3, dilations, dimRoundingMode), - filter: () => depthwiseConv2dNativeBackpropFilter(x, dy, filter.shape, strides, pad3, dilations, dimRoundingMode) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var dilation2dGradConfig = { - kernelName: Dilation2D, - inputsToSave: ["x", "filter"], - gradFunc: (dy, saved, attrs) => { - const [x, filter] = saved; - const inputInputs = {x, filter, dy}; - const filterInputs = {x, filter, dy}; - return { - x: () => ENGINE.runKernel(Dilation2DBackpropInput, inputInputs, attrs), - filter: () => ENGINE.runKernel(Dilation2DBackpropFilter, filterInputs, attrs) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var eluGradConfig3 = { - kernelName: Elu, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - const inputs = {dy, y}; - return {x: () => ENGINE.runKernel(EluGrad, inputs)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var erfGradConfig = { - kernelName: Erf, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - const a = mul(exp(neg(square(x))), 2 / Math.sqrt(Math.PI)); - return {x: () => mul(dy, a)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var expGradConfig = { - kernelName: Exp, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(dy, y)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var expandDimsGradConfig = { - kernelName: ExpandDims, - inputsToSave: ["input"], - gradFunc: (dy, saved) => { - const [input2] = saved; - return {input: () => reshape(dy, input2.shape)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var expm1GradConfig = { - kernelName: Expm1, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, exp(x))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var floorGradConfig = { - kernelName: Floor, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var floorDivGradConfig = { - kernelName: FloorDiv, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = div(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - let res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = reshape(sum2(res, reduceAxes), b.shape); - } - const tmp = square(b); - return neg(div(res, cast(tmp, "float32"))); - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var fusedBatchNormGradConfig = { - kernelName: FusedBatchNorm, - inputsToSave: ["x", "mean", "variance", "scale"], - gradFunc: (dy, saved, attrs) => { - const {varianceEpsilon} = attrs; - const [x, mean4, variance, scale2] = saved; - const scaleValue = scale2 == null ? scalar(1) : scale2; - const reductionAxes = getReductionAxes(mean4.shape, x.shape); - const tileShape = []; - if (mean4.rank === 1) { - for (let i = 0; i < x.shape.length - 1; ++i) { - tileShape.push(x.shape[i]); - } - tileShape.push(1); - } - const xMinusMean = sub(x, mean4); - const dyTimesScaleValue = mul(dy, scaleValue); - const oneOverSqrtVariance = rsqrt(add2(variance, scalar(varianceEpsilon))); - const minusHalfRCube = mul(mul(mul(oneOverSqrtVariance, oneOverSqrtVariance), oneOverSqrtVariance), scalar(-0.5)); - const derX = () => { - if (mean4.rank === 1) { - return reshape(mul(mul(dy, tile(reshape(oneOverSqrtVariance, [1, 1, 1, mean4.shape[0]]), tileShape)), scaleValue), x.shape); - } else { - return reshape(mul(mul(dy, oneOverSqrtVariance), scaleValue), x.shape); - } - }; - const derMean = () => { - let meanDer = mul(mul(oneOverSqrtVariance, scalar(-1)), dyTimesScaleValue); - if (mean4.rank === 1) { - meanDer = sum2(meanDer, reductionAxes); - } - return reshape(meanDer, mean4.shape); - }; - const derVariance = () => { - let varianceDer = mul(mul(minusHalfRCube, xMinusMean), dyTimesScaleValue); - if (mean4.rank === 1) { - varianceDer = sum2(varianceDer, reductionAxes); - } - return reshape(varianceDer, mean4.shape); - }; - const derScale = () => { - const xMinusMean2TimesRsqrt = mul(xMinusMean, oneOverSqrtVariance); - let scaleDer = mul(dy, xMinusMean2TimesRsqrt); - if (mean4.rank === 1) { - scaleDer = sum2(scaleDer, reductionAxes); - } - return reshape(scaleDer, mean4.shape); - }; - const derOffset = () => { - let offsetDer = dy; - if (mean4.rank === 1) { - offsetDer = sum2(offsetDer, reductionAxes); - } - return reshape(offsetDer, mean4.shape); - }; - return { - x: derX, - mean: derMean, - variance: derVariance, - scale: derScale, - offset: derOffset - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var gatherGradConfig = { - kernelName: GatherV2, - inputsToSave: ["x", "indices"], - gradFunc: (dy, saved, attrs) => { - const [x, indices] = saved; - const {axis} = attrs; - const parsedAxis = parseAxisParam(axis, x.shape)[0]; - const derX = () => { - const paramsShape = x.shape; - const indicesSize = indices.size; - const outerShape = paramsShape.slice(0, parsedAxis); - const outerDims = outerShape.length; - const innerShape = paramsShape.slice(axis, paramsShape.length).slice(1); - const innerDims = innerShape.length; - const outerAxesIndices = arrayRange(0, outerDims); - const innerAxesIndices = arrayRange(outerDims + 1, outerDims + 1 + innerDims); - const valuesShape = arrayConcat([outerShape, [indicesSize], innerShape]); - const values = reshape(dy, valuesShape); - const reshapedIndices = reshape(indices, [indicesSize]); - const transposeDims = arrayConcat([[outerDims], outerAxesIndices, innerAxesIndices]); - const valuesTranspose = transpose(values, transposeDims); - let paramsGrad = unsortedSegmentSum(valuesTranspose, reshapedIndices, x.shape[parsedAxis]); - const invertTransposeDims = getUndoAxesPermutation(transposeDims); - paramsGrad = transpose(paramsGrad, invertTransposeDims); - return paramsGrad; - }; - return {x: derX, indices: () => indices}; - } - }; - function arrayRange(start, stop) { - const result = []; - for (let i = start; i < stop; ++i) { - result.push(i); - } - return result; - } - function arrayConcat(arrays) { - const result = []; - for (let i = 0; i < arrays.length; ++i) { - for (let j = 0; j < arrays[i].length; ++j) { - result.push(arrays[i][j]); - } - } - return result; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var greaterEqualGradConfig = { - kernelName: GreaterEqual, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - return {a: () => zerosLike(a), b: () => zerosLike(b)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var identityGradConfig = { - kernelName: Identity, - gradFunc: (dy) => { - return {x: () => cast(dy, "float32")}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var isFiniteGradConfig = { - kernelName: IsFinite, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var isInfGradConfig = { - kernelName: IsInf, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var isNanGradConfig = { - kernelName: IsNan, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var leakyReluGradConfig = { - kernelName: LeakyRelu, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {alpha} = attrs; - const mask = greater(x, 0); - return {x: () => where(mask, dy, mul(dy, alpha))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var log1pGradConfig = { - kernelName: Log1p, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, add2(x, 1))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var logGradConfig = { - kernelName: Log, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, cast(x, "float32"))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var logSoftmaxGradConfig = { - kernelName: LogSoftmax, - inputsToSave: [], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [value] = saved; - const {axis} = attrs; - return { - logits: () => { - const keepDims = true; - const softmax6 = exp(value); - return sub(dy, mul(sum2(dy, axis, keepDims), softmax6)); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function localResponseNormalizationBackprop_(x, y, dy, depthRadius = 5, bias = 1, alpha = 1, beta = 0.5) { - const inputs = {x, y, dy}; - const attrs = {depthRadius, bias, alpha, beta}; - return ENGINE.runKernel(LRNGrad, inputs, attrs); - } - var localResponseNormalizationBackprop = op({localResponseNormalizationBackprop_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var lrnGradConfig = { - kernelName: LRN, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {depthRadius, bias, alpha, beta} = attrs; - return { - x: () => localResponseNormalizationBackprop(x, y, dy, depthRadius, bias, alpha, beta) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function gradForMinAndMax(dy, y, xOrig, origAxes) { - if (y.rank < xOrig.rank) { - y = reshape(y, expandShapeToKeepDim(y.shape, origAxes)); - } - if (dy.rank < xOrig.rank) { - dy = reshape(dy, expandShapeToKeepDim(dy.shape, origAxes)); - } - return { - x: () => { - const dx = mul(dy, cast(equal(xOrig, y), dy.dtype)); - return dx; - } - }; - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var maxGradConfig = { - kernelName: Max, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const maxAttrs = attrs; - const {reductionIndices} = maxAttrs; - const x = saved[0]; - const y = saved[1]; - const origAxes = parseAxisParam(reductionIndices, x.shape); - const maxGrad = gradForMinAndMax(dy, y, x, origAxes); - return { - x: () => { - return maxGrad["x"](); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var maximumGradConfig = { - kernelName: Maximum, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const derA = () => mul(dy, cast(greaterEqual(a, b), "float32")); - const derB = () => mul(dy, cast(less(a, b), "float32")); - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPool3dGrad_(dy, input2, output, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "maxPool3dGrad"); - const $input = convertToTensor(input2, "input", "maxPool3dGrad"); - const $output = convertToTensor(output, "output", "maxPool3dGrad"); - let dy5D = $dy; - let input5D = $input; - let output5D = $output; - let reshapedTo5D = false; - if ($input.rank === 4) { - reshapedTo5D = true; - dy5D = reshape($dy, [1, $dy.shape[0], $dy.shape[1], $dy.shape[2], $dy.shape[3]]); - input5D = reshape($input, [ - 1, - $input.shape[0], - $input.shape[1], - $input.shape[2], - $input.shape[3] - ]); - output5D = reshape($output, [ - 1, - $output.shape[0], - $output.shape[1], - $output.shape[2], - $output.shape[3] - ]); - } - assert(dy5D.rank === 5, () => `Error in maxPool3dGrad: dy must be rank 5 but got rank ${dy5D.rank}.`); - assert(input5D.rank === 5, () => `Error in maxPool3dGrad: input must be rank 5 but got rank ${input5D.rank}.`); - assert(output5D.rank === 5, () => `Error in maxPool3dGrad: output must be rank 5 but got rank ${output5D.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in maxPool3dGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: dy5D, input: input5D, output: output5D}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - const res = ENGINE.runKernel(MaxPool3DGrad, inputs, attrs); - if (reshapedTo5D) { - return reshape(res, [res.shape[1], res.shape[2], res.shape[3], res.shape[4]]); - } - return res; - } - var maxPool3dGrad = op({maxPool3dGrad_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var maxPool3DGradConfig2 = { - kernelName: MaxPool3D, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {filterSize, strides, pad: pad3, dimRoundingMode} = attrs; - return { - x: () => maxPool3dGrad(dy, x, y, filterSize, strides, pad3, dimRoundingMode) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function maxPoolGrad_(dy, input2, output, filterSize, strides, pad3, dimRoundingMode) { - const $dy = convertToTensor(dy, "dy", "maxPoolGrad"); - const $input = convertToTensor(input2, "input", "maxPoolGrad"); - const $output = convertToTensor(output, "output", "maxPoolGrad"); - assert($input.rank === $dy.rank, () => `Rank of input (${$input.rank}) does not match rank of dy (${$dy.rank})`); - assert($dy.rank === 4, () => `Error in maxPoolGrad: dy must be rank 4 but got rank ${$dy.rank}.`); - assert($input.rank === 4, () => `Error in maxPoolGrad: input must be rank 4 but got rank ${$input.rank}.`); - if (dimRoundingMode != null) { - assert(isInt(pad3), () => `Error in maxPoolGrad: pad must be an integer when using, dimRoundingMode ${dimRoundingMode} but got pad ${pad3}.`); - } - const inputs = {dy: $dy, input: $input, output: $output}; - const attrs = {filterSize, strides, pad: pad3, dimRoundingMode}; - return ENGINE.runKernel(MaxPoolGrad, inputs, attrs); - } - var maxPoolGrad3 = op({maxPoolGrad_}); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var maxPoolGradConfig3 = { - kernelName: MaxPool, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [x, y] = saved; - const {filterSize, strides, pad: pad3} = attrs; - return { - x: () => maxPoolGrad3(dy, x, y, filterSize, strides, pad3) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var meanGradConfig = { - kernelName: Mean, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {axis} = attrs; - const axes = parseAxisParam(axis, x.shape); - const shapes = computeOutAndReduceShapes(x.shape, axes); - const reduceShape = shapes[1]; - const reduceSize = sizeFromShape(reduceShape); - const derX = () => { - const expandedDyShape = x.shape.slice(); - axes.forEach((axis2) => { - expandedDyShape[axis2] = 1; - }); - const expandedDy = reshape(dy, expandedDyShape); - const res = div(mul(expandedDy, ones2(x.shape, "float32")), reduceSize); - return res; - }; - return {x: derX}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var minGradConfig = { - kernelName: Min, - inputsToSave: ["x"], - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const minAttrs = attrs; - const {axis} = minAttrs; - const [x, y] = saved; - const origAxes = parseAxisParam(axis, x.shape); - const minGrad = gradForMinAndMax(dy, y, x, origAxes); - return { - x: () => { - return minGrad["x"](); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var minimumGradConfig = { - kernelName: Minimum, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const derA = () => mul(dy, cast(lessEqual(a, b), "float32")); - const derB = () => mul(dy, cast(greater(a, b), "float32")); - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var mirrorPadGradConfig = { - kernelName: MirrorPad, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const x = saved[0]; - const {paddings} = attrs; - const begin = paddings.map((p2) => p2[0]); - return {x: () => slice(dy, begin, x.shape)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var modGradConfig = { - kernelName: Mod, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(dy, reduceAxes), a.shape); - } - return dy; - }; - const derB = () => { - const res = mul(dy, neg(floor(div(a, b)))); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), b.shape); - } - return res; - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var multiplyGradConfig = { - kernelName: Multiply, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = mul(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - const res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), b.shape); - } - return res; - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var negGradConfig = { - kernelName: Neg, - gradFunc: (dy) => { - return {x: () => neg(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var oneHotGradConfig = { - kernelName: OneHot, - inputsToSave: ["indices"], - gradFunc: (dy, saved) => { - const indices = saved[0]; - return {indices: () => zeros(indices.shape, "float32")}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var onesLikeGradConfig = { - kernelName: OnesLike, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var packGradConfig = { - kernelName: Pack, - saveAllInputs: true, - gradFunc: (dy, saved, attrs) => { - const {axis} = attrs; - const derTensors = unstack(dy, axis); - return derTensors.map((t) => () => t); - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var padV2GradConfig = { - kernelName: PadV2, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const x = saved[0]; - const {paddings} = attrs; - const begin = paddings.map((p2) => p2[0]); - return {x: () => slice(dy, begin, x.shape)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var powGradConfig = { - kernelName: Pow, - inputsToSave: ["a", "b"], - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [a, b, y] = saved; - const base2 = a; - const exp4 = b; - const outShape = assertAndGetBroadcastShape(base2.shape, exp4.shape); - const derBase = () => { - const expFloat = cast(exp4, "float32"); - let res = mul(dy, mul(expFloat, pow(base2, sub(expFloat, scalar(1))))); - const reduceAxes = getReductionAxes(base2.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, base2.shape); - }; - const derExp = () => { - const condition = greater(base2, 0); - const logBase = where(condition, log2(base2), zerosLike(base2)); - let res = mul(dy, mul(y, logBase)); - const reduceAxes = getReductionAxes(exp4.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, exp4.shape); - }; - return {a: derBase, b: derExp}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var preluGradConfig = { - kernelName: Prelu, - inputsToSave: ["x", "alpha"], - gradFunc: (dy, saved) => { - const [x, alpha] = saved; - const mask = greater(x, 0); - return { - x: () => where(mask, dy, mul(dy, alpha)), - alpha: () => { - let res = where(mask, zerosLike(dy), mul(dy, x)); - const reduceAxes = getReductionAxes(alpha.shape, dy.shape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, alpha.shape); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var divGradConfig = { - kernelName: RealDiv, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - const res = div(dy, cast(b, "float32")); - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - return reshape(sum2(res, reduceAxes), a.shape); - } - return res; - }; - const derB = () => { - let res = mul(dy, cast(a, "float32")); - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = reshape(sum2(res, reduceAxes), b.shape); - } - const tmp = square(b); - return neg(div(res, cast(tmp, "float32"))); - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var reciprocalGradConfig = { - kernelName: Reciprocal, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, neg(square(x)))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var relu6GradConfig = { - kernelName: Relu6, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - const mask = mul(lessEqual(x, 6), step(x)); - return {x: () => mul(dy, cast(mask, "float32"))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var reluGradConfig = { - kernelName: Relu, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, cast(step(x), "float32"))}; - } - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var reshapeGradConfig = { - kernelName: Reshape, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => reshape(dy, x.shape)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var resizeBilinearGradConfig3 = { - kernelName: ResizeBilinear, - inputsToSave: ["images"], - gradFunc: (dy, saved, attrs) => { - const [images] = saved; - const inputs = {dy, images}; - const imagesDer = () => ENGINE.runKernel(ResizeBilinearGrad, inputs, attrs); - return {images: imagesDer}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var resizeNearestNeighborGradConfig3 = { - kernelName: ResizeNearestNeighbor, - inputsToSave: ["images"], - gradFunc: (dy, saved, attrs) => { - const [images] = saved; - const inputs = {dy, images}; - const imagesDer = () => ENGINE.runKernel(ResizeNearestNeighborGrad, inputs, attrs); - return {images: imagesDer}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var reverseGradConfig = { - kernelName: Reverse, - gradFunc: (dy, saved, attrs) => { - const {dims} = attrs; - const axes = parseAxisParam(dims, dy.shape); - return {x: () => reverse(dy, axes)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var roundGradConfig = { - kernelName: Round, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var rsqrtGradConfig = { - kernelName: Rsqrt, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => neg(div(dy, mul(pow(x, 1.5), 2)))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var selectGradConfig = { - kernelName: Select, - inputsToSave: ["condition"], - gradFunc: (dy, saved) => { - const [condition] = saved; - return { - condition: () => cast(zerosLike(condition), "float32"), - t: () => mul(dy, cast(condition, dy.dtype)), - e: () => mul(dy, cast(logicalNot(condition), dy.dtype)) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var seluGradConfig = { - kernelName: Selu, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return { - x: () => { - const mask = greater(x, scalar(0)); - const scaleAlpha2 = scalar(SELU_SCALEALPHA); - const scale2 = scalar(SELU_SCALE); - const greaterThanZeroDer = mul(dy, scale2); - const lessEqualZeroDer = mul(mul(dy, scaleAlpha2), exp(cast(x, "float32"))); - return where(mask, greaterThanZeroDer, lessEqualZeroDer); - } - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sigmoidGradConfig = { - kernelName: Sigmoid, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(dy, mul(y, sub(scalar(1), y)))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var signGradConfig = { - kernelName: Sign, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sinGradConfig = { - kernelName: Sin, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(cos(cast(x, "float32")), dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sinhGradConfig = { - kernelName: Sinh, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(cosh(cast(x, "float32")), dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sliceGradConfig = { - kernelName: Slice, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {begin, size} = attrs; - const inputShape = x.shape; - const [begin_, size_] = parseSliceParams(x, begin, size); - const paddings = []; - for (let i = 0; i < dy.rank; i++) { - paddings.push([begin_[i], inputShape[i] - begin_[i] - size_[i]]); - } - return {x: () => pad(dy, paddings)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var softmaxGradConfig = { - kernelName: Softmax, - outputsToSave: [true], - gradFunc: (dy, saved, attrs) => { - const [y] = saved; - const {dim} = attrs; - const keepDims = true; - const dyTimesY = mul(dy, y); - return { - logits: () => sub(dyTimesY, mul(sum2(dyTimesY, [dim], keepDims), y)) - }; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var softplusGradConfig = { - kernelName: Softplus, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, sigmoid(x))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var spaceToBatchNDGradConfig = { - kernelName: SpaceToBatchND, - gradFunc: (dy, saved, attrs) => { - const {blockShape, paddings} = attrs; - return {x: () => batchToSpaceND(dy, blockShape, paddings)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var splitVGradConfig = { - kernelName: SplitV, - gradFunc: (dy, saved, attrs) => { - const {axis} = attrs; - return {x: () => concat(dy, axis)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sqrtGradConfig = { - kernelName: Sqrt, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, mul(sqrt(cast(x, "float32")), 2))}; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var squareGradConfig = { - kernelName: Square, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => mul(dy, mul(cast(x, "float32"), 2))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var squaredDifferenceGradConfig = { - kernelName: SquaredDifference, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const two = scalar(2); - const derA = () => mul(dy, mul(two, sub(a, b))); - const derB = () => mul(dy, mul(two, sub(b, a))); - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var stepGradConfig = { - kernelName: Step, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var subGradConfig = { - kernelName: Sub, - inputsToSave: ["a", "b"], - gradFunc: (dy, saved) => { - const [a, b] = saved; - const outShape = assertAndGetBroadcastShape(a.shape, b.shape); - const derA = () => { - let res = dy; - const reduceAxes = getReductionAxes(a.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(res, a.shape); - }; - const derB = () => { - let res = dy; - const reduceAxes = getReductionAxes(b.shape, outShape); - if (reduceAxes.length > 0) { - res = sum2(res, reduceAxes); - } - return reshape(neg(res), b.shape); - }; - return {a: derA, b: derB}; - } - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var sumGradConfig = { - kernelName: Sum, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const expandedDyShape = x.shape.slice(); - const {axis} = attrs; - const axes = parseAxisParam(axis, x.shape); - axes.forEach((axis2) => { - expandedDyShape[axis2] = 1; - }); - const expandedDy = reshape(dy, expandedDyShape); - const derX = mul(expandedDy, ones2(x.shape, "float32")); - return {x: () => derX}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var tanGradConfig = { - kernelName: Tan, - inputsToSave: ["x"], - gradFunc: (dy, saved) => { - const [x] = saved; - return {x: () => div(dy, square(cos(x)))}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var tanhGradConfig = { - kernelName: Tanh, - outputsToSave: [true], - gradFunc: (dy, saved) => { - const [y] = saved; - return {x: () => mul(sub(scalar(1), square(y)), dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var tileGradConfig = { - kernelName: Tile, - inputsToSave: ["x"], - gradFunc: (dy, saved, attrs) => { - const [x] = saved; - const {reps} = attrs; - const derX = () => { - let xGrad = zerosLike(x); - if (x.rank === 1) { - for (let i = 0; i < reps[0]; ++i) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0]], [x.shape[0]])); - } - } else if (x.rank === 2) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0], j * x.shape[1]], [ - x.shape[0], - x.shape[1] - ])); - } - } - } else if (x.rank === 3) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - for (let k = 0; k < reps[2]; ++k) { - xGrad = add2(xGrad, slice(dy, [i * x.shape[0], j * x.shape[1], k * x.shape[2]], [x.shape[0], x.shape[1], x.shape[2]])); - } - } - } - } else if (x.rank === 4) { - for (let i = 0; i < reps[0]; ++i) { - for (let j = 0; j < reps[1]; ++j) { - for (let k = 0; k < reps[2]; ++k) { - for (let l = 0; l < reps[3]; ++l) { - xGrad = add2(xGrad, slice(dy, [ - i * x.shape[0], - j * x.shape[1], - k * x.shape[2], - l * x.shape[3] - ], [x.shape[0], x.shape[1], x.shape[2], x.shape[3]])); - } - } - } - } - } else { - throw new Error(`Gradient for tile operation is not implemented for rank-${x.rank} tensors yet.`); - } - return xGrad; - }; - return {x: derX}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var transposeGradConfig = { - kernelName: Transpose, - gradFunc: (dy, saved, attrs) => { - const transposeAttrs = attrs; - const {perm} = transposeAttrs; - const undoPerm = getUndoAxesPermutation(perm); - return {x: () => transpose(dy, undoPerm)}; - } - }; - /** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var unpackGradConfig = { - kernelName: Unpack, - gradFunc: (dy, saved, attrs) => { - const unpackAttrs = attrs; - const {axis} = unpackAttrs; - return {value: () => stack(dy, axis)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var unsortedSegmentSumGradConfig = { - kernelName: UnsortedSegmentSum, - inputsToSave: ["segmentIds"], - gradFunc: (dy, saved) => { - const [segmentIds] = saved; - const derX = () => { - return gatherDropNegatives(dy, segmentIds); - }; - return {x: derX}; - } - }; - function gatherDropNegatives(x, indices) { - const zeroClippedIndices = maximum(indices, zerosLike(indices)); - const gathered = gather(x, zeroClippedIndices); - let isPositive = greaterEqual(indices, scalar(0, "int32")); - const numIters = gathered.rank - isPositive.rank; - for (let i = 0; i < numIters; ++i) { - isPositive = expandDims(isPositive, i + 1); - } - isPositive = logicalAnd(isPositive, ones2(gathered.shape, "bool")); - const zeroSlice = zerosLike(gathered); - return where(isPositive, gathered, zeroSlice); - } - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var zerosLikeGradConfig = { - kernelName: ZerosLike, - gradFunc: (dy) => { - return {x: () => zerosLike(dy)}; - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var gradConfigs = [ - absGradConfig, - acosGradConfig, - acoshGradConfig, - addGradConfig, - addNGradConfig, - argMaxGradConfig, - argMinGradConfig, - asinGradConfig, - asinhGradConfig, - atan2GradConfig, - atanGradConfig, - atanhGradConfig, - avgPool3DGradConfig2, - avgPoolGradConfig3, - batchMatMulGradConfig, - batchToSpaceNDGradConfig, - broadcastToGradConfig, - castGradConfig, - ceilGradConfig, - clipByValueGradConfig, - complexAbsGradConfig, - concatGradConfig, - conv2DBackpropInputGradConfig, - conv2DGradConfig, - conv3DGradConfig, - cosGradConfig, - coshGradConfig, - cumsumGradConfig, - depthwiseConv2dNativeGradConfig, - dilation2dGradConfig, - divGradConfig, - eluGradConfig3, - erfGradConfig, - expGradConfig, - expandDimsGradConfig, - expm1GradConfig, - floorDivGradConfig, - floorGradConfig, - fusedBatchNormGradConfig, - gatherGradConfig, - greaterEqualGradConfig, - identityGradConfig, - isFiniteGradConfig, - isInfGradConfig, - isNanGradConfig, - leakyReluGradConfig, - log1pGradConfig, - logGradConfig, - logSoftmaxGradConfig, - lrnGradConfig, - maxGradConfig, - maxGradConfig, - maximumGradConfig, - maxPool3DGradConfig2, - maxPoolGradConfig3, - meanGradConfig, - minGradConfig, - minimumGradConfig, - mirrorPadGradConfig, - modGradConfig, - multiplyGradConfig, - negGradConfig, - oneHotGradConfig, - onesLikeGradConfig, - packGradConfig, - padV2GradConfig, - padV2GradConfig, - powGradConfig, - preluGradConfig, - reciprocalGradConfig, - relu6GradConfig, - reluGradConfig, - reshapeGradConfig, - resizeBilinearGradConfig3, - resizeNearestNeighborGradConfig3, - reverseGradConfig, - roundGradConfig, - rsqrtGradConfig, - selectGradConfig, - seluGradConfig, - sigmoidGradConfig, - signGradConfig, - sinGradConfig, - sinhGradConfig, - sliceGradConfig, - softmaxGradConfig, - softplusGradConfig, - spaceToBatchNDGradConfig, - spaceToBatchNDGradConfig, - splitVGradConfig, - splitVGradConfig, - sqrtGradConfig, - squaredDifferenceGradConfig, - squareGradConfig, - stepGradConfig, - subGradConfig, - sumGradConfig, - tanGradConfig, - tanhGradConfig, - tileGradConfig, - transposeGradConfig, - unpackGradConfig, - unsortedSegmentSumGradConfig, - zerosLikeGradConfig - ]; - for (const gradientConfig of gradConfigs) { - registerGradient(gradientConfig); - } - var exports_constraints_exports = {}; - __export2(exports_constraints_exports, { - maxNorm: () => maxNorm, - minMaxNorm: () => minMaxNorm, - nonNeg: () => nonNeg, - unitNorm: () => unitNorm - }); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var _epsilon; - function epsilon2() { - if (_epsilon == null) { - _epsilon = backend().epsilon(); - } - return _epsilon; - } - function imageDataFormat() { - return "channelsLast"; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var AttributeError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, AttributeError.prototype); - } - }; - var RuntimeError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, RuntimeError.prototype); - } - }; - var ValueError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, ValueError.prototype); - } - }; - var NotImplementedError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, NotImplementedError.prototype); - } - }; - var AssertionError = class extends Error { - constructor(message) { - super(message); - Object.setPrototypeOf(this, AssertionError.prototype); - } - }; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function pyListRepeat(value, numValues) { - if (Array.isArray(value)) { - let newArray = []; - for (let i = 0; i < numValues; i++) { - newArray = newArray.concat(value); - } - return newArray; - } else { - const newArray = new Array(numValues); - newArray.fill(value); - return newArray; - } - } - function assert2(val, message) { - if (!val) { - throw new AssertionError(message); - } - } - function count(array2, refernce) { - let counter = 0; - for (const item of array2) { - if (item === refernce) { - counter++; - } - } - return counter; - } - function singletonOrArray(xs) { - if (xs.length === 1) { - return xs[0]; - } - return xs; - } - function toList(x) { - if (Array.isArray(x)) { - return x; - } - return [x]; - } - function toSnakeCase(name) { - const intermediate = name.replace(/(.)([A-Z][a-z0-9]+)/g, "$1_$2"); - const insecure = intermediate.replace(/([a-z])([A-Z])/g, "$1_$2").toLowerCase(); - if (insecure[0] !== "_") { - return insecure; - } - return "private" + insecure; - } - function toCamelCase(identifier) { - if (identifier.length <= 1) { - return identifier; - } - if (identifier.indexOf("_") === -1) { - return identifier; - } - return identifier.replace(/[_]+(\w|$)/g, (m, p1) => p1.toUpperCase()); - } - var _GLOBAL_CUSTOM_OBJECTS = {}; - function serializeKerasObject(instance) { - if (instance === null || instance === void 0) { - return null; - } - const dict = {}; - dict["className"] = instance.getClassName(); - dict["config"] = instance.getConfig(); - return dict; - } - function convertNDArrayScalarsInConfig(config3) { - if (config3 == null || typeof config3 !== "object") { - return; - } else if (Array.isArray(config3)) { - config3.forEach((configItem) => convertNDArrayScalarsInConfig(configItem)); - } else { - const fields = Object.keys(config3); - for (const field of fields) { - const value = config3[field]; - if (value != null && typeof value === "object") { - if (!Array.isArray(value) && value["type"] === "ndarray" && typeof value["value"] === "number") { - config3[field] = value["value"]; - } else { - convertNDArrayScalarsInConfig(value); - } - } - } - } - } - function deserializeKerasObject(identifier, moduleObjects = {}, customObjects = {}, printableModuleName = "object", fastWeightInit = false) { - if (typeof identifier === "string") { - const functionName = identifier; - let fn; - if (functionName in customObjects) { - fn = customObjects[functionName]; - } else if (functionName in _GLOBAL_CUSTOM_OBJECTS) { - fn = _GLOBAL_CUSTOM_OBJECTS[functionName]; - } else { - fn = moduleObjects[functionName]; - if (fn == null) { - throw new ValueError(`Unknown ${printableModuleName}: ${identifier}. This may be due to one of the following reasons: -1. The ${printableModuleName} is defined in Python, in which case it needs to be ported to TensorFlow.js or your JavaScript code. -2. The custom ${printableModuleName} is defined in JavaScript, but is not registered properly with tf.serialization.registerClass().`); - } - } - return fn; - } else { - const config3 = identifier; - if (config3["className"] == null || config3["config"] == null) { - throw new ValueError(`${printableModuleName}: Improper config format: ${JSON.stringify(config3)}. -'className' and 'config' must set.`); - } - const className = config3["className"]; - let cls, fromConfig; - if (className in customObjects) { - [cls, fromConfig] = customObjects[className]; - } else if (className in _GLOBAL_CUSTOM_OBJECTS) { - [cls, fromConfig] = _GLOBAL_CUSTOM_OBJECTS["className"]; - } else if (className in moduleObjects) { - [cls, fromConfig] = moduleObjects[className]; - } - if (cls == null) { - throw new ValueError(`Unknown ${printableModuleName}: ${className}. This may be due to one of the following reasons: -1. The ${printableModuleName} is defined in Python, in which case it needs to be ported to TensorFlow.js or your JavaScript code. -2. The custom ${printableModuleName} is defined in JavaScript, but is not registered properly with tf.serialization.registerClass().`); - } - if (fromConfig != null) { - const customObjectsCombined = {}; - for (const key of Object.keys(_GLOBAL_CUSTOM_OBJECTS)) { - customObjectsCombined[key] = _GLOBAL_CUSTOM_OBJECTS[key]; - } - for (const key of Object.keys(customObjects)) { - customObjectsCombined[key] = customObjects[key]; - } - const nestedConfig = config3["config"]; - nestedConfig["customObjects"] = customObjectsCombined; - const backupCustomObjects = Object.assign({}, _GLOBAL_CUSTOM_OBJECTS); - for (const key of Object.keys(customObjects)) { - _GLOBAL_CUSTOM_OBJECTS[key] = customObjects[key]; - } - convertNDArrayScalarsInConfig(config3["config"]); - const returnObj = fromConfig(cls, config3["config"], customObjects, fastWeightInit); - _GLOBAL_CUSTOM_OBJECTS = Object.assign({}, backupCustomObjects); - return returnObj; - } else { - const backupCustomObjects = Object.assign({}, _GLOBAL_CUSTOM_OBJECTS); - for (const key of Object.keys(customObjects)) { - _GLOBAL_CUSTOM_OBJECTS[key] = customObjects[key]; - } - const returnObj = new cls(config3["config"]); - _GLOBAL_CUSTOM_OBJECTS = Object.assign({}, backupCustomObjects); - return returnObj; - } - } - } - function numberCompare(a, b) { - return a < b ? -1 : a > b ? 1 : 0; - } - function reverseNumberCompare(a, b) { - return -1 * numberCompare(a, b); - } - function unique4(xs) { - if (xs == null) { - return xs; - } - const out = []; - for (const x of xs) { - if (out.indexOf(x) === -1) { - out.push(x); - } - } - return out; - } - function isObjectEmpty(obj) { - if (obj == null) { - throw new ValueError(`Invalid value in obj: ${JSON.stringify(obj)}`); - } - for (const key in obj) { - if (obj.hasOwnProperty(key)) { - return false; - } - } - return true; - } - function checkStringTypeUnionValue(values, label, value) { - if (value == null) { - return; - } - if (values.indexOf(value) < 0) { - throw new ValueError(`${value} is not a valid ${label}. Valid values are ${values} or null/undefined.`); - } - } - function checkArrayTypeAndLength(x, expectedType, minLength = 0, maxLength = Infinity) { - assert2(minLength >= 0); - assert2(maxLength >= minLength); - return Array.isArray(x) && x.length >= minLength && x.length <= maxLength && x.every((e) => typeof e === expectedType); - } - function assertPositiveInteger(value, name) { - if (Array.isArray(value)) { - util_exports.assert(value.length > 0, () => `${name} is unexpectedly an empty array.`); - value.forEach((v, i) => assertPositiveInteger(v, `element ${i + 1} of ${name}`)); - } else { - util_exports.assert(Number.isInteger(value) && value > 0, () => `Expected ${name} to be a positive integer, but got ${formatAsFriendlyString(value)}.`); - } - } - function formatAsFriendlyString(value) { - if (value === null) { - return "null"; - } else if (Array.isArray(value)) { - return "[" + value.map((v) => formatAsFriendlyString(v)).join(",") + "]"; - } else if (typeof value === "string") { - return `"${value}"`; - } else { - return `${value}`; - } - } - function debounce(f, waitMs) { - let lastTime = util_exports.now(); - let lastResult; - const f2 = (...args) => { - const now22 = util_exports.now(); - if (now22 - lastTime < waitMs) { - return lastResult; - } - lastTime = now22; - lastResult = f(...args); - return lastResult; - }; - return f2; - } - function mapActivationToFusedKernel(activationName) { - if (activationName === "relu") { - return "relu"; - } - if (activationName === "linear") { - return "linear"; - } - if (activationName === "elu") { - return "elu"; - } - return null; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function calcL2Norms(w, axis) { - return tidy(() => sqrt(sum2(mul(w, w), axis, true))); - } - var Constraint = class extends serialization_exports.Serializable { - getConfig() { - return {}; - } - }; - var MaxNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultMaxValue = 2; - this.defaultAxis = 0; - this.maxValue = args.maxValue != null ? args.maxValue : this.defaultMaxValue; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => { - const norms = calcL2Norms(w, this.axis); - const desired = clipByValue(norms, 0, this.maxValue); - return mul(w, div(desired, add2(epsilon2(), norms))); - }); - } - getConfig() { - return {maxValue: this.maxValue, axis: this.axis}; - } - }; - MaxNorm.className = "MaxNorm"; - serialization_exports.registerClass(MaxNorm); - var UnitNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultAxis = 0; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => div(w, add2(epsilon2(), calcL2Norms(w, this.axis)))); - } - getConfig() { - return {axis: this.axis}; - } - }; - UnitNorm.className = "UnitNorm"; - serialization_exports.registerClass(UnitNorm); - var NonNeg = class extends Constraint { - apply(w) { - return relu(w); - } - }; - NonNeg.className = "NonNeg"; - serialization_exports.registerClass(NonNeg); - var MinMaxNorm = class extends Constraint { - constructor(args) { - super(); - this.defaultMinValue = 0; - this.defaultMaxValue = 1; - this.defaultRate = 1; - this.defaultAxis = 0; - this.minValue = args.minValue != null ? args.minValue : this.defaultMinValue; - this.maxValue = args.maxValue != null ? args.maxValue : this.defaultMaxValue; - this.rate = args.rate != null ? args.rate : this.defaultRate; - this.axis = args.axis != null ? args.axis : this.defaultAxis; - } - apply(w) { - return tidy(() => { - const norms = calcL2Norms(w, this.axis); - const desired = add2(mul(this.rate, clipByValue(norms, this.minValue, this.maxValue)), mul(1 - this.rate, norms)); - return mul(w, div(desired, add2(epsilon2(), norms))); - }); - } - getConfig() { - return { - minValue: this.minValue, - maxValue: this.maxValue, - rate: this.rate, - axis: this.axis - }; - } - }; - MinMaxNorm.className = "MinMaxNorm"; - serialization_exports.registerClass(MinMaxNorm); - var CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - maxNorm: "MaxNorm", - minMaxNorm: "MinMaxNorm", - nonNeg: "NonNeg", - unitNorm: "UnitNorm" - }; - function serializeConstraint(constraint) { - return serializeKerasObject(constraint); - } - function deserializeConstraint(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "constraint"); - } - function getConstraint(identifier) { - if (identifier == null) { - return null; - } - if (typeof identifier === "string") { - const className = identifier in CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP ? CONSTRAINT_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - const config3 = {className, config: {}}; - return deserializeConstraint(config3); - } else if (identifier instanceof Constraint) { - return identifier; - } else { - return deserializeConstraint(identifier); - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function maxNorm(args) { - return new MaxNorm(args); - } - function unitNorm(args) { - return new UnitNorm(args); - } - function nonNeg() { - return new NonNeg(); - } - function minMaxNorm(config3) { - return new MinMaxNorm(config3); - } - var exports_initializers_exports = {}; - __export2(exports_initializers_exports, { - constant: () => constant, - glorotNormal: () => glorotNormal, - glorotUniform: () => glorotUniform, - heNormal: () => heNormal, - heUniform: () => heUniform, - identity: () => identity4, - leCunNormal: () => leCunNormal, - leCunUniform: () => leCunUniform, - ones: () => ones3, - orthogonal: () => orthogonal, - randomNormal: () => randomNormal3, - randomUniform: () => randomUniform2, - truncatedNormal: () => truncatedNormal2, - varianceScaling: () => varianceScaling, - zeros: () => zeros3 - }); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var VALID_DATA_FORMAT_VALUES = ["channelsFirst", "channelsLast"]; - var VALID_INTERPOLATION_FORMAT_VALUES = ["nearest", "bilinear"]; - var VALID_PADDING_MODE_VALUES = ["valid", "same", "causal"]; - var VALID_POOL_MODE_VALUES = ["max", "avg"]; - var VALID_BIDIRECTIONAL_MERGE_MODES = ["sum", "mul", "concat", "ave"]; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var nameMap = new Map(); - function checkDataFormat(value) { - checkStringTypeUnionValue(VALID_DATA_FORMAT_VALUES, "DataFormat", value); - } - function checkInterpolationFormat(value) { - checkStringTypeUnionValue(VALID_INTERPOLATION_FORMAT_VALUES, "InterpolationFormat", value); - } - function checkPaddingMode(value) { - checkStringTypeUnionValue(VALID_PADDING_MODE_VALUES, "PaddingMode", value); - } - function checkPoolMode(value) { - checkStringTypeUnionValue(VALID_POOL_MODE_VALUES, "PoolMode", value); - } - var _nameScopeStack = []; - var _nameScopeDivider = "/"; - function nameScope(name, fn) { - _nameScopeStack.push(name); - try { - const val = fn(); - _nameScopeStack.pop(); - return val; - } catch (e) { - _nameScopeStack.pop(); - throw e; - } - } - function currentNameScopePrefix() { - if (_nameScopeStack.length === 0) { - return ""; - } else { - return _nameScopeStack.join(_nameScopeDivider) + _nameScopeDivider; - } - } - function getScopedTensorName(tensorName) { - if (!isValidTensorName(tensorName)) { - throw new Error("Not a valid tensor name: '" + tensorName + "'"); - } - return currentNameScopePrefix() + tensorName; - } - function getUniqueTensorName(scopedName) { - if (!isValidTensorName(scopedName)) { - throw new Error("Not a valid tensor name: '" + scopedName + "'"); - } - if (!nameMap.has(scopedName)) { - nameMap.set(scopedName, 0); - } - const index = nameMap.get(scopedName); - nameMap.set(scopedName, nameMap.get(scopedName) + 1); - if (index > 0) { - const result = `${scopedName}_${index}`; - nameMap.set(result, 1); - return result; - } else { - return scopedName; - } - } - var tensorNameRegex = new RegExp(/^[A-Za-z0-9][-A-Za-z0-9\._\/]*$/); - function isValidTensorName(name) { - return !!name.match(tensorNameRegex); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function isInteger(x) { - return x === parseInt(x.toString(), 10); - } - function arrayProd(array2, begin, end) { - if (begin == null) { - begin = 0; - } - if (end == null) { - end = array2.length; - } - let prod5 = 1; - for (let i = begin; i < end; ++i) { - prod5 *= array2[i]; - } - return prod5; - } - function toArray1D(array2) { - array2 = Array.isArray(array2) ? new Float32Array(array2) : array2; - return tensor1d(array2); - } - function min5(array2) { - return min(toArray1D(array2)).dataSync()[0]; - } - function max5(array2) { - return max(toArray1D(array2)).dataSync()[0]; - } - function range5(begin, end) { - if (end < begin) { - throw new ValueError(`end (${end}) < begin (${begin}) is forbidden.`); - } - const out = []; - for (let i = begin; i < end; ++i) { - out.push(i); - } - return out; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function cast5(x, dtype) { - return x.asType(dtype); - } - function expandDims5(x, axis = -1) { - const outShape = x.shape.slice(); - if (axis < 0) { - axis = outShape.length + axis + 1; - } - outShape.splice(axis, 0, 1); - return x.reshape(outShape); - } - function repeat(x, n) { - return tidy(() => { - if (x.shape.length !== 2) { - throw new ValueError(`repeat() expects a rank-2 tensor, but received a rank-${x.shape.length} tensor.`); - } - const y = expandDims5(x, 1); - return tile5(y, [1, n, 1]); - }); - } - function flatten2(x) { - const newShape = [arrayProd(x.shape)]; - return x.reshape(newShape); - } - function batchFlatten(x) { - if (x.rank <= 1) { - throw new ValueError(`batchFlatten requires a minimum rank of 2. Got rank: ${x.rank}.`); - } - const newShape = [x.shape[0], arrayProd(x.shape, 1)]; - return x.reshape(newShape); - } - function sliceAlongFirstAxis(array2, start, size) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - return slice2d(array2, [start, 0], [size, array2.shape[1]]); - case 3: - return slice3d(array2, [start, 0, 0], [size, array2.shape[1], array2.shape[2]]); - case 4: - return slice4d(array2, [start, 0, 0, 0], [size, array2.shape[1], array2.shape[2], array2.shape[3]]); - case 5: - return slice(array2, [start, 0, 0, 0, 0], [ - size, - array2.shape[1], - array2.shape[2], - array2.shape[3], - array2.shape[4] - ]); - case 6: - return slice(array2, [start, 0, 0, 0, 0, 0], [ - size, - array2.shape[1], - array2.shape[2], - array2.shape[3], - array2.shape[4], - array2.shape[5] - ]); - default: - throw new ValueError(`sliceAlongFirstAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); - } - function sliceAlongLastAxis(array2, start, size) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - return slice2d(array2, [0, start], [array2.shape[0], size]); - case 3: - return slice3d(array2, [0, 0, start], [array2.shape[0], array2.shape[1], size]); - case 4: - return slice4d(array2, [0, 0, 0, start], [array2.shape[0], array2.shape[1], array2.shape[2], size]); - default: - throw new ValueError(`sliceAlongLastAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); - } - function sliceAlongAxis(array2, start, size, axis) { - return tidy(() => { - switch (array2.rank) { - case 1: - return slice1d(array2, start, size); - case 2: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - case 3: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return slice3d(array2, [0, start, 0], [array2.shape[0], size, array2.shape[2]]); - case 3: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - case 4: - switch (axis) { - case 1: - return sliceAlongFirstAxis(array2, start, size); - case 2: - return slice4d(array2, [0, start, 0, 0], [array2.shape[0], size, array2.shape[2], array2.shape[3]]); - case 3: - return slice4d(array2, [0, 0, start, 0], [array2.shape[0], array2.shape[1], size, array2.shape[3]]); - case 4: - return sliceAlongLastAxis(array2, start, size); - default: - throw new ValueError(`The axis is not within the rank of the tensor ${axis}`); - } - default: - throw new ValueError(`sliceAlongLastAxis() received an unsupported tensor rank: ${array2.rank}`); - } - }); - } - function concatenate(tensors, axis = -1) { - let rank; - if (axis < 0) { - rank = tensors[0].rank; - if (rank !== 0) { - axis = rank; - } else { - axis = 0; - } - } - if (axis === tensors[0].rank) { - axis = -1; - } - return concat(tensors, axis); - } - function concatAlongFirstAxis(a, b) { - switch (a.rank) { - case 1: - return concat1d([a, b]); - case 2: - return concat2d([a, b], 0); - case 3: - return concat3d([a, b], 0); - case 4: - return concat4d([a, b], 0); - default: - throw new ValueError(`concatAlongFirstAxis() received an unsupported tensor rank: ${a.rank}`); - } - } - function tile5(x, n) { - if (!Array.isArray(n)) { - n = [n]; - } - if (x.rank !== n.length) { - throw new ValueError(`The length of input n (${n.length}) does not match the number of dimensions in input x (${x.rank})`); - } - return tile(x, n); - } - function randomNormal2(shape, mean4 = 0, stddev = 1, dtype, seed) { - return randomNormal(shape, mean4, stddev, dtype, seed); - } - function dot2(a, b, activation2, bias) { - if (a.rank < 2 || b.rank < 2) { - throw new NotImplementedError(`dot requires both inputs to be rank >= 2 but got x shape = ${a.shape} and y shape = ${b.shape}`); - } - if (b.rank >= 3) { - const xLastDim = a.shape.slice(-1)[0]; - const ySecondLastDim = b.shape.slice(-2)[0]; - if (xLastDim !== ySecondLastDim) { - throw new NotImplementedError(`If rank y >= 3, then the second last dim of y must equal the last dim of x but got x shape = ${a.shape} and y shape = ${b.shape}`); - } - } - if (a.rank === 2 && b.rank === 2) { - const transposeA = false; - const transposeB = false; - return fused_ops_exports.matMul({ - a, - b, - transposeA, - transposeB, - bias: bias ? reshapeBias(a.rank, bias, imageDataFormat()) : null, - activation: activation2 - }); - } else { - const aFirstDims = a.shape.slice(); - const aLastDim = aFirstDims.pop(); - a = a.reshape([-1, aLastDim]); - const bShape = b.shape.slice(); - const bLastDim = bShape.pop(); - const ySecondLastDim = bShape.pop(); - const yOtherDims = [...bShape, bLastDim]; - const perm = Array.from({length: b.rank}, (_, i) => { - if (i === 0) { - return b.rank - 2; - } else if (i <= b.rank - 2) { - return i - 1; - } - return i; - }); - b = b.transpose(perm).reshape([ySecondLastDim, -1]); - const outputShape = [...aFirstDims, ...yOtherDims]; - const transposeA = false; - const transposeB = false; - return fused_ops_exports.matMul({ - a, - b, - transposeA, - transposeB, - bias: bias ? reshapeBias(a.rank, bias, imageDataFormat()) : null, - activation: activation2 - }).reshape(outputShape); - } - } - function gather2(reference, indices, axis) { - return tidy(() => { - if (Array.isArray(indices)) { - indices = tensor1d(indices, "int32"); - } else { - indices = indices.toInt(); - } - return gather(reference, indices, axis); - }); - } - function square3(x) { - return mul(x, x); - } - function reshapeBias(xRank, bias, dataFormat) { - const biasShape = bias.shape; - if (bias.rank !== 1 && bias.rank !== xRank) { - throw new ValueError(`Unexpected bias dimensions: ${bias.rank}; expected it to be 1 or ${xRank}`); - } - if (xRank === 5) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1, 1, 1]); - } else { - return bias.reshape([1, biasShape[3], biasShape[0], biasShape[1], biasShape[2]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, 1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank === 4) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1, 1]); - } else { - return bias.reshape([1, biasShape[2], biasShape[0], biasShape[1]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank === 3) { - if (dataFormat === "channelsFirst") { - if (biasShape.length === 1) { - return bias.reshape([1, biasShape[0], 1]); - } else { - return bias.reshape([1, biasShape[1], biasShape[0]]); - } - } else if (dataFormat === "channelsLast") { - if (biasShape.length === 1) { - return bias.reshape([1, 1, biasShape[0]]); - } else { - return bias.reshape([1].concat(biasShape)); - } - } - } else if (xRank < 3) { - return bias; - } - throw new ValueError(`Unsupported input rank by biasAdd: ${bias.rank}`); - } - function biasAdd(x, bias, dataFormat) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - return x.add(reshapeBias(x.rank, bias, dataFormat)); - }); - } - function elu4(x, alpha = 1) { - if (alpha !== 1) { - throw new NotImplementedError(`Support for alpha values other than 1 (${alpha}) is not implemented yet.`); - } - return elu(x); - } - function softsign(x) { - return tidy(() => div(x, abs(x).add(1))); - } - function dropout2(x, level, noiseShape, seed) { - return tidy(() => dropout(x, level, noiseShape, seed)); - } - function hardSigmoid(x) { - return tidy(() => { - const y = add2(0.5, mul(0.2, x)); - return clipByValue(y, 0, 1); - }); - } - function inTrainPhase(x, alt, training = false) { - return training ? x() : alt(); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var VALID_FAN_MODE_VALUES = ["fanIn", "fanOut", "fanAvg"]; - var VALID_DISTRIBUTION_VALUES = ["normal", "uniform", "truncatedNormal"]; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function checkFanMode(value) { - checkStringTypeUnionValue(VALID_FAN_MODE_VALUES, "FanMode", value); - } - function checkDistribution(value) { - checkStringTypeUnionValue(VALID_DISTRIBUTION_VALUES, "Distribution", value); - } - var Initializer = class extends serialization_exports.Serializable { - fromConfigUsesCustomObjects() { - return false; - } - getConfig() { - return {}; - } - }; - var Zeros = class extends Initializer { - apply(shape, dtype) { - return zeros(shape, dtype); - } - }; - Zeros.className = "Zeros"; - serialization_exports.registerClass(Zeros); - var Ones = class extends Initializer { - apply(shape, dtype) { - return ones2(shape, dtype); - } - }; - Ones.className = "Ones"; - serialization_exports.registerClass(Ones); - var Constant = class extends Initializer { - constructor(args) { - super(); - if (typeof args !== "object") { - throw new ValueError(`Expected argument of type ConstantConfig but got ${args}`); - } - if (args.value === void 0) { - throw new ValueError(`config must have value set but got ${args}`); - } - this.value = args.value; - } - apply(shape, dtype) { - return tidy(() => mul(scalar(this.value), ones2(shape, dtype))); - } - getConfig() { - return { - value: this.value - }; - } - }; - Constant.className = "Constant"; - serialization_exports.registerClass(Constant); - var RandomUniform = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MINVAL = -0.05; - this.DEFAULT_MAXVAL = 0.05; - this.minval = args.minval || this.DEFAULT_MINVAL; - this.maxval = args.maxval || this.DEFAULT_MAXVAL; - this.seed = args.seed; - } - apply(shape, dtype) { - return randomUniform(shape, this.minval, this.maxval, dtype); - } - getConfig() { - return {minval: this.minval, maxval: this.maxval, seed: this.seed}; - } - }; - RandomUniform.className = "RandomUniform"; - serialization_exports.registerClass(RandomUniform); - var RandomNormal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MEAN = 0; - this.DEFAULT_STDDEV = 0.05; - this.mean = args.mean || this.DEFAULT_MEAN; - this.stddev = args.stddev || this.DEFAULT_STDDEV; - this.seed = args.seed; - } - apply(shape, dtype) { - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`randomNormal does not support dType ${dtype}.`); - } - return randomNormal2(shape, this.mean, this.stddev, dtype, this.seed); - } - getConfig() { - return {mean: this.mean, stddev: this.stddev, seed: this.seed}; - } - }; - RandomNormal.className = "RandomNormal"; - serialization_exports.registerClass(RandomNormal); - var TruncatedNormal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_MEAN = 0; - this.DEFAULT_STDDEV = 0.05; - this.mean = args.mean || this.DEFAULT_MEAN; - this.stddev = args.stddev || this.DEFAULT_STDDEV; - this.seed = args.seed; - } - apply(shape, dtype) { - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`truncatedNormal does not support dType ${dtype}.`); - } - return truncatedNormal(shape, this.mean, this.stddev, dtype, this.seed); - } - getConfig() { - return {mean: this.mean, stddev: this.stddev, seed: this.seed}; - } - }; - TruncatedNormal.className = "TruncatedNormal"; - serialization_exports.registerClass(TruncatedNormal); - var Identity2 = class extends Initializer { - constructor(args) { - super(); - this.gain = args.gain != null ? args.gain : 1; - } - apply(shape, dtype) { - return tidy(() => { - if (shape.length !== 2 || shape[0] !== shape[1]) { - throw new ValueError("Identity matrix initializer can only be used for 2D square matrices."); - } else { - return mul(this.gain, eye(shape[0])); - } - }); - } - getConfig() { - return {gain: this.gain}; - } - }; - Identity2.className = "Identity"; - serialization_exports.registerClass(Identity2); - function computeFans(shape, dataFormat = "channelsLast") { - let fanIn; - let fanOut; - checkDataFormat(dataFormat); - if (shape.length === 2) { - fanIn = shape[0]; - fanOut = shape[1]; - } else if ([3, 4, 5].indexOf(shape.length) !== -1) { - if (dataFormat === "channelsFirst") { - const receptiveFieldSize = arrayProd(shape, 2); - fanIn = shape[1] * receptiveFieldSize; - fanOut = shape[0] * receptiveFieldSize; - } else if (dataFormat === "channelsLast") { - const receptiveFieldSize = arrayProd(shape, 0, shape.length - 2); - fanIn = shape[shape.length - 2] * receptiveFieldSize; - fanOut = shape[shape.length - 1] * receptiveFieldSize; - } - } else { - const shapeProd = arrayProd(shape); - fanIn = Math.sqrt(shapeProd); - fanOut = Math.sqrt(shapeProd); - } - return [fanIn, fanOut]; - } - var VarianceScaling = class extends Initializer { - constructor(args) { - super(); - if (args.scale < 0) { - throw new ValueError(`scale must be a positive float. Got: ${args.scale}`); - } - this.scale = args.scale == null ? 1 : args.scale; - this.mode = args.mode == null ? "fanIn" : args.mode; - checkFanMode(this.mode); - this.distribution = args.distribution == null ? "normal" : args.distribution; - checkDistribution(this.distribution); - this.seed = args.seed; - } - apply(shape, dtype) { - const fans = computeFans(shape); - const fanIn = fans[0]; - const fanOut = fans[1]; - let scale2 = this.scale; - if (this.mode === "fanIn") { - scale2 /= Math.max(1, fanIn); - } else if (this.mode === "fanOut") { - scale2 /= Math.max(1, fanOut); - } else { - scale2 /= Math.max(1, (fanIn + fanOut) / 2); - } - if (this.distribution === "normal") { - const stddev = Math.sqrt(scale2); - dtype = dtype || "float32"; - if (dtype !== "float32" && dtype !== "int32") { - throw new NotImplementedError(`${this.getClassName()} does not support dType ${dtype}.`); - } - return truncatedNormal(shape, 0, stddev, dtype, this.seed); - } else { - const limit = Math.sqrt(3 * scale2); - return randomUniform(shape, -limit, limit, dtype); - } - } - getConfig() { - return { - scale: this.scale, - mode: this.mode, - distribution: this.distribution, - seed: this.seed - }; - } - }; - VarianceScaling.className = "VarianceScaling"; - serialization_exports.registerClass(VarianceScaling); - var GlorotUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanAvg", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - GlorotUniform.className = "GlorotUniform"; - serialization_exports.registerClass(GlorotUniform); - var GlorotNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanAvg", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - GlorotNormal.className = "GlorotNormal"; - serialization_exports.registerClass(GlorotNormal); - var HeNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 2, - mode: "fanIn", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - HeNormal.className = "HeNormal"; - serialization_exports.registerClass(HeNormal); - var HeUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 2, - mode: "fanIn", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - HeUniform.className = "HeUniform"; - serialization_exports.registerClass(HeUniform); - var LeCunNormal = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanIn", - distribution: "normal", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - LeCunNormal.className = "LeCunNormal"; - serialization_exports.registerClass(LeCunNormal); - var LeCunUniform = class extends VarianceScaling { - constructor(args) { - super({ - scale: 1, - mode: "fanIn", - distribution: "uniform", - seed: args == null ? null : args.seed - }); - } - getClassName() { - return VarianceScaling.className; - } - }; - LeCunUniform.className = "LeCunNormal"; - serialization_exports.registerClass(LeCunUniform); - var Orthogonal = class extends Initializer { - constructor(args) { - super(); - this.DEFAULT_GAIN = 1; - this.gain = args.gain == null ? this.DEFAULT_GAIN : args.gain; - this.seed = args.seed; - if (this.seed != null) { - throw new NotImplementedError("Random seed is not implemented for Orthogonal Initializer yet."); - } - } - apply(shape, dtype) { - return tidy(() => { - if (shape.length < 2) { - throw new NotImplementedError("Shape must be at least 2D."); - } - if (shape[0] * shape[1] > 2e3) { - console.warn(`Orthogonal initializer is being called on a matrix with more than 2000 (${shape[0] * shape[1]}) elements: Slowness may result.`); - } - const normalizedShape = shape[0] > shape[1] ? [shape[1], shape[0]] : shape; - const a = randomNormal2(normalizedShape, 0, 1, "float32"); - let q = linalg.gramSchmidt(a); - if (shape[0] > shape[1]) { - q = q.transpose(); - } - return mul(this.gain, q); - }); - } - getConfig() { - return { - gain: this.gain, - seed: this.seed - }; - } - }; - Orthogonal.className = "Orthogonal"; - serialization_exports.registerClass(Orthogonal); - var INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - constant: "Constant", - glorotNormal: "GlorotNormal", - glorotUniform: "GlorotUniform", - heNormal: "HeNormal", - heUniform: "HeUniform", - identity: "Identity", - leCunNormal: "LeCunNormal", - leCunUniform: "LeCunUniform", - ones: "Ones", - orthogonal: "Orthogonal", - randomNormal: "RandomNormal", - randomUniform: "RandomUniform", - truncatedNormal: "TruncatedNormal", - varianceScaling: "VarianceScaling", - zeros: "Zeros" - }; - function deserializeInitializer(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "initializer"); - } - function serializeInitializer(initializer) { - return serializeKerasObject(initializer); - } - function getInitializer(identifier) { - if (typeof identifier === "string") { - const className = identifier in INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP ? INITIALIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - if (className === "GlorotNormal") { - return new GlorotNormal(); - } else if (className === "GlorotUniform") { - return new GlorotUniform(); - } else if (className === "HeNormal") { - return new HeNormal(); - } else if (className === "HeUniform") { - return new HeUniform(); - } else if (className === "LeCunNormal") { - return new LeCunNormal(); - } else if (className === "LeCunUniform") { - return new LeCunUniform(); - } else { - const config3 = {}; - config3["className"] = className; - config3["config"] = {}; - return deserializeInitializer(config3); - } - } else if (identifier instanceof Initializer) { - return identifier; - } else { - return deserializeInitializer(identifier); - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function zeros3() { - return new Zeros(); - } - function ones3() { - return new Ones(); - } - function constant(args) { - return new Constant(args); - } - function randomUniform2(args) { - return new RandomUniform(args); - } - function randomNormal3(args) { - return new RandomNormal(args); - } - function truncatedNormal2(args) { - return new TruncatedNormal(args); - } - function identity4(args) { - return new Identity2(args); - } - function varianceScaling(config3) { - return new VarianceScaling(config3); - } - function glorotUniform(args) { - return new GlorotUniform(args); - } - function glorotNormal(args) { - return new GlorotNormal(args); - } - function heNormal(args) { - return new HeNormal(args); - } - function heUniform(args) { - return new HeUniform(args); - } - function leCunNormal(args) { - return new LeCunNormal(args); - } - function leCunUniform(args) { - return new LeCunUniform(args); - } - function orthogonal(args) { - return new Orthogonal(args); - } - var exports_layers_exports = {}; - __export2(exports_layers_exports, { - Layer: () => Layer, - RNN: () => RNN, - RNNCell: () => RNNCell, - activation: () => activation, - add: () => add4, - alphaDropout: () => alphaDropout, - average: () => average, - averagePooling1d: () => averagePooling1d, - averagePooling2d: () => averagePooling2d, - averagePooling3d: () => averagePooling3d, - avgPool1d: () => avgPool1d, - avgPool2d: () => avgPool2d, - avgPool3d: () => avgPool3d2, - avgPooling1d: () => avgPooling1d, - avgPooling2d: () => avgPooling2d, - avgPooling3d: () => avgPooling3d, - batchNormalization: () => batchNormalization2, - bidirectional: () => bidirectional, - concatenate: () => concatenate2, - conv1d: () => conv1d2, - conv2d: () => conv2d5, - conv2dTranspose: () => conv2dTranspose2, - conv3d: () => conv3d2, - convLstm2d: () => convLstm2d, - convLstm2dCell: () => convLstm2dCell, - cropping2D: () => cropping2D, - dense: () => dense, - depthwiseConv2d: () => depthwiseConv2d5, - dot: () => dot3, - dropout: () => dropout3, - elu: () => elu5, - embedding: () => embedding, - flatten: () => flatten3, - gaussianDropout: () => gaussianDropout, - gaussianNoise: () => gaussianNoise, - globalAveragePooling1d: () => globalAveragePooling1d, - globalAveragePooling2d: () => globalAveragePooling2d, - globalMaxPool1d: () => globalMaxPool1d, - globalMaxPool2d: () => globalMaxPool2d, - globalMaxPooling1d: () => globalMaxPooling1d, - globalMaxPooling2d: () => globalMaxPooling2d, - gru: () => gru, - gruCell: () => gruCell, - input: () => input, - inputLayer: () => inputLayer, - layerNormalization: () => layerNormalization, - leakyReLU: () => leakyReLU, - lstm: () => lstm, - lstmCell: () => lstmCell, - masking: () => masking, - maxPool1d: () => maxPool1d, - maxPool2d: () => maxPool2d, - maxPooling1d: () => maxPooling1d, - maxPooling2d: () => maxPooling2d, - maxPooling3d: () => maxPooling3d, - maximum: () => maximum4, - minimum: () => minimum4, - multiply: () => multiply3, - permute: () => permute, - prelu: () => prelu5, - reLU: () => reLU, - repeatVector: () => repeatVector, - reshape: () => reshape5, - rnn: () => rnn2, - separableConv2d: () => separableConv2d2, - simpleRNN: () => simpleRNN, - simpleRNNCell: () => simpleRNNCell, - softmax: () => softmax5, - spatialDropout1d: () => spatialDropout1d, - stackedRNNCells: () => stackedRNNCells, - thresholdedReLU: () => thresholdedReLU, - timeDistributed: () => timeDistributed, - upSampling2d: () => upSampling2d, - zeroPadding2d: () => zeroPadding2d - }); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var _nextUniqueTensorId = 0; - function getNextUniqueTensorId() { - return _nextUniqueTensorId++; - } - var _uidPrefixes = {}; - function getUid(prefix = "") { - if (!(prefix in _uidPrefixes)) { - _uidPrefixes[prefix] = 0; - } - _uidPrefixes[prefix] += 1; - return prefix + _uidPrefixes[prefix].toString(); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function isArrayOfShapes(x) { - return Array.isArray(x) && Array.isArray(x[0]); - } - function normalizeShapeList(x) { - if (x.length === 0) { - return []; - } - if (!Array.isArray(x[0])) { - return [x]; - } - return x; - } - function getExactlyOneTensor(xs) { - let x; - if (Array.isArray(xs)) { - if (xs.length !== 1) { - throw new ValueError(`Expected Tensor length to be 1; got ${xs.length}`); - } - x = xs[0]; - } else { - x = xs; - } - return x; - } - function getExactlyOneShape(shapes) { - if (Array.isArray(shapes) && Array.isArray(shapes[0])) { - if (shapes.length === 1) { - shapes = shapes; - return shapes[0]; - } else { - throw new ValueError(`Expected exactly 1 Shape; got ${shapes.length}`); - } - } else { - return shapes; - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function countParamsInWeights(weights) { - let count2 = 0; - for (const weight of weights) { - if (weight.shape.length === 0) { - count2 += 1; - } else { - count2 += weight.shape.reduce((a, b) => a * b); - } - } - return count2; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var DEFAULT_VARIABLE_NAME_PREFIX = "Variable"; - var LayerVariable = class { - constructor(val, dtype = "float32", name = DEFAULT_VARIABLE_NAME_PREFIX, trainable = true, constraint = null) { - this.dtype = dtype == null ? "float32" : dtype; - this.shape = val.shape; - this.id = getNextUniqueTensorId(); - name = name == null ? DEFAULT_VARIABLE_NAME_PREFIX : name; - this.originalName = getScopedTensorName(name); - this.name = getUniqueTensorName(this.originalName); - this.trainable_ = trainable; - this.constraint = constraint; - this.val = variable(val, this.trainable_, this.name, this.dtype); - } - read() { - this.assertNotDisposed(); - return this.val; - } - write(newVal) { - this.assertNotDisposed(); - checkShapesMatch(this.val, newVal); - if (this.val.id !== newVal.id) { - this.val.assign(newVal); - if (this.constraint != null) { - this.val.assign(this.constraint.apply(this.val)); - } - } - return this; - } - dispose() { - this.assertNotDisposed(); - this.val.dispose(); - } - assertNotDisposed() { - if (this.val.isDisposed) { - throw new Error(`LayersVariable ${this.name} is already disposed.`); - } - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this.trainable_ = trainable; - this.val.trainable = trainable; - } - }; - function checkShapesMatch(x, y) { - if (x.shape.toString() !== y.shape.toString()) { - throw new Error("Shape mismatch: " + JSON.stringify(x.shape) + " vs. " + JSON.stringify(y.shape)); - } - } - function batchGetValue(xs) { - return xs.map((x) => x.read()); - } - function batchSetValue(variablesAndValues) { - variablesAndValues.forEach((variableAndValue) => { - const variable2 = variableAndValue[0]; - variable2.write(variableAndValue[1]); - }); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var InputSpec = class { - constructor(args) { - this.dtype = args.dtype; - this.shape = args.shape; - if (args.shape != null) { - this.ndim = args.shape.length; - } else { - this.ndim = args.ndim; - } - this.maxNDim = args.maxNDim; - this.minNDim = args.minNDim; - this.axes = args.axes || {}; - } - }; - var SymbolicTensor = class { - constructor(dtype, shape, sourceLayer, inputs, callArgs, name, outputTensorIndex) { - this.dtype = dtype; - this.shape = shape; - this.sourceLayer = sourceLayer; - this.inputs = inputs; - this.callArgs = callArgs; - this.outputTensorIndex = outputTensorIndex; - this.id = getNextUniqueTensorId(); - if (name != null) { - this.originalName = getScopedTensorName(name); - this.name = getUniqueTensorName(this.originalName); - } - this.rank = shape.length; - } - }; - var _nextNodeID = 0; - var Node = class { - constructor(args, callArgs) { - this.callArgs = callArgs; - this.id = _nextNodeID++; - this.outboundLayer = args.outboundLayer; - this.inboundLayers = args.inboundLayers; - this.nodeIndices = args.nodeIndices; - this.tensorIndices = args.tensorIndices; - this.inputTensors = args.inputTensors; - this.outputTensors = args.outputTensors; - this.inputMasks = args.inputMasks; - this.outputMasks = args.outputMasks; - this.inputShapes = args.inputShapes; - this.outputShapes = args.outputShapes; - for (const layer of args.inboundLayers) { - if (layer != null) { - layer.outboundNodes.push(this); - } - } - args.outboundLayer.inboundNodes.push(this); - } - getConfig() { - const inboundNames = []; - for (const layer of this.inboundLayers) { - if (layer != null) { - inboundNames.push(layer.name); - } else { - inboundNames.push(null); - } - } - return { - outboundLayer: this.outboundLayer ? this.outboundLayer.name : null, - inboundLayers: inboundNames, - nodeIndices: this.nodeIndices, - tensorIndices: this.tensorIndices - }; - } - }; - var _nextLayerID = 0; - var Layer = class extends serialization_exports.Serializable { - constructor(args = {}) { - super(); - this._callHook = null; - this._addedWeightNames = []; - this._stateful = false; - this.id = _nextLayerID++; - this.activityRegularizer = null; - this.inputSpec = null; - this.supportsMasking = false; - this._trainableWeights = []; - this._nonTrainableWeights = []; - this._losses = []; - this._updates = []; - this._built = false; - this.inboundNodes = []; - this.outboundNodes = []; - let name = args.name; - if (!name) { - const prefix = this.getClassName(); - name = toSnakeCase(prefix) + "_" + getUid(prefix); - } - this.name = name; - this.trainable_ = args.trainable == null ? true : args.trainable; - if (args.inputShape != null || args.batchInputShape != null) { - let batchInputShape; - if (args.batchInputShape != null) { - batchInputShape = args.batchInputShape; - } else if (args.inputShape != null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - batchInputShape = [batchSize].concat(args.inputShape); - } - this.batchInputShape = batchInputShape; - let dtype = args.dtype; - if (dtype == null) { - dtype = args.inputDType; - } - if (dtype == null) { - dtype = "float32"; - } - this.dtype = dtype; - } - if (args.weights != null) { - this.initialWeights = args.weights; - } else { - this.initialWeights = null; - } - this._refCount = null; - this.fastWeightInitDuringBuild = false; - } - static nodeKey(layer, nodeIndex) { - return layer.name + "_ib-" + nodeIndex.toString(); - } - getNodeAtIndex(nodeIndex, attrName) { - if (this.inboundNodes.length === 0) { - throw new RuntimeError(`The layer has never been called and thus has no defined ${attrName}.`); - } - if (this.inboundNodes.length <= nodeIndex) { - throw new ValueError(`Asked to get ${attrName} at node ${nodeIndex}, but the layer has only ${this.inboundNodes.length} inbound nodes.`); - } - return this.inboundNodes[nodeIndex]; - } - getInputAt(nodeIndex) { - return singletonOrArray(this.getNodeAtIndex(nodeIndex, "input").inputTensors); - } - getOutputAt(nodeIndex) { - return singletonOrArray(this.getNodeAtIndex(nodeIndex, "output").outputTensors); - } - get input() { - if (this.inboundNodes.length > 1) { - throw new AttributeError(`Layer ${this.name} has multiple inbound nodes, hence the notion of "layer input" is ill-defined. Use \`getInputAt(nodeIndex)\` instead.`); - } else if (this.inboundNodes.length === 0) { - throw new AttributeError(`Layer ${this.name} is not connected, no input to return.`); - } - return singletonOrArray(this.getNodeAtIndex(0, "input").inputTensors); - } - get output() { - if (this.inboundNodes.length === 0) { - throw new AttributeError(`Layer ${this.name} has no inbound nodes.`); - } - if (this.inboundNodes.length > 1) { - throw new AttributeError(`Layer ${this.name} has multiple inbound nodes, hence the notion of "layer output" is ill-defined. Use \`getOutputAt(nodeIndex)\` instead.`); - } - return singletonOrArray(this.getNodeAtIndex(0, "output").outputTensors); - } - get losses() { - return this._losses; - } - calculateLosses() { - return this.losses.map((lossFn) => lossFn()); - } - get updates() { - return this._updates; - } - get built() { - return this._built; - } - set built(built) { - this._built = built; - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this._trainableWeights.forEach((w) => w.trainable = trainable); - this.trainable_ = trainable; - } - get trainableWeights() { - if (this.trainable_) { - return this._trainableWeights.filter((w) => w.trainable); - } else { - return []; - } - } - set trainableWeights(weights) { - this._trainableWeights = weights; - } - get nonTrainableWeights() { - if (this.trainable) { - return this._trainableWeights.filter((w) => !w.trainable).concat(this._nonTrainableWeights); - } else { - return this._trainableWeights.concat(this._nonTrainableWeights); - } - } - set nonTrainableWeights(weights) { - this._nonTrainableWeights = weights; - } - get weights() { - return this.trainableWeights.concat(this.nonTrainableWeights); - } - get stateful() { - return this._stateful; - } - resetStates() { - if (!this.stateful) { - throw new Error("Cannot call the resetStates() method of a non-stateful Layer object."); - } - } - assertInputCompatibility(inputs) { - inputs = toList(inputs); - if (this.inputSpec == null || this.inputSpec.length === 0) { - return; - } - const inputSpec = toList(this.inputSpec); - if (inputs.length !== inputSpec.length) { - throw new ValueError(`Layer ${this.name} expects ${inputSpec.length} inputs, but it received ${inputs.length} input tensors. Input received: ${inputs}`); - } - for (let inputIndex = 0; inputIndex < inputs.length; inputIndex++) { - const x = inputs[inputIndex]; - const spec = inputSpec[inputIndex]; - if (spec == null) { - continue; - } - const ndim = x.rank; - if (spec.ndim != null) { - if (ndim !== spec.ndim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected ndim=${spec.ndim}, found ndim=${ndim}`); - } - } - if (spec.maxNDim != null) { - if (ndim > spec.maxNDim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected max_ndim=${spec.maxNDim}, found ndim=${ndim}`); - } - } - if (spec.minNDim != null) { - if (ndim < spec.minNDim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected min_ndim=${spec.minNDim}, found ndim=${ndim}.`); - } - } - if (spec.dtype != null) { - if (x.dtype !== spec.dtype) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name} : expected dtype=${spec.dtype}, found dtype=${x.dtype}.`); - } - } - if (spec.axes) { - const xShape = x.shape; - for (const key in spec.axes) { - const axis = Number(key); - const value = spec.axes[key]; - const xShapeAtAxis = axis >= 0 ? xShape[axis] : xShape[xShape.length + axis]; - if (value != null && [value, null].indexOf(xShapeAtAxis) === -1) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected axis ${axis} of input shape to have value ${value} but got shape ${xShape}.`); - } - } - } - if (spec.shape != null) { - for (let i = 0; i < spec.shape.length; ++i) { - const specDim = spec.shape[i]; - const dim = x.shape[i]; - if (specDim != null && dim != null) { - if (specDim !== dim) { - throw new ValueError(`Input ${inputIndex} is incompatible with layer ${this.name}: expected shape=${spec.shape}, found shape=${x.shape}.`); - } - } - } - } - } - } - call(inputs, kwargs) { - return inputs; - } - invokeCallHook(inputs, kwargs) { - if (this._callHook != null) { - this._callHook(inputs, kwargs); - } - } - setCallHook(callHook) { - this._callHook = callHook; - } - clearCallHook() { - this._callHook = null; - } - apply(inputs, kwargs) { - kwargs = kwargs || {}; - this.assertNotDisposed(); - const inputsList = toList(inputs); - let allAreSymbolic = true; - for (const input2 of inputsList) { - if (!(input2 instanceof SymbolicTensor)) { - allAreSymbolic = false; - break; - } - } - let noneAreSymbolic = true; - for (const input2 of inputsList) { - if (input2 instanceof SymbolicTensor) { - noneAreSymbolic = false; - break; - } - } - if (allAreSymbolic === noneAreSymbolic) { - throw new ValueError("Arguments to apply() must be all SymbolicTensors or all Tensors"); - } - return nameScope(this.name, () => { - if (!this.built) { - this.assertInputCompatibility(inputs); - const inputShapes = []; - for (const xElem of toList(inputs)) { - inputShapes.push(xElem.shape); - } - this.build(singletonOrArray(inputShapes)); - this.built = true; - if (this.initialWeights) { - this.setWeights(this.initialWeights); - } - if (this._refCount === null && noneAreSymbolic) { - this._refCount = 1; - } - } - this.assertInputCompatibility(inputs); - if (noneAreSymbolic) { - let output = this.call(inputs, kwargs); - const outputList = toList(output); - const outputListCopy = []; - for (let x of outputList) { - if (inputsList.indexOf(x) !== -1) { - x = x.clone(); - } - outputListCopy.push(x); - } - output = singletonOrArray(outputListCopy); - if (this.activityRegularizer != null) { - throw new NotImplementedError("Layer invocation in the presence of activity regularizer(s) is not supported yet."); - } - return output; - } else { - const inputShape = collectInputShape(inputs); - const outputShape = this.computeOutputShape(inputShape); - let output; - const outputDType = guessOutputDType(inputs); - this.warnOnIncompatibleInputShape(Array.isArray(inputs) ? inputShape[0] : inputShape); - if (outputShape != null && outputShape.length > 0 && Array.isArray(outputShape[0])) { - output = outputShape.map((shape, index) => new SymbolicTensor(outputDType, shape, this, toList(inputs), kwargs, this.name, index)); - } else { - output = new SymbolicTensor(outputDType, outputShape, this, toList(inputs), kwargs, this.name); - } - this.addInboundNode(inputs, output, null, null, inputShape, outputShape, kwargs); - this._refCount++; - if (this.activityRegularizer != null) { - throw new NotImplementedError("Layer invocation in the presence of activity regularizer(s) is not supported yet."); - } - return output; - } - }); - } - warnOnIncompatibleInputShape(inputShape) { - if (this.batchInputShape == null) { - return; - } else if (inputShape.length !== this.batchInputShape.length) { - console.warn(`The rank of the input tensor provided (shape: ${JSON.stringify(inputShape)}) does not match that of the batchInputShape (${JSON.stringify(this.batchInputShape)}) of the layer ${this.name}`); - } else { - let dimMismatch = false; - this.batchInputShape.forEach((dimension, i) => { - if (dimension != null && inputShape[i] != null && inputShape[i] !== dimension) { - dimMismatch = true; - } - }); - if (dimMismatch) { - console.warn(`The shape of the input tensor (${JSON.stringify(inputShape)}) does not match the expectation of layer ${this.name}: ${JSON.stringify(this.batchInputShape)}`); - } - } - } - get outputShape() { - if (this.inboundNodes == null || this.inboundNodes.length === 0) { - throw new AttributeError(`The layer ${this.name} has never been called and thus has no defined output shape.`); - } - const allOutputShapes = []; - for (const node of this.inboundNodes) { - const shapeString = JSON.stringify(node.outputShapes); - if (allOutputShapes.indexOf(shapeString) === -1) { - allOutputShapes.push(shapeString); - } - } - if (allOutputShapes.length === 1) { - const outputShapes = this.inboundNodes[0].outputShapes; - if (Array.isArray(outputShapes) && Array.isArray(outputShapes[0]) && outputShapes.length === 1) { - return outputShapes[0]; - } else { - return outputShapes; - } - } else { - throw new AttributeError(`The layer ${this.name} has multiple inbound nodes with different output shapes. Hence the notion of "output shape" is ill-defined for the layer.`); - } - } - countParams() { - if (!this.built) { - throw new RuntimeError(`You tried to call countParams() on ${this.name}, but the layer is not built yet. Build it first by calling build(batchInputShape).`); - } - return countParamsInWeights(this.weights); - } - build(inputShape) { - this.built = true; - } - getWeights(trainableOnly = false) { - return batchGetValue(trainableOnly ? this.trainableWeights : this.weights); - } - setWeights(weights) { - tidy(() => { - const params = this.weights; - if (params.length !== weights.length) { - throw new ValueError(`You called setWeights(weights) on layer "${this.name}" with a weight list of length ${weights.length}, but the layer was expecting ${params.length} weights. Provided weights: ${weights}...`); - } - if (params.length === 0) { - return; - } - const weightValueTuples = []; - const paramValues = batchGetValue(params); - for (let i = 0; i < paramValues.length; ++i) { - const pv = paramValues[i]; - const p2 = params[i]; - const w = weights[i]; - if (!util_exports.arraysEqual(pv.shape, w.shape)) { - throw new ValueError(`Layer weight shape ${pv.shape} not compatible with provided weight shape ${w.shape}`); - } - weightValueTuples.push([p2, w]); - } - batchSetValue(weightValueTuples); - }); - } - addWeight(name, shape, dtype, initializer, regularizer, trainable, constraint) { - if (this._addedWeightNames.indexOf(name) !== -1) { - throw new ValueError(`Duplicate weight name ${name} for layer ${this.name}`); - } - this._addedWeightNames.push(name); - if (dtype == null) { - dtype = "float32"; - } - if (this.fastWeightInitDuringBuild) { - initializer = getInitializer("zeros"); - } - const initValue = initializer.apply(shape, dtype); - const weight = new LayerVariable(initValue, dtype, name, trainable, constraint); - initValue.dispose(); - if (regularizer != null) { - this.addLoss(() => regularizer.apply(weight.read())); - } - if (trainable == null) { - trainable = true; - } - if (trainable) { - this._trainableWeights.push(weight); - } else { - this._nonTrainableWeights.push(weight); - } - return weight; - } - setFastWeightInitDuringBuild(value) { - this.fastWeightInitDuringBuild = value; - } - addLoss(losses4) { - if (losses4 == null || Array.isArray(losses4) && losses4.length === 0) { - return; - } - losses4 = toList(losses4); - if (this._losses !== void 0 && this._losses !== null) { - this.losses.push(...losses4); - } - } - computeOutputShape(inputShape) { - return inputShape; - } - computeMask(inputs, mask) { - if (!this.supportsMasking) { - if (mask != null) { - if (Array.isArray(mask)) { - mask.forEach((maskElement) => { - if (maskElement != null) { - throw new TypeError(`Layer ${this.name} does not support masking, but was passed an inputMask.`); - } - }); - } else { - throw new TypeError(`Layer ${this.name} does not support masking, but was passed an inputMask.`); - } - } - return null; - } - return mask; - } - addInboundNode(inputTensors, outputTensors, inputMasks, outputMasks, inputShapes, outputShapes, kwargs = null) { - const inputTensorList = toList(inputTensors); - outputTensors = toList(outputTensors); - inputMasks = toList(inputMasks); - outputMasks = toList(outputMasks); - inputShapes = normalizeShapeList(inputShapes); - outputShapes = normalizeShapeList(outputShapes); - const inboundLayers = []; - const nodeIndices = []; - const tensorIndices = []; - for (const x of inputTensorList) { - inboundLayers.push(x.sourceLayer); - nodeIndices.push(x.nodeIndex); - tensorIndices.push(x.tensorIndex); - } - new Node({ - outboundLayer: this, - inboundLayers, - nodeIndices, - tensorIndices, - inputTensors: inputTensorList, - outputTensors, - inputMasks, - outputMasks, - inputShapes, - outputShapes - }, kwargs); - for (let i = 0; i < outputTensors.length; i++) { - outputTensors[i].sourceLayer = this; - outputTensors[i].nodeIndex = this.inboundNodes.length - 1; - outputTensors[i].tensorIndex = i; - } - } - getConfig() { - const config3 = {name: this.name, trainable: this.trainable}; - if (this.batchInputShape != null) { - config3["batchInputShape"] = this.batchInputShape; - } - if (this.dtype != null) { - config3["dtype"] = this.dtype; - } - return config3; - } - disposeWeights() { - this.weights.forEach((weight) => weight.dispose()); - return this.weights.length; - } - assertNotDisposed() { - if (this._refCount === 0) { - throw new Error(`Layer '${this.name}' is already disposed.`); - } - } - dispose() { - if (!this.built) { - throw new Error(`Cannot dispose Layer ${this.name} because it has not been built yet.`); - } - if (this._refCount === null) { - throw new Error(`Cannot dispose Layer ${this.name} because it has not been used yet.`); - } - this.assertNotDisposed(); - let numDisposedVariables = 0; - if (--this._refCount === 0) { - numDisposedVariables = this.disposeWeights(); - } - return {refCountAfterDispose: this._refCount, numDisposedVariables}; - } - }; - function collectInputShape(inputTensors) { - inputTensors = toList(inputTensors); - const shapes = []; - for (const x of inputTensors) { - shapes.push(x.shape); - } - return singletonOrArray(shapes); - } - function guessOutputDType(inputTensors) { - return "float32"; - } - function getSourceInputs(tensor2, layer, nodeIndex) { - if (layer == null || nodeIndex != null && nodeIndex > 0) { - layer = tensor2.sourceLayer; - nodeIndex = tensor2.nodeIndex; - } - if (layer.inboundNodes.length === 0) { - return [tensor2]; - } else { - const node = layer.inboundNodes[nodeIndex]; - if (node.inboundLayers.length === 0) { - return node.inputTensors; - } else { - const sourceTensors = []; - for (let i = 0; i < node.inboundLayers.length; i++) { - const x = node.inputTensors[i]; - const layer2 = node.inboundLayers[i]; - const nodeIndex2 = node.nodeIndices[i]; - const previousSources = getSourceInputs(x, layer2, nodeIndex2); - for (const x2 of previousSources) { - if (sourceTensors.indexOf(x2) === -1) { - sourceTensors.push(x2); - } - } - } - return sourceTensors; - } - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var InputLayer = class extends Layer { - constructor(args) { - super({ - dtype: args.dtype, - name: args.name != null ? args.name : getUid("input").toString() - }); - if (args.batchSize == null) { - args.batchSize = null; - } - if (args.sparse == null) { - args.sparse = false; - } - this.trainable = false; - this.built = true; - this.sparse = args.sparse; - if (args.inputShape != null && args.batchInputShape != null) { - throw new ValueError("Only provide the inputShape OR batchInputShape argument to inputLayer, not both at the same time."); - } - let batchInputShape = args.batchInputShape; - if (batchInputShape == null) { - if (args.inputShape == null) { - throw new ValueError("An InputLayer should be passed either a `batchInputShape` or an `inputShape`."); - } else { - batchInputShape = [args.batchSize].concat(args.inputShape); - } - } else { - if (args.batchSize != null) { - throw new ValueError("Cannot specify batchSize if batchInputShape is specified when creating an InputLayer."); - } - } - const dtype = args.dtype || "float32"; - this.batchInputShape = batchInputShape; - this.dtype = dtype; - this.inputSpec = [{shape: batchInputShape}]; - const inputTensor = new SymbolicTensor(this.dtype, this.batchInputShape, this, [], {}, this.name); - inputTensor.nodeIndex = 0; - inputTensor.tensorIndex = 0; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: [inputTensor], - outputTensors: [inputTensor], - inputMasks: [null], - outputMasks: [null], - inputShapes: [batchInputShape], - outputShapes: [batchInputShape] - }); - } - apply(inputs, kwargs) { - throw new ValueError(`Cannot pass any input to an InputLayer's apply() method. InputLayer name: ${this.name}`); - } - dispose() { - return {refCountAfterDispose: this._refCount, numDisposedVariables: 0}; - } - getConfig() { - return { - batchInputShape: this.batchInputShape, - dtype: this.dtype, - sparse: this.sparse, - name: this.name - }; - } - }; - InputLayer.className = "InputLayer"; - serialization_exports.registerClass(InputLayer); - function Input(config3) { - if (config3.batchShape == null && config3.shape == null) { - throw new Error("Please provide to Input either a `shape` or a `batchShape` argument. Note that `shape` does not include the batch dimension."); - } - if (config3.batchShape != null && config3.shape != null) { - throw new ValueError("Please provide either a `shape` or `batchShape` argument to Input, but not both."); - } - let batchShape = config3.batchShape; - if (config3.shape != null && batchShape == null) { - batchShape = [null].concat(config3.shape); - } - let dtype = config3.dtype; - if (dtype == null) { - dtype = "float32"; - } - const inputLayer2 = new InputLayer({ - batchInputShape: batchShape, - name: config3.name, - dtype, - sparse: config3.sparse - }); - const outputs = inputLayer2.inboundNodes[0].outputTensors; - return outputs[0]; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - async function resolveScalarsInLogs(logs) { - if (logs == null) { - return; - } - const promises = []; - const keys = []; - const scalarsToDispose = []; - for (const key in logs) { - const value = logs[key]; - if (typeof value !== "number") { - const valueScalar = value; - promises.push(valueScalar.data()); - keys.push(key); - scalarsToDispose.push(valueScalar); - } - } - if (promises.length > 0) { - const values = await Promise.all(promises); - for (let i = 0; i < values.length; ++i) { - logs[keys[i]] = values[i][0]; - } - dispose(scalarsToDispose); - } - } - function disposeTensorsInLogs(logs) { - if (logs == null) { - return; - } - for (const key in logs) { - const value = logs[key]; - if (typeof value !== "number") { - value.dispose(); - } - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var ModelLoggingVerbosity; - (function(ModelLoggingVerbosity2) { - ModelLoggingVerbosity2[ModelLoggingVerbosity2["SILENT"] = 0] = "SILENT"; - ModelLoggingVerbosity2[ModelLoggingVerbosity2["VERBOSE"] = 1] = "VERBOSE"; - })(ModelLoggingVerbosity || (ModelLoggingVerbosity = {})); - var DEFAULT_YIELD_EVERY_MS = 125; - var BaseCallback = class { - constructor() { - this.validationData = null; - } - setParams(params) { - this.params = params; - } - async onEpochBegin(epoch, logs) { - } - async onEpochEnd(epoch, logs) { - } - async onBatchBegin(batch, logs) { - } - async onBatchEnd(batch, logs) { - } - async onTrainBegin(logs) { - } - async onTrainEnd(logs) { - } - setModel(model22) { - } - }; - var CallbackList = class { - constructor(callbacks2, queueLength = 10) { - if (callbacks2 == null) { - callbacks2 = []; - } - this.callbacks = callbacks2; - this.queueLength = queueLength; - } - append(callback) { - this.callbacks.push(callback); - } - setParams(params) { - for (const callback of this.callbacks) { - callback.setParams(params); - } - } - setModel(model22) { - for (const callback of this.callbacks) { - callback.setModel(model22); - } - } - async onEpochBegin(epoch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onEpochBegin(epoch, logs); - } - } - async onEpochEnd(epoch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onEpochEnd(epoch, logs); - } - } - async onBatchBegin(batch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onBatchBegin(batch, logs); - } - } - async onBatchEnd(batch, logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onBatchEnd(batch, logs); - } - } - async onTrainBegin(logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onTrainBegin(logs); - } - } - async onTrainEnd(logs) { - if (logs == null) { - logs = {}; - } - for (const callback of this.callbacks) { - await callback.onTrainEnd(logs); - } - } - }; - var BaseLogger = class extends BaseCallback { - constructor() { - super(); - } - async onEpochBegin(epoch) { - this.seen = 0; - this.totals = {}; - } - async onBatchEnd(batch, logs) { - if (logs == null) { - logs = {}; - } - const batchSize = logs["size"] == null ? 0 : logs["size"]; - this.seen += batchSize; - for (const key in logs) { - const value = logs[key]; - if (typeof value === "number") { - if (!this.totals.hasOwnProperty(key)) { - this.totals[key] = 0; - } - this.totals[key] = this.totals[key] + value * batchSize; - } else { - let oldTotalsToDispose; - if (key in this.totals) { - oldTotalsToDispose = this.totals[key]; - } else { - this.totals[key] = 0; - } - const total = tidy(() => add2(this.totals[key], mul(value, batchSize))); - this.totals[key] = total; - if (oldTotalsToDispose != null) { - oldTotalsToDispose.dispose(); - } - } - } - } - async onEpochEnd(epoch, logs) { - if (logs != null) { - for (const key of this.params["metrics"]) { - if (this.totals[key] == null) { - continue; - } - if (typeof this.totals[key] === "number") { - logs[key] = this.totals[key] / this.seen; - } else { - tidy(() => { - const log5 = mul(div(1, this.seen), this.totals[key]); - logs[key] = log5; - this.totals[key].dispose(); - keep(logs[key]); - }); - } - } - } - } - }; - var History = class extends BaseCallback { - async onTrainBegin(logs) { - this.epoch = []; - this.history = {}; - } - async onEpochEnd(epoch, logs) { - if (logs == null) { - logs = {}; - } - this.epoch.push(epoch); - for (const key in logs) { - if (this.history[key] == null) { - this.history[key] = []; - } - this.history[key].push(logs[key]); - } - } - async syncData() { - const promises = []; - const keys = []; - const indices = []; - for (const key in this.history) { - const valueArray = this.history[key]; - for (let i = 0; i < valueArray.length; ++i) { - if (typeof valueArray[i] !== "number") { - const valueScalar = valueArray[i]; - promises.push(valueScalar.data()); - keys.push(key); - indices.push(i); - } - } - } - const values = await Promise.all(promises); - for (let n = 0; n < values.length; ++n) { - const tensorToDispose = this.history[keys[n]][indices[n]]; - tensorToDispose.dispose(); - this.history[keys[n]][indices[n]] = values[n][0]; - } - } - }; - var CustomCallback = class extends BaseCallback { - constructor(args, yieldEvery) { - super(); - this.currentEpoch = 0; - this.yieldEvery = yieldEvery || "auto"; - if (this.yieldEvery === "auto") { - this.yieldEvery = DEFAULT_YIELD_EVERY_MS; - } - if (this.yieldEvery === "never" && args.onYield != null) { - throw new Error("yieldEvery is `never` but you provided an `onYield` callback. Either change `yieldEvery` or remove the callback"); - } - if (util_exports.isNumber(this.yieldEvery)) { - this.maybeWait = debounce(this.maybeWait.bind(this), this.yieldEvery); - } - this.trainBegin = args.onTrainBegin; - this.trainEnd = args.onTrainEnd; - this.epochBegin = args.onEpochBegin; - this.epochEnd = args.onEpochEnd; - this.batchBegin = args.onBatchBegin; - this.batchEnd = args.onBatchEnd; - this.yield = args.onYield; - } - async maybeWait(epoch, batch, logs) { - const ps = []; - if (this.yield != null) { - await resolveScalarsInLogs(logs); - ps.push(this.yield(epoch, batch, logs)); - } - ps.push(nextFrame()); - await Promise.all(ps); - } - async onEpochBegin(epoch, logs) { - this.currentEpoch = epoch; - if (this.epochBegin != null) { - await resolveScalarsInLogs(logs); - await this.epochBegin(epoch, logs); - } - } - async onEpochEnd(epoch, logs) { - const ps = []; - if (this.epochEnd != null) { - await resolveScalarsInLogs(logs); - ps.push(this.epochEnd(epoch, logs)); - } - if (this.yieldEvery === "epoch") { - ps.push(nextFrame()); - } - await Promise.all(ps); - } - async onBatchBegin(batch, logs) { - if (this.batchBegin != null) { - await resolveScalarsInLogs(logs); - await this.batchBegin(batch, logs); - } - } - async onBatchEnd(batch, logs) { - const ps = []; - if (this.batchEnd != null) { - await resolveScalarsInLogs(logs); - ps.push(this.batchEnd(batch, logs)); - } - if (this.yieldEvery === "batch") { - ps.push(nextFrame()); - } else if (util_exports.isNumber(this.yieldEvery)) { - ps.push(this.maybeWait(this.currentEpoch, batch, logs)); - } - await Promise.all(ps); - } - async onTrainBegin(logs) { - if (this.trainBegin != null) { - await resolveScalarsInLogs(logs); - await this.trainBegin(logs); - } - } - async onTrainEnd(logs) { - if (this.trainEnd != null) { - await resolveScalarsInLogs(logs); - await this.trainEnd(logs); - } - } - }; - function standardizeCallbacks(callbacks2, yieldEvery) { - if (callbacks2 == null) { - callbacks2 = {}; - } - if (callbacks2 instanceof BaseCallback) { - return [callbacks2]; - } - if (Array.isArray(callbacks2) && callbacks2[0] instanceof BaseCallback) { - return callbacks2; - } - const callbackConfigs = toList(callbacks2); - return callbackConfigs.map((callbackConfig) => new CustomCallback(callbackConfig, yieldEvery)); - } - var CallbackConstructorRegistry = class { - constructor() { - } - static registerCallbackConstructor(verbosityLevel, callbackConstructor) { - util_exports.assert(verbosityLevel >= 0 && Number.isInteger(verbosityLevel), () => `Verbosity level is expected to be an integer >= 0, but got ${verbosityLevel}`); - CallbackConstructorRegistry.checkForDuplicate(callbackConstructor); - if (CallbackConstructorRegistry.constructors[verbosityLevel] == null) { - CallbackConstructorRegistry.constructors[verbosityLevel] = []; - } - CallbackConstructorRegistry.constructors[verbosityLevel].push(callbackConstructor); - } - static checkForDuplicate(callbackConstructor) { - for (const levelName in CallbackConstructorRegistry.constructors) { - const constructors = CallbackConstructorRegistry.constructors[+levelName]; - constructors.forEach((ctor) => { - if (ctor === callbackConstructor) { - throw new ValueError("Duplicate callback constructor."); - } - }); - } - } - static clear() { - CallbackConstructorRegistry.constructors = {}; - } - static createCallbacks(verbosityLevel) { - const constructors = []; - for (const levelName in CallbackConstructorRegistry.constructors) { - const level = +levelName; - if (verbosityLevel >= level) { - constructors.push(...CallbackConstructorRegistry.constructors[level]); - } - } - return constructors.map((ctor) => new ctor()); - } - }; - CallbackConstructorRegistry.constructors = {}; - function configureCallbacks(callbacks2, verbose, epochs, initialEpoch, numTrainSamples, stepsPerEpoch, batchSize, doValidation, callbackMetrics) { - const history = new History(); - const actualCallbacks = [ - new BaseLogger(), - ...CallbackConstructorRegistry.createCallbacks(verbose) - ]; - if (callbacks2 != null) { - actualCallbacks.push(...callbacks2); - } - actualCallbacks.push(history); - const callbackList = new CallbackList(actualCallbacks); - callbackList.setParams({ - epochs, - initialEpoch, - samples: numTrainSamples, - steps: stepsPerEpoch, - batchSize, - verbose, - doValidation, - metrics: callbackMetrics - }); - return {callbackList, history}; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function deserialize(config3, customObjects = {}, fastWeightInit = false) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "layer", fastWeightInit); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function l2Normalize(x, axis) { - return tidy(() => { - if (x.dtype !== "float32") { - x = x.asType("float32"); - } - const squareSum = sum2(square3(x), axis, true); - const epsilonTensor = fill(squareSum.shape, epsilon2()); - const norm2 = sqrt(maximum(squareSum, epsilonTensor)); - return div(x, norm2); - }); - } - function meanSquaredError2(yTrue, yPred) { - return tidy(() => mean(square3(sub(yPred, yTrue)), -1)); - } - function meanAbsoluteError(yTrue, yPred) { - return tidy(() => mean(abs(sub(yPred, yTrue)), -1)); - } - function meanAbsolutePercentageError(yTrue, yPred) { - return tidy(() => { - const diff = sub(yTrue, yPred); - const clippedTrue = clipByValue(abs(yTrue), epsilon2(), Number.MAX_VALUE); - const absResult = abs(div(diff, clippedTrue)); - return mul(100, mean(absResult, -1)); - }); - } - function meanSquaredLogarithmicError(yTrue, yPred) { - return tidy(() => { - const clippedPred = clipByValue(yPred, epsilon2(), Number.MAX_VALUE); - const firstLog = log2(add2(1, clippedPred)); - const clippedTrue = clipByValue(yTrue, epsilon2(), Number.MAX_VALUE); - const secondLog = log2(add2(1, clippedTrue)); - return mean(square3(sub(firstLog, secondLog)), -1); - }); - } - function squaredHinge(yTrue, yPred) { - return tidy(() => { - const maxResult = maximum(0, sub(1, mul(yTrue, yPred))); - return mean(square3(maxResult), -1); - }); - } - function hinge(yTrue, yPred) { - return tidy(() => { - const maxResult = maximum(0, sub(1, mul(yTrue, yPred))); - return mean(maxResult, -1); - }); - } - function categoricalHinge(yTrue, yPred) { - return tidy(() => { - const pos = sum2(mul(yTrue, yPred), -1); - const neg4 = max(mul(sub(1, yTrue), yPred), -1); - return maximum(0, add2(1, sub(neg4, pos))); - }); - } - function logcosh(yTrue, yPred) { - return tidy(() => { - const log222 = Math.log(2); - const predictionDiff = sub(yPred, yTrue); - const logcoshResult = sub(add2(predictionDiff, softplus(mul(-2, predictionDiff))), log222); - return mean(logcoshResult, -1); - }); - } - function categoricalCrossentropy(target, output, fromLogits = false) { - return tidy(() => { - if (fromLogits) { - output = softmax(output); - } else { - const outputSum = sum2(output, output.shape.length - 1, true); - output = div(output, outputSum); - } - output = clipByValue(output, epsilon2(), 1 - epsilon2()); - return neg(sum2(mul(target.toFloat(), log2(output)), output.shape.length - 1)); - }); - } - function sparseCategoricalCrossentropy(target, output, fromLogits = false) { - return tidy(() => { - const flatTarget = floor(flatten2(target)).toInt(); - output = clipByValue(output, epsilon2(), 1 - epsilon2()); - const outputShape = output.shape; - const oneHotTarget = oneHot(flatTarget, outputShape[outputShape.length - 1]).reshape(outputShape); - return categoricalCrossentropy(oneHotTarget, output, fromLogits); - }); - } - function sigmoidCrossEntropyWithLogits(labels2, logits) { - if (!util_exports.arraysEqual(labels2.shape, logits.shape)) { - throw new ValueError(`logits and labels must have the same shape, but got shapes ${JSON.stringify(labels2.shape)} and ${JSON.stringify(logits.shape)}`); - } - return tidy(() => { - const reluLogits = logits.relu(); - const negAbsLogits = logits.abs().neg(); - return reluLogits.sub(logits.mul(labels2)).add(negAbsLogits.exp().log1p()); - }); - } - function binaryCrossentropy(yTrue, yPred) { - return tidy(() => { - let y; - y = clipByValue(yPred, epsilon2(), 1 - epsilon2()); - y = log2(div(y, sub(1, y))); - return mean(sigmoidCrossEntropyWithLogits(yTrue, y), -1); - }); - } - function kullbackLeiblerDivergence(yTrue, yPred) { - return tidy(() => { - const clippedTrue = clipByValue(yTrue, epsilon2(), 1); - const clippedPred = clipByValue(yPred, epsilon2(), 1); - return sum2(mul(yTrue, log2(div(clippedTrue, clippedPred))), -1); - }); - } - function poisson(yTrue, yPred) { - return tidy(() => { - const logPred = log2(add2(epsilon2(), yPred)); - return mean(sub(yPred, mul(yTrue, logPred)), -1); - }); - } - function cosineProximity(yTrue, yPred) { - return tidy(() => { - const trueNormalized = l2Normalize(yTrue, -1); - const predNormalized = l2Normalize(yPred, -1); - const trueXPred = mul(trueNormalized, predNormalized); - return neg(sum2(trueXPred, -1)); - }); - } - var lossesMap = { - meanSquaredError: meanSquaredError2, - meanAbsoluteError, - meanAbsolutePercentageError, - meanSquaredLogarithmicError, - squaredHinge, - hinge, - categoricalHinge, - logcosh, - categoricalCrossentropy, - sparseCategoricalCrossentropy, - binaryCrossentropy, - kullbackLeiblerDivergence, - poisson, - cosineProximity - }; - function get(identifierOrFn) { - if (typeof identifierOrFn === "string") { - if (identifierOrFn in lossesMap) { - return lossesMap[identifierOrFn]; - } - let errMsg = `Unknown loss ${identifierOrFn}`; - if (identifierOrFn.toLowerCase().includes("softmaxcrossentropy")) { - errMsg = `Unknown loss ${identifierOrFn}. Use "categoricalCrossentropy" as the string name for tf.losses.softmaxCrossEntropy`; - } - throw new ValueError(errMsg); - } else { - return identifierOrFn; - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function binaryAccuracy(yTrue, yPred) { - return tidy(() => { - const threshold2 = mul(0.5, onesLike(yPred)); - const yPredThresholded = cast5(greater(yPred, threshold2), yTrue.dtype); - return mean(equal(yTrue, yPredThresholded), -1); - }); - } - function categoricalAccuracy(yTrue, yPred) { - return tidy(() => cast5(equal(argMax(yTrue, -1), argMax(yPred, -1)), "float32")); - } - function truePositives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(1), yPred.equal(1)).sum().cast("float32"); - }); - } - function falseNegatives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(1), yPred.equal(0)).sum().cast("float32"); - }); - } - function falsePositives(yTrue, yPred) { - return tidy(() => { - return logicalAnd(yTrue.equal(0), yPred.equal(1)).sum().cast("float32"); - }); - } - function precision(yTrue, yPred) { - return tidy(() => { - const tp = truePositives(yTrue, yPred); - const fp = falsePositives(yTrue, yPred); - const denominator = tp.add(fp); - return where(greater(denominator, 0), tp.div(denominator), 0).cast("float32"); - }); - } - function recall(yTrue, yPred) { - return tidy(() => { - const tp = truePositives(yTrue, yPred); - const fn = falseNegatives(yTrue, yPred); - const denominator = tp.add(fn); - return where(greater(denominator, 0), tp.div(denominator), 0).cast("float32"); - }); - } - function binaryCrossentropy2(yTrue, yPred) { - return binaryCrossentropy(yTrue, yPred); - } - function sparseCategoricalAccuracy(yTrue, yPred) { - if (yTrue.rank === yPred.rank) { - yTrue = yTrue.squeeze([yTrue.rank - 1]); - } - yPred = yPred.argMax(-1); - if (yPred.dtype !== yTrue.dtype) { - yPred = yPred.asType(yTrue.dtype); - } - return equal(yTrue, yPred).asType("float32"); - } - var mse = meanSquaredError2; - var MSE = meanSquaredError2; - var mae = meanAbsoluteError; - var MAE = meanAbsoluteError; - var mape = meanAbsolutePercentageError; - var MAPE = meanAbsolutePercentageError; - var categoricalCrossentropy2 = categoricalCrossentropy; - var cosine = cosineProximity; - var sparseCategoricalCrossentropy2 = sparseCategoricalCrossentropy; - var metricsMap = { - binaryAccuracy, - categoricalAccuracy, - precision, - categoricalCrossentropy: categoricalCrossentropy2, - sparseCategoricalCrossentropy: sparseCategoricalCrossentropy2, - mse, - MSE, - mae, - MAE, - mape, - MAPE, - cosine - }; - function get2(identifier) { - if (typeof identifier === "string" && identifier in metricsMap) { - return metricsMap[identifier]; - } else if (typeof identifier !== "string" && identifier != null) { - return identifier; - } else { - throw new ValueError(`Unknown metric ${identifier}`); - } - } - function getLossOrMetricName(fn) { - assert2(fn !== null, `Unknown LossOrMetricFn ${fn}`); - if (typeof fn === "string") { - return fn; - } else { - let fnName; - for (const key of Object.keys(lossesMap)) { - if (lossesMap[key] === fn) { - fnName = key; - break; - } - } - if (fnName !== void 0) { - return fnName; - } - for (const key of Object.keys(metricsMap)) { - if (metricsMap[key] === fn) { - fnName = key; - break; - } - } - if (fnName !== void 0) { - return fnName; - } - return fn.name; - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function getOptimizer(identifier) { - const optimizerMap = { - Adagrad: () => train.adagrad(0.01), - Adadelta: () => train.adadelta(1, 0.95, epsilon2()), - Adam: () => train.adam(1e-3, 0.9, 0.999, epsilon2()), - Adamax: () => train.adamax(2e-3, 0.9, 0.999, epsilon2(), 0), - RMSProp: () => train.rmsprop(1e-3, 0.9, 0, epsilon2()), - SGD: () => train.sgd(0.01) - }; - optimizerMap["adagrad"] = optimizerMap["Adagrad"]; - optimizerMap["adadelta"] = optimizerMap["Adadelta"]; - optimizerMap["adam"] = optimizerMap["Adam"]; - optimizerMap["adamax"] = optimizerMap["Adamax"]; - optimizerMap["rmsprop"] = optimizerMap["RMSProp"]; - optimizerMap["sgd"] = optimizerMap["SGD"]; - if (identifier in optimizerMap) { - return optimizerMap[identifier](); - } - throw new ValueError(`Unknown Optimizer ${identifier}`); - } - /** - * @license - * Copyright 2019 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH = 1 * 1024 * 1024; - function checkUserDefinedMetadata(userDefinedMetadata, modelName, checkSize = false) { - if (userDefinedMetadata == null || typeof userDefinedMetadata !== "object" || Object.getPrototypeOf(userDefinedMetadata) !== Object.prototype || !plainObjectCheck(userDefinedMetadata)) { - throw new Error("User-defined metadata is expected to be a JSON object, but is not."); - } - if (checkSize) { - const out = JSON.stringify(userDefinedMetadata); - if (out.length > MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH) { - console.warn(`User-defined metadata of model "${modelName}" is too large in size (length=${out.length} when serialized). It is not recommended to store such large objects in user-defined metadata. Please make sure its serialized length is <= ${MAX_USER_DEFINED_METADATA_SERIALIZED_LENGTH}.`); - } - } - } - function plainObjectCheck(x) { - if (x === null) { - return true; - } else if (typeof x === "object") { - if (Object.getPrototypeOf(x) === Object.prototype) { - const keys = Object.keys(x); - for (const key of keys) { - if (typeof key !== "string") { - return false; - } - if (!plainObjectCheck(x[key])) { - return false; - } - } - return true; - } else { - if (Array.isArray(x)) { - for (const item of x) { - if (!plainObjectCheck(item)) { - return false; - } - } - return true; - } else { - return false; - } - } - } else { - const xType = typeof x; - return xType === "string" || xType === "number" || xType === "boolean"; - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function printSummary(model22, lineLength, positions, printFn = console.log) { - const sequentialLike = isModelSequentialLike(model22); - const toDisplay = ["Layer (type)", "Output shape", "Param #"]; - if (sequentialLike) { - lineLength = lineLength || 65; - positions = positions || [0.45, 0.85, 1]; - } else { - lineLength = lineLength || 98; - positions = positions || [0.33, 0.55, 0.67, 1]; - } - if (positions[positions.length - 1] <= 1) { - positions = positions.map((p2) => Math.floor(lineLength * p2)); - } - let relevantNodes; - if (!sequentialLike) { - toDisplay.push("Receives inputs"); - relevantNodes = []; - for (const depth in model22.nodesByDepth) { - relevantNodes.push(...model22.nodesByDepth[depth]); - } - } - printFn("_".repeat(lineLength)); - printRow(toDisplay, positions, printFn); - printFn("=".repeat(lineLength)); - const layers = model22.layers; - for (let i = 0; i < layers.length; ++i) { - if (sequentialLike) { - printLayerSummary(layers[i], positions, printFn); - } else { - printLayerSummaryWithConnections(layers[i], positions, relevantNodes, printFn); - } - printFn((i === layers.length - 1 ? "=" : "_").repeat(lineLength)); - } - model22.checkTrainableWeightsConsistency(); - const trainableCount = countTrainableParams(model22); - const nonTrainableCount = countParamsInWeights(model22.nonTrainableWeights); - printFn(`Total params: ${trainableCount + nonTrainableCount}`); - printFn(`Trainable params: ${trainableCount}`); - printFn(`Non-trainable params: ${nonTrainableCount}`); - printFn("_".repeat(lineLength)); - } - function countTrainableParams(model22) { - let trainableCount; - if (model22.collectedTrainableWeights != null) { - trainableCount = countParamsInWeights(model22.collectedTrainableWeights); - } else { - trainableCount = countParamsInWeights(model22.trainableWeights); - } - return trainableCount; - } - function isModelSequentialLike(model22) { - let sequentialLike = true; - const nodesByDepth = []; - const nodes = []; - for (const depth in model22.nodesByDepth) { - nodesByDepth.push(model22.nodesByDepth[depth]); - } - for (const depthNodes of nodesByDepth) { - if (depthNodes.length > 1 || depthNodes.length === 1 && depthNodes[0].inboundLayers.length > 1) { - sequentialLike = false; - break; - } - nodes.push(...depthNodes); - } - if (sequentialLike) { - for (const layer of model22.layers) { - let flag = false; - for (const node of layer.inboundNodes) { - if (nodes.indexOf(node) !== -1) { - if (flag) { - sequentialLike = false; - break; - } else { - flag = true; - } - } - } - if (!sequentialLike) { - break; - } - } - } - return sequentialLike; - } - function printRow(fields, positions, printFn = console.log) { - let line = ""; - for (let i = 0; i < fields.length; ++i) { - if (i > 0) { - line = line.slice(0, line.length - 1) + " "; - } - line += fields[i]; - line = line.slice(0, positions[i]); - line += " ".repeat(positions[i] - line.length); - } - printFn(line); - } - function printLayerSummary(layer, positions, printFn) { - let outputShape; - try { - outputShape = JSON.stringify(layer.outputShape); - } catch (err) { - outputShape = "multiple"; - } - const name = layer.name; - const className = layer.getClassName(); - const fields = [`${name} (${className})`, outputShape, layer.countParams().toString()]; - printRow(fields, positions, printFn); - } - function printLayerSummaryWithConnections(layer, positions, relevantNodes, printFn) { - let outputShape; - try { - outputShape = JSON.stringify(layer.outputShape); - } catch (err) { - outputShape = "multiple"; - } - const connections = []; - for (const node of layer.inboundNodes) { - if (relevantNodes != null && relevantNodes.length > 0 && relevantNodes.indexOf(node) === -1) { - continue; - } - for (let i = 0; i < node.inboundLayers.length; ++i) { - const inboundLayer = node.inboundLayers[i].name; - const inboundLayerIndex = node.nodeIndices[i]; - const inboundTensorIndex = node.tensorIndices[i]; - connections.push(`${inboundLayer}[${inboundLayerIndex}][${inboundTensorIndex}]`); - } - } - const name = layer.name; - const className = layer.getClassName(); - const firstConnection = connections.length === 0 ? "" : connections[0]; - const fields = [ - `${name} (${className})`, - outputShape, - layer.countParams().toString(), - firstConnection - ]; - printRow(fields, positions, printFn); - for (let i = 1; i < connections.length; ++i) { - printRow(["", "", "", connections[i]], positions, printFn); - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function isArrayItemInputOrOutputName(key, index, value) { - return (key === "inboundNodes" || key === "outputLayers" || key === "inputLayers") && index === 0 && typeof value === "string"; - } - function convertPythonicToTs(pythonicConfig, key) { - if (pythonicConfig === null) { - return null; - } else if (typeof pythonicConfig === "string") { - return toCamelCase(pythonicConfig); - } else if (typeof pythonicConfig === "number" || typeof pythonicConfig === "boolean") { - return pythonicConfig; - } else if (pythonicConfig instanceof Array) { - const tsArray = []; - const arrayLength = pythonicConfig.length; - for (let i = 0; i < arrayLength; ++i) { - const item = pythonicConfig[i]; - if (isArrayItemInputOrOutputName(key, i, item)) { - tsArray.push(item); - } else { - tsArray.push(convertPythonicToTs(item, key)); - } - } - return tsArray; - } else { - const tsDict = {}; - for (const pythonicKey of Object.keys(pythonicConfig)) { - const pythonicValue = pythonicConfig[pythonicKey]; - if (pythonicKey === "name" && typeof pythonicValue === "string") { - tsDict[pythonicKey] = pythonicValue; - } else { - const tsKey = toCamelCase(pythonicKey); - tsDict[tsKey] = convertPythonicToTs(pythonicValue, tsKey); - } - } - return tsDict; - } - } - function convertTsToPythonic(tsConfig, key) { - if (tsConfig === null || tsConfig === void 0) { - return null; - } else if (typeof tsConfig === "string") { - return toSnakeCase(tsConfig); - } else if (typeof tsConfig === "number" || typeof tsConfig === "boolean") { - return tsConfig; - } else if (tsConfig instanceof Array) { - const pyArray = []; - const arrayLength = tsConfig.length; - for (let i = 0; i < arrayLength; ++i) { - const item = tsConfig[i]; - if (isArrayItemInputOrOutputName(key, i, item)) { - pyArray.push(item); - } else { - pyArray.push(convertTsToPythonic(item, key)); - } - } - return pyArray; - } else { - const pyDict = {}; - for (const tsKey of Object.keys(tsConfig)) { - const tsValue = tsConfig[tsKey]; - const pyKey = toSnakeCase(tsKey); - if ((tsKey === "name" || tsKey === "className") && typeof tsValue === "string") { - pyDict[pyKey] = tsValue; - } else { - pyDict[pyKey] = convertTsToPythonic(tsValue, tsKey); - } - } - return pyDict; - } - } - /** @license See the LICENSE file. */ - var version10 = "3.3.0"; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function assertFeedCompatibility(key, val) { - if (key.dtype == null || key.dtype === val.dtype) { - return val; - } - try { - return cast(val, key.dtype); - } catch (err) { - throw new ValueError(`The dtype of the feed (${val.dtype}) can not be cast to the dtype of the key '${key.name}' (${key.dtype}).`); - } - } - var FeedDict = class { - constructor(feeds) { - this.id2Value = {}; - this.id2Mask = {}; - this.name2Id = {}; - if (feeds instanceof FeedDict) { - for (const id in feeds.id2Value) { - this.id2Value[id] = feeds.id2Value[id]; - if (id in feeds.id2Mask) { - this.id2Mask[id] = feeds.id2Mask[id]; - } - } - } else { - if (feeds == null) { - return; - } - for (const feed of feeds) { - this.add(feed.key, feed.value); - } - } - } - add(key, value, mask) { - if (this.id2Value[key.id] == null) { - this.id2Value[key.id] = assertFeedCompatibility(key, value); - this.name2Id[key.name] = key.id; - if (mask != null) { - this.id2Mask[key.id] = mask; - } - } else { - throw new ValueError(`Duplicate key: name=${key.name}, id=${key.id}`); - } - return this; - } - addFeed(feed) { - this.add(feed.key, feed.value); - } - hasKey(key) { - return this.id2Value[key.id] != null; - } - names() { - return Object.keys(this.name2Id); - } - getValue(key) { - if (key instanceof SymbolicTensor) { - if (this.id2Value[key.id] == null) { - throw new ValueError(`Nonexistent key: ${key.name}`); - } else { - return this.id2Value[key.id]; - } - } else { - const id = this.name2Id[key]; - if (id == null) { - throw new ValueError(`Feed dict has no SymbolicTensor name: ${key}`); - } - return this.id2Value[id]; - } - } - getMask(key) { - if (key instanceof SymbolicTensor) { - if (this.id2Value[key.id] == null) { - throw new ValueError(`Nonexistent key: ${key.name}`); - } else { - return this.id2Mask[key.id]; - } - } else { - const id = this.name2Id[key]; - if (id == null) { - throw new ValueError(`Feed dict has no SymbolicTensor name: ${key}`); - } - return this.id2Mask[id]; - } - } - disposeMasks() { - if (this.id2Mask != null) { - dispose(this.id2Mask); - } - } - }; - var cachedSorted = {}; - var cachedRecipientCounts = {}; - function execute(fetches, feedDict, kwargs, probe) { - const training = kwargs == null ? false : kwargs["training"]; - const arrayFetches = Array.isArray(fetches); - const fetchArray = arrayFetches ? fetches : [fetches]; - const outputNames = fetchArray.map((t) => t.name); - const finalOutputs = []; - const feedNames = feedDict.names(); - for (const outputName of outputNames) { - if (feedNames.indexOf(outputName) !== -1) { - finalOutputs.push(feedDict.getValue(outputName)); - } else { - finalOutputs.push(null); - } - } - if (probe != null) { - probe.maxNumTensors = -Infinity; - probe.minNumTensors = Infinity; - } - const fetchAndFeedKey = outputNames.join(",") + "|" + feedDict.names().join(","); - let sorted; - let recipientCounts; - if (cachedSorted[fetchAndFeedKey] == null) { - const out = getTopologicalSortAndRecipientCounts(fetchArray, feedDict); - sorted = out.sorted; - recipientCounts = out.recipientCounts; - cachedSorted[fetchAndFeedKey] = sorted; - cachedRecipientCounts[fetchAndFeedKey] = recipientCounts; - } - sorted = cachedSorted[fetchAndFeedKey]; - recipientCounts = {}; - if (!training) { - Object.assign(recipientCounts, cachedRecipientCounts[fetchAndFeedKey]); - } - const internalFeedDict = new FeedDict(feedDict); - for (let i = 0; i < sorted.length; ++i) { - if (probe != null) { - const numTensors = memory().numTensors; - if (numTensors > probe.maxNumTensors) { - probe.maxNumTensors = numTensors; - } - if (numTensors < probe.minNumTensors) { - probe.minNumTensors = numTensors; - } - } - const symbolic = sorted[i]; - const srcLayer = symbolic.sourceLayer; - if (srcLayer instanceof InputLayer) { - continue; - } - const inputValues = []; - const inputMasks = []; - const tensorsToDispose = []; - let maskExists = false; - for (const input2 of symbolic.inputs) { - const value = internalFeedDict.getValue(input2); - const mask = internalFeedDict.getMask(input2); - inputValues.push(value); - inputMasks.push(mask); - if (mask != null) { - maskExists = true; - } - if (!training) { - recipientCounts[input2.name]--; - if (recipientCounts[input2.name] === 0 && !feedDict.hasKey(input2) && outputNames.indexOf(input2.name) === -1 && !value.isDisposed && input2.sourceLayer.stateful !== true) { - tensorsToDispose.push(value); - } - } - } - if (maskExists) { - kwargs = kwargs || {}; - kwargs["mask"] = inputMasks[0]; - } - const outputTensors = toList(srcLayer.apply(inputValues, kwargs)); - let outputMask = null; - if (srcLayer.supportsMasking) { - outputMask = srcLayer.computeMask(inputValues, inputMasks); - } - const layerOutputs = getNodeOutputs(symbolic); - const outputSymbolicTensors = Array.isArray(layerOutputs) ? layerOutputs : [layerOutputs]; - for (let i2 = 0; i2 < outputSymbolicTensors.length; ++i2) { - if (!internalFeedDict.hasKey(outputSymbolicTensors[i2])) { - internalFeedDict.add(outputSymbolicTensors[i2], outputTensors[i2], Array.isArray(outputMask) ? outputMask[0] : outputMask); - } - const index = outputNames.indexOf(outputSymbolicTensors[i2].name); - if (index !== -1) { - finalOutputs[index] = outputTensors[i2]; - } - } - if (!training) { - dispose(tensorsToDispose); - } - } - internalFeedDict.disposeMasks(); - return arrayFetches ? finalOutputs : finalOutputs[0]; - } - function getTopologicalSortAndRecipientCounts(fetches, feedDict) { - util_exports.assert(fetches != null && fetches.length > 0, () => `Expected at least one fetch, got none`); - let finalSorted = []; - let finalRecipientMap = {}; - if (fetches.length === 1) { - const out = getTopologicalSortAndRecipientCountsForOneFetch(fetches[0], feedDict); - finalSorted = out.sorted; - finalRecipientMap = out.recipientMap; - } else { - const visited = new Set(); - for (const fetch3 of fetches) { - const {sorted, recipientMap} = getTopologicalSortAndRecipientCountsForOneFetch(fetch3, feedDict); - for (const symbolicTensor of sorted) { - if (!visited.has(symbolicTensor.name)) { - finalSorted.push(symbolicTensor); - visited.add(symbolicTensor.name); - } - } - for (const name in recipientMap) { - if (finalRecipientMap[name] == null) { - finalRecipientMap[name] = new Set(); - } - recipientMap[name].forEach((recipient) => finalRecipientMap[name].add(recipient)); - } - } - } - return { - sorted: finalSorted, - recipientCounts: recipientMap2Counts(finalRecipientMap) - }; - } - function recipientMap2Counts(recipientMap) { - const recipientCounts = {}; - for (const name in recipientMap) { - recipientCounts[name] = recipientMap[name].size; - } - return recipientCounts; - } - function getTopologicalSortAndRecipientCountsForOneFetch(fetch3, feedDict) { - const visited = new Set(); - const sorted = []; - const recipientMap = {}; - for (const key of feedDict.names()) { - visited.add(key); - } - const stack2 = []; - const marks = []; - stack2.push(fetch3); - while (stack2.length > 0) { - const top = stack2[stack2.length - 1]; - if (visited.has(top.name)) { - stack2.pop(); - continue; - } - const topIsMarked = marks[marks.length - 1] === stack2.length - 1; - if (top.inputs.length === 0 || topIsMarked) { - stack2.pop(); - sorted.push(top); - visited.add(top.name); - if (topIsMarked) { - marks.pop(); - } - } else { - marks.push(stack2.length - 1); - for (const input2 of top.inputs) { - if (recipientMap[input2.name] == null) { - recipientMap[input2.name] = new Set(); - } - recipientMap[input2.name].add(top.name); - if (visited.has(input2.name)) { - continue; - } - stack2.push(input2); - } - } - } - return {sorted, recipientMap}; - } - function getNodeOutputs(fetch3) { - let layerOutputs; - if (fetch3.sourceLayer.inboundNodes.length === 1) { - layerOutputs = fetch3.sourceLayer.output; - } else { - let nodeIndex = null; - for (let i = 0; i < fetch3.sourceLayer.inboundNodes.length; ++i) { - for (const outputTensor of fetch3.sourceLayer.inboundNodes[i].outputTensors) { - if (outputTensor.id === fetch3.id) { - nodeIndex = i; - break; - } - } - } - layerOutputs = fetch3.sourceLayer.getOutputAt(nodeIndex); - } - return layerOutputs; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Container = class extends Layer { - constructor(args) { - super({}); - this.containerNodes = new Set(); - this.name = args.name; - if (this.name == null) { - const prefix = this.getClassName().toLowerCase(); - this.name = getUid(prefix); - } - this.supportsMasking = false; - this.trainable_ = true; - if (Array.isArray(args.inputs)) { - this.inputs = args.inputs.slice(); - } else { - this.inputs = [args.inputs]; - } - if (Array.isArray(args.outputs)) { - this.outputs = args.outputs.slice(); - } else { - this.outputs = [args.outputs]; - } - if (unique4(this.inputs).length !== this.inputs.length) { - throw new ValueError(`The list of inputs passed to the model is redundant. All inputs should only appear once. Found: ${this.inputs.map((x) => x.name)}`); - } - if (unique4(this.outputs).length !== this.outputs.length) { - console.warn(`The list of outputs passed to the model is redundant. All outputs should only appear once. Found: ${this.outputs.map((x) => x.name)}`); - } - this.inputLayers = []; - this.inputLayersNodeIndices = []; - this.inputLayersTensorIndices = []; - this.outputLayers = []; - this.outputLayersNodeIndices = []; - this.outputLayersTensorIndices = []; - this.layers = []; - this.internalContainerRefs = []; - for (const x of this.outputs) { - const layer = x.sourceLayer; - const nodeIndex = x.nodeIndex; - const tensorIndex = x.tensorIndex; - this.outputLayers.push(layer); - this.outputLayersNodeIndices.push(nodeIndex); - this.outputLayersTensorIndices.push(tensorIndex); - } - for (const x of this.inputs) { - const layer = x.sourceLayer; - const nodeIndex = x.nodeIndex; - const tensorIndex = x.tensorIndex; - assert2(nodeIndex === 0, "input layer has >1 nodes"); - assert2(tensorIndex === 0, "input layer has >1 tensors"); - this.inputLayers.push(layer); - this.inputLayersNodeIndices.push(nodeIndex); - this.inputLayersTensorIndices.push(tensorIndex); - } - this.inputNames = []; - this.outputNames = []; - this.feedInputShapes = []; - this.feedInputNames = []; - this.feedOutputNames = []; - for (let i = 0; i < this.inputLayers.length; i++) { - const layer = this.inputLayers[i]; - if (!(layer instanceof InputLayer)) { - throw new TypeError(`Input layers to a LayersModel must be InputLayer objects. Received inputs: ${args.inputs}. Input ${i} (0-based) originates from layer type ${layer.getClassName()}.`); - } - this.inputNames.push(layer.name); - this.feedInputShapes.push(layer.batchInputShape); - this.feedInputNames.push(layer.name); - } - for (const layer of this.outputLayers) { - this.outputNames.push(layer.name); - } - this.internalInputShapes = this.inputs.map((x) => x.shape); - this.internalOutputShapes = this.outputs.map((x) => x.shape); - const nodesDepths = {}; - const nodeIDToNode = {}; - const layersDepths = {}; - const layerIDToLayer = {}; - const layerIndices = {}; - const nodesInDecreasingDepth = []; - const buildMapOfGraph = (tensor2, finishedNodes2, nodesInProgress2, layer, nodeIndex, tensorIndex) => { - if (layer == null || nodeIndex == null || tensorIndex == null) { - layer = tensor2.sourceLayer; - nodeIndex = tensor2.nodeIndex; - tensorIndex = tensor2.tensorIndex; - } - const node = layer.inboundNodes[nodeIndex]; - if (nodesInProgress2.indexOf(node) !== -1) { - throw new RuntimeError(`The tensor ${tensor2.name} at layer "${layer.name}" is part of a cycle.`); - } - if (finishedNodes2.indexOf(node) !== -1) { - return; - } - this.containerNodes.add(Container.nodeKey(layer, nodeIndex)); - if (!(layer.id in layerIndices)) { - layerIndices[layer.id] = Object.keys(layerIndices).length; - } - if (nodesInProgress2.indexOf(node) === -1) { - nodesInProgress2.push(node); - } - const numInboundLayers = node.inboundLayers.length; - for (let i = 0; i < numInboundLayers; i++) { - const x = node.inputTensors[i]; - const layer2 = node.inboundLayers[i]; - const nodeIndex2 = node.nodeIndices[i]; - const tensorIndex2 = node.tensorIndices[i]; - buildMapOfGraph(x, finishedNodes2, nodesInProgress2, layer2, nodeIndex2, tensorIndex2); - } - finishedNodes2.push(node); - while (nodesInProgress2.indexOf(node) >= 0) { - nodesInProgress2.splice(nodesInProgress2.indexOf(node), 1); - } - nodesInDecreasingDepth.push(node); - }; - const finishedNodes = []; - const nodesInProgress = []; - for (const x of this.outputs) { - buildMapOfGraph(x, finishedNodes, nodesInProgress); - } - const reversedNodesInDecreasingDepth = nodesInDecreasingDepth.slice().reverse(); - for (const node of reversedNodesInDecreasingDepth) { - nodeIDToNode[node.id] = node; - if (!(node.id in nodesDepths)) { - nodesDepths[node.id] = 0; - } - let depth = nodesDepths[node.id]; - const previousDepth = layersDepths[node.outboundLayer.id] == null ? 0 : layersDepths[node.outboundLayer.id]; - depth = Math.max(depth, previousDepth); - layersDepths[node.outboundLayer.id] = depth; - layerIDToLayer[node.outboundLayer.id] = node.outboundLayer; - nodesDepths[node.id] = depth; - for (let i = 0; i < node.inboundLayers.length; i++) { - const inboundLayer = node.inboundLayers[i]; - const nodeIndex = node.nodeIndices[i]; - const inboundNode = inboundLayer.inboundNodes[nodeIndex]; - const previousDepth2 = nodesDepths[inboundNode.id] == null ? 0 : nodesDepths[inboundNode.id]; - nodesDepths[inboundNode.id] = Math.max(depth + 1, previousDepth2); - nodeIDToNode[inboundNode.id] = inboundNode; - } - } - const nodesByDepth = {}; - for (const nodeID in nodesDepths) { - const depth = nodesDepths[nodeID]; - if (!(depth in nodesByDepth)) { - nodesByDepth[depth] = []; - } - nodesByDepth[depth].push(nodeIDToNode[nodeID]); - } - const layersByDepth = {}; - for (const layerID in layersDepths) { - const depth = layersDepths[layerID]; - if (!(depth in layersByDepth)) { - layersByDepth[depth] = []; - } - layersByDepth[depth].push(layerIDToLayer[layerID]); - } - let depthKeys = Object.keys(layersByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - this.layers = []; - for (const depth of depthKeys) { - const layersForDepth = layersByDepth[depth]; - layersForDepth.sort((a, b) => { - const aIndex = layerIndices[a.id]; - const bIndex = layerIndices[b.id]; - if (aIndex < bIndex) { - return -1; - } - if (aIndex > bIndex) { - return 1; - } - return 0; - }); - for (const layer of layersForDepth) { - if (layer instanceof Container) { - this.internalContainerRefs.push(layer); - } - this.layers.push(layer); - } - } - this.layersByDepth = layersByDepth; - depthKeys = Object.keys(nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - const computableTensors = this.inputs.slice(); - const layersWithCompleteInput = []; - for (const depth of depthKeys) { - for (const node of nodesByDepth[depth]) { - const layer = node.outboundLayer; - if (layer != null) { - for (const x of node.inputTensors) { - if (computableTensors.indexOf(x) === -1) { - throw new RuntimeError(`Graph disconnected: cannot obtain value for tensor ${x} at layer "${layer.name}". The following previous layers were accessed without issue: ${layersWithCompleteInput}`); - } - } - for (const x of node.outputTensors) { - computableTensors.push(x); - } - layersWithCompleteInput.push(layer.name); - } - } - } - this.nodesByDepth = nodesByDepth; - const allNames = this.layers.map((x) => x.name); - for (const name of allNames) { - const numOccurrences = allNames.filter((x) => x === name).length; - if (numOccurrences !== 1) { - throw new RuntimeError(`The name "${name}" is used ${numOccurrences} times in the model. All layer names should be unique. Layer names: ` + JSON.stringify(allNames)); - } - } - this.outboundNodes = []; - this.inboundNodes = []; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: this.inputs, - outputTensors: this.outputs, - inputMasks: this.inputs.map((x) => null), - outputMasks: this.outputs.map((x) => null), - inputShapes: this.inputs.map((x) => x.shape), - outputShapes: this.outputs.map((x) => x.shape) - }); - this.built = true; - this._refCount = 1; - } - assertNotDisposed() { - if (this._refCount === 0) { - throw new Error(`Container '${this.name}' is already disposed.`); - } - } - dispose() { - this.assertNotDisposed(); - const result = {refCountAfterDispose: null, numDisposedVariables: 0}; - if (--this._refCount === 0) { - for (const layer of this.layers) { - result.numDisposedVariables += layer.dispose().numDisposedVariables; - } - for (const container of this.internalContainerRefs) { - result.numDisposedVariables += container.dispose().numDisposedVariables; - } - } - result.refCountAfterDispose = this._refCount; - return result; - } - get trainable() { - return this.trainable_; - } - set trainable(trainable) { - this.layers.forEach((layer) => { - layer._trainableWeights.forEach((w) => w.trainable = trainable); - }); - this.trainable_ = trainable; - } - get trainableWeights() { - if (this._trainableWeights.length > 0) { - throw new ValueError("Container instance unexpectedly contains _trainableWeights.The trainable weights of a Container are a union of the trainable weights of its consituent Layers. Its own _trainableWeights must remain an empty Array."); - } - if (!this.trainable) { - return []; - } - let weights = []; - for (const layer of this.layers) { - weights = weights.concat(layer.trainableWeights); - } - return weights; - } - get nonTrainableWeights() { - const weights = []; - for (const layer of this.layers) { - weights.push(...layer.nonTrainableWeights); - } - if (!this.trainable) { - const trainableWeights = []; - for (const layer of this.layers) { - trainableWeights.push(...layer.trainableWeights); - } - return trainableWeights.concat(weights); - } - return weights; - } - get weights() { - return this.trainableWeights.concat(this.nonTrainableWeights); - } - loadWeights(weights, strict = true) { - const nameToWeight = {}; - let totalWeightsCount = 0; - for (const layer of this.layers) { - for (const weight of layer.weights) { - if (nameToWeight[weight.originalName] != null) { - throw new ValueError(`Duplicate weight name: ${weight.originalName}`); - } - nameToWeight[weight.originalName] = weight; - totalWeightsCount++; - } - } - const weightValueTuples = []; - for (const name in weights) { - let validatedName = name; - if (nameToWeight[name] == null) { - const tokens = name.split("/"); - const shortenNameArray = tokens.slice(0, -2).concat([tokens[tokens.length - 1]]); - validatedName = shortenNameArray.join("/"); - } - if (nameToWeight[validatedName] != null) { - weightValueTuples.push([nameToWeight[validatedName], weights[name]]); - } else if (strict) { - throw new ValueError(`Provided weight data has no target variable: ${name}`); - } - delete nameToWeight[validatedName]; - } - if (strict) { - const unsetNames = []; - for (const name in nameToWeight) { - unsetNames.push(name); - } - if (unsetNames.length > 0) { - throw new ValueError(`${unsetNames.length} of ${totalWeightsCount} weights are not set: ${unsetNames}`); - } - } - batchSetValue(weightValueTuples); - } - updatedConfig() { - const theConfig = this.getConfig(); - const modelConfig = {}; - modelConfig["className"] = this.getClassName(); - modelConfig["config"] = theConfig; - modelConfig["kerasVersion"] = `tfjs-layers ${version10}`; - modelConfig["backend"] = "TensorFlow.js"; - return modelConfig; - } - toJSON(unused, returnString = true) { - const modelConfig = convertTsToPythonic(this.updatedConfig()); - return returnString ? JSON.stringify(modelConfig) : modelConfig; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = toList(inputs); - const feedDict = new FeedDict(); - for (let i = 0; i < this.inputs.length; ++i) { - feedDict.add(this.inputs[i], inputs[i]); - } - return execute(this.outputs, feedDict, kwargs); - }); - } - computeMask(inputs, mask) { - return tidy(() => { - inputs = toList(inputs); - let masks; - if (mask == null) { - masks = pyListRepeat(null, inputs.length); - } else { - masks = toList(mask); - } - return this.runInternalGraph(inputs, masks)[1]; - }); - } - computeOutputShape(inputShape) { - const inputShapes = normalizeShapeList(inputShape); - if (inputShapes.length !== this.inputLayers.length) { - throw new ValueError(`Invalid inputShape argument ${inputShape}: model has ${this.inputLayers.length} tensor inputs.`); - } - const layersToOutputShapes = {}; - for (let i = 0; i < inputShapes.length; i++) { - const layer = this.inputLayers[i]; - const inputShape2 = inputShapes[i]; - const shapeKey = layer.name + "_0_0"; - layersToOutputShapes[shapeKey] = inputShape2; - } - const depthKeys = Object.keys(this.nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - if (depthKeys.length > 1) { - for (const depth of depthKeys) { - const nodes = this.nodesByDepth[depth]; - for (const node of nodes) { - const layer = node.outboundLayer; - if (this.inputLayers.map((x) => x.id).indexOf(layer.id) !== -1) { - continue; - } - const inputShapes2 = []; - for (let j = 0; j < node.inboundLayers.length; j++) { - const inboundLayer = node.inboundLayers[j]; - const nodeIndex2 = node.nodeIndices[j]; - const tensorIndex = node.tensorIndices[j]; - const shapeKey = `${inboundLayer.name}_${nodeIndex2}_${tensorIndex}`; - const inputShape2 = layersToOutputShapes[shapeKey]; - inputShapes2.push(inputShape2); - } - const outputShape = layer.computeOutputShape(singletonOrArray(inputShapes2)); - const outputShapes2 = normalizeShapeList(outputShape); - const nodeIndex = layer.inboundNodes.indexOf(node); - for (let j = 0; j < outputShapes2.length; j++) { - const shapeKey = `${layer.name}_${nodeIndex}_${j}`; - layersToOutputShapes[shapeKey] = outputShapes2[j]; - } - } - } - } - const outputShapes = []; - const outputShapeKeys = []; - for (let i = 0; i < this.outputLayers.length; i++) { - const layer = this.outputLayers[i]; - const nodeIndex = this.outputLayersNodeIndices[i]; - const tensorIndex = this.outputLayersTensorIndices[i]; - const shapeKey = `${layer.name}_${nodeIndex}_${tensorIndex}`; - outputShapeKeys.push(shapeKey); - } - for (let i = 0; i < outputShapeKeys.length; i++) { - const key = outputShapeKeys[i]; - assert2(key in layersToOutputShapes); - outputShapes.push(layersToOutputShapes[key]); - } - return singletonOrArray(outputShapes); - } - runInternalGraph(inputs, masks) { - if (masks == null) { - masks = pyListRepeat(null, inputs.length); - } - const tensorMap = {}; - for (let i = 0; i < this.inputs.length; ++i) { - const x = this.inputs[i]; - const y = inputs[i]; - const mask = masks[i]; - tensorMap[x.id] = [y, mask]; - } - const depthKeys = Object.keys(this.nodesByDepth).map((x) => parseInt(x, 10)).sort(reverseNumberCompare); - for (const depth of depthKeys) { - const nodes = this.nodesByDepth[depth]; - for (const node of nodes) { - const layer = node.outboundLayer; - const referenceInputTensors = node.inputTensors; - const referenceOutputTensors = node.outputTensors; - const computedData = new Array(); - for (const x of referenceInputTensors) { - if (x.id in tensorMap) { - computedData.push(tensorMap[x.id]); - } - } - if (computedData.length === referenceInputTensors.length) { - let kwargs = {}; - let computedTensors; - let computedMasks; - let outputTensors2; - let outputMasks2; - if (node.callArgs != null) { - kwargs = node.callArgs; - } - if (computedData.length === 1) { - const [computedTensor, computedMask] = computedData[0]; - if (kwargs["mask"] == null) { - kwargs["mask"] = computedMask; - } - outputTensors2 = toList(layer.call(computedTensor, kwargs)); - outputMasks2 = toList(layer.computeMask(computedTensor, computedMask)); - computedTensors = [computedTensor]; - computedMasks = [computedMask]; - } else { - computedTensors = computedData.map((x) => x[0]); - computedMasks = computedData.map((x) => x[1]); - if (kwargs["mask"] == null) { - kwargs["mask"] = computedMasks; - } - outputTensors2 = toList(layer.call(computedTensors, kwargs)); - outputMasks2 = toList(layer.computeMask(computedTensors, computedMasks)); - } - if (layer.activityRegularizer) { - throw new NotImplementedError("LayersModel invocation with concrete Tensor value(s) in the presence of activity regularizer(s) is not supported yet."); - } - for (let i = 0; i < referenceOutputTensors.length; ++i) { - const x = referenceOutputTensors[i]; - const y = outputTensors2[i]; - const mask = outputMasks2[i]; - tensorMap[x.id] = [y, mask]; - } - } - } - } - const outputTensors = []; - const outputMasks = []; - const outputShapes = []; - for (const x of this.outputs) { - assert2(x.id in tensorMap, `Could not compute output ${x.name} : ${x.id}`); - const [tensor2, mask] = tensorMap[x.id]; - outputShapes.push(tensor2.shape); - outputTensors.push(tensor2); - outputMasks.push(mask); - } - return [outputTensors, outputMasks, outputShapes]; - } - buildNodeConversionMap(layers) { - const nodeConversionMap = {}; - let keptNodes; - for (const layer of this.layers) { - keptNodes = layer instanceof Container ? 1 : 0; - for (let originalNodeIndex = 0; originalNodeIndex < layer.inboundNodes.length; originalNodeIndex++) { - const nodeKey = Container.nodeKey(layer, originalNodeIndex); - if (this.containerNodes.has(nodeKey)) { - nodeConversionMap[nodeKey] = keptNodes; - keptNodes += 1; - } - } - } - return nodeConversionMap; - } - getLayer(name, index) { - if (index != null) { - if (this.layers.length <= index) { - throw new ValueError(`Was asked to retrieve layer at index ${index}, but model only has ${this.layers.length} layer(s).`); - } else { - return this.layers[index]; - } - } else { - if (name == null) { - throw new ValueError("Provide either a layer name or layer index"); - } - } - for (const layer of this.layers) { - if (layer.name === name) { - return layer; - } - } - throw new ValueError(`No such layer: ${name}`); - } - calculateLosses() { - return tidy(() => { - const losses4 = []; - for (const layer of this.layers) { - for (let nodeIndex = 0; nodeIndex < layer.inboundNodes.length; ++nodeIndex) { - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (this.containerNodes.has(nodeKey)) { - losses4.push(...layer.calculateLosses()); - } - } - } - return losses4; - }); - } - getConfig() { - const config3 = {name: this.name}; - const nodeConversionMap = this.buildNodeConversionMap(this.layers); - const layerConfigs = []; - for (const layer of this.layers) { - const layerClassName = layer.getClassName(); - const layerConfig = layer.getConfig(); - const filteredInboundNodes = []; - for (let originalNodeIndex = 0; originalNodeIndex < layer.inboundNodes.length; originalNodeIndex++) { - const node = layer.inboundNodes[originalNodeIndex]; - const nodeKey = Container.nodeKey(layer, originalNodeIndex); - let kwargs = {}; - if (this.containerNodes.has(nodeKey)) { - if (node.callArgs) { - try { - JSON.stringify(node.callArgs); - kwargs = node.callArgs; - } catch (err) { - console.warn(`Layer ${layer.name} was passed non-serializable keyword arguments: ${node.callArgs}. They will not be included in the serialized model (and thus will be missing at deserialization time).`); - kwargs = {}; - } - } - if (node.inboundLayers.length > 0) { - const nodeData = []; - for (let i = 0; i < node.inboundLayers.length; i++) { - const inboundLayer = node.inboundLayers[i]; - const nodeIndex = node.nodeIndices[i]; - const tensorIndex = node.tensorIndices[i]; - const nodeKey2 = Container.nodeKey(inboundLayer, nodeIndex); - let newNodeIndex = nodeConversionMap[nodeKey2]; - if (newNodeIndex == null) { - newNodeIndex = 0; - } - nodeData.push([inboundLayer.name, newNodeIndex, tensorIndex, kwargs]); - } - filteredInboundNodes.push(nodeData); - } - } - } - const dict = {}; - dict["name"] = layer.name; - dict["className"] = layerClassName; - dict["config"] = layerConfig; - dict["inboundNodes"] = filteredInboundNodes; - layerConfigs.push(dict); - } - config3["layers"] = layerConfigs; - const modelInputs = []; - for (let i = 0; i < this.inputLayers.length; i++) { - const layer = this.inputLayers[i]; - const nodeIndex = this.inputLayersNodeIndices[i]; - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (!this.containerNodes.has(nodeKey)) { - continue; - } - let newNodeIndex = nodeConversionMap[nodeKey]; - if (newNodeIndex === null || newNodeIndex === void 0) { - newNodeIndex = 0; - } - const tensorIndex = this.inputLayersTensorIndices[i]; - modelInputs.push([layer.name, newNodeIndex, tensorIndex]); - } - config3["inputLayers"] = modelInputs; - const modelOutputs = []; - for (let i = 0; i < this.outputLayers.length; i++) { - const layer = this.outputLayers[i]; - const nodeIndex = this.outputLayersNodeIndices[i]; - const nodeKey = Container.nodeKey(layer, nodeIndex); - if (!this.containerNodes.has(nodeKey)) { - continue; - } - let newNodeIndex = nodeConversionMap[nodeKey]; - if (newNodeIndex === null || newNodeIndex === void 0) { - newNodeIndex = 0; - } - const tensorIndex = this.outputLayersTensorIndices[i]; - modelOutputs.push([layer.name, newNodeIndex, tensorIndex]); - } - config3["outputLayers"] = modelOutputs; - return config3; - } - static fromConfig(cls, config3, customObjects = {}, fastWeightInit = false) { - const createdLayers = {}; - const unprocessedNodes = {}; - function addUnprocessedNode(layer, nodeData) { - if (!(layer.name in unprocessedNodes)) { - unprocessedNodes[layer.name] = [nodeData]; - } else { - unprocessedNodes[layer.name].push(nodeData); - } - } - function processNode(layer, nodeData) { - const inputTensors2 = []; - let kwargs; - for (const inputData of nodeData) { - const inboundLayerName = inputData[0]; - const inboundNodeIndex = inputData[1]; - const inboundTensorIndex = inputData[2]; - kwargs = inputData[3] == null ? {} : inputData[3]; - if (!(inboundLayerName in createdLayers)) { - addUnprocessedNode(layer, nodeData); - return; - } - const inboundLayer = createdLayers[inboundLayerName]; - if (inboundLayer.inboundNodes.length <= inboundNodeIndex) { - addUnprocessedNode(layer, nodeData); - return; - } - const inboundNode = inboundLayer.inboundNodes[inboundNodeIndex]; - inputTensors2.push(inboundNode.outputTensors[inboundTensorIndex]); - } - if (inputTensors2.length > 0) { - layer.apply(singletonOrArray(inputTensors2), kwargs); - } - } - function processLayer(layerData) { - const layerName = layerData["name"]; - const layer = deserialize(layerData, config3["customObjects"] != null ? config3["customObjects"] : {}); - layer.setFastWeightInitDuringBuild(fastWeightInit); - createdLayers[layerName] = layer; - const inboundNodesData = layerData["inboundNodes"]; - inboundNodesData.forEach((nodeData) => { - if (!(nodeData instanceof Array)) { - throw new ValueError(`Corrupted configuration, expected array for nodeData: ${nodeData}`); - } - addUnprocessedNode(layer, nodeData); - }); - } - const name = config3["name"]; - const layersFromConfig = config3["layers"]; - for (const layerData of layersFromConfig) { - processLayer(layerData); - } - while (!isObjectEmpty(unprocessedNodes)) { - for (const layerData of layersFromConfig) { - const layer = createdLayers[layerData["name"]]; - if (layer.name in unprocessedNodes) { - const currentUnprocessedNodesForLayer = unprocessedNodes[layer.name]; - delete unprocessedNodes[layer.name]; - for (const nodeData of currentUnprocessedNodesForLayer) { - processNode(layer, nodeData); - } - } - } - } - const inputTensors = []; - const outputTensors = []; - const inputLayersFromConfig = config3["inputLayers"]; - for (const layerData of inputLayersFromConfig) { - const layerName = layerData[0]; - const nodeIndex = layerData[1]; - const tensorIndex = layerData[2]; - assert2(layerName in createdLayers); - const layer = createdLayers[layerName]; - const layerOutputTensors = layer.inboundNodes[nodeIndex].outputTensors; - inputTensors.push(layerOutputTensors[tensorIndex]); - } - const outputLayersFromConfig = config3["outputLayers"]; - for (const layerData of outputLayersFromConfig) { - const layerName = layerData[0]; - const nodeIndex = layerData[1]; - const tensorIndex = layerData[2]; - assert2(layerName in createdLayers); - const layer = createdLayers[layerName]; - const layerOutputTensors = layer.inboundNodes[nodeIndex].outputTensors; - outputTensors.push(layerOutputTensors[tensorIndex]); - } - return new cls({inputs: inputTensors, outputs: outputTensors, name}); - } - get stateful() { - if (this._stateful) { - throw new ValueError("Container instance unexpectedly has _stateful = true. The statefulness of a Container is determined by the Layers it contains. Its _stateful property must remain the default false."); - } - for (const layer of this.layers) { - if (layer.stateful) { - return true; - } - } - return false; - } - resetStates() { - tidy(() => { - this.layers.forEach((layer) => { - if (layer.stateful) { - layer.resetStates(); - } - }); - }); - } - }; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function standardizeSampleOrClassWeights(xWeight, outputNames, weightType) { - const numOutputs = outputNames.length; - if (xWeight == null || Array.isArray(xWeight) && xWeight.length === 0) { - return outputNames.map((name) => null); - } - if (numOutputs === 1) { - if (Array.isArray(xWeight) && xWeight.length === 1) { - return xWeight; - } else if (typeof xWeight === "object" && outputNames[0] in xWeight) { - return [xWeight[outputNames[0]]]; - } else { - return [xWeight]; - } - } - if (Array.isArray(xWeight)) { - if (xWeight.length !== numOutputs) { - throw new Error(`Provided ${weightType} is an array of ${xWeight.length} element(s), but the model has ${numOutputs} outputs. Make sure a set of weights is provided for each model output.`); - } - return xWeight; - } else if (typeof xWeight === "object" && Object.keys(xWeight).length > 0 && typeof xWeight[Object.keys(xWeight)[0]] === "object") { - const output = []; - outputNames.forEach((outputName) => { - if (outputName in xWeight) { - output.push(xWeight[outputName]); - } else { - output.push(null); - } - }); - return output; - } else { - throw new Error(`The model has multiple (${numOutputs}) outputs, so ${weightType} must be either an array with ${numOutputs} elements or an object with ${outputNames} keys. Provided ${weightType} not understood: ${JSON.stringify(xWeight)}`); - } - } - function standardizeClassWeights(classWeight, outputNames) { - return standardizeSampleOrClassWeights(classWeight, outputNames, "classWeight"); - } - async function standardizeWeights(y, sampleWeight, classWeight, sampleWeightMode) { - if (sampleWeight != null || sampleWeightMode != null) { - throw new Error("Support sampleWeight is not implemented yet"); - } - if (classWeight != null) { - const yClasses = tidy(() => { - if (y.shape.length === 1) { - return y.clone(); - } else if (y.shape.length === 2) { - if (y.shape[1] > 1) { - const axis = 1; - return y.argMax(axis); - } else if (y.shape[1] === 1) { - return y.reshape([y.shape[0]]); - } else { - throw new Error(`Encountered unexpected last-dimension size (${y.shape[1]}) during handling of class weights. The size is expected to be >= 1.`); - } - } else { - throw new Error(`Unexpected rank of target (y) tensor (${y.rank}) during handling of class weights. The rank is expected to be 1 or 2.`); - } - }); - const yClassIndices = Array.from(await yClasses.data()); - dispose(yClasses); - const classSampleWeight = []; - yClassIndices.forEach((classIndex) => { - if (classWeight[classIndex] == null) { - throw new Error(`classWeight must contain all classes in the training data. The class ${classIndex} exists in the data but not in classWeight`); - } else { - classSampleWeight.push(classWeight[classIndex]); - } - }); - return tensor1d(classSampleWeight, "float32"); - } else { - return null; - } - } - function computeWeightedLoss2(losses4, sampleWeights) { - return mul(losses4, sampleWeights); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var DEFAULT_VALIDATION_BATCH_SIZE = 32; - function standardizeDataIteratorOutput(model22, iteratorOut) { - let xs; - let ys; - const iteratorOutObj = iteratorOut; - xs = iteratorOutObj["xs"]; - ys = iteratorOutObj["ys"]; - util_exports.assert(xs != null && ys != null, () => `A Dataset iterator for fitDataset() is expected to generate objects of the form \`{xs: xVal, ys: yVal}\`, where the two values may be \`tf.Tensor\`, an array of Tensors, or a map of string to Tensor. The provided Dataset instead generates ${iteratorOut}`); - const flattenedXs = flattenTensorOrArrayOrMap("input", model22.inputNames, xs); - const flattenedYs = flattenTensorOrArrayOrMap("output", model22.outputNames, ys); - const batchSize = flattenedXs[0].shape[0]; - util_exports.assert(flattenedXs.length === model22.inputs.length, () => `LayersModel has ${model22.inputs.length} inputs, but the dataset provides ${flattenedXs.length} inputs. (Expected input keys: ${JSON.stringify(model22.inputNames)})`); - util_exports.assert(flattenedYs.length === model22.outputs.length, () => `LayersModel has ${model22.outputs.length} outputs, but the dataset provides ${flattenedYs.length} outputs. (Expected output keys: ${JSON.stringify(model22.outputNames)})`); - for (let xIndex = 0; xIndex < flattenedXs.length; xIndex++) { - util_exports.assert(flattenedXs[xIndex].shape[0] === batchSize, () => `Batch size mismatch: input ${model22.inputNames[xIndex]} has ${flattenedXs[xIndex].shape[0]}; expected ${batchSize} based on input ${model22.inputNames[0]}.`); - } - for (let yIndex = 0; yIndex < flattenedYs.length; yIndex++) { - util_exports.assert(flattenedYs[yIndex].shape[0] === batchSize, () => `Batch size mismatch: output ${model22.outputNames[yIndex]} has ${flattenedYs[yIndex].shape[0]}; expected ${batchSize} based on input ${model22.inputNames[0]}.`); - } - return {xs: flattenedXs, ys: flattenedYs}; - } - function flattenTensorOrArrayOrMap(inputOrOutput, names, values) { - if (values instanceof Tensor) { - return [values]; - } else if (Array.isArray(values)) { - util_exports.assert(values.length === names.length, () => `Received an array of ${values.length} Tensors, but expected ${names.length} to match the ${inputOrOutput} keys ${names}.`); - return values; - } else { - const result = []; - for (const name of names) { - if (values[name] == null) { - throw new ValueError(`The feature data generated by the dataset lacks the required ${inputOrOutput} key '${name}'.`); - } - result.push(values[name]); - } - return result; - } - } - function standardizeTensorValidationData(data2) { - if (data2.length === 3) { - throw new NotImplementedError("Validation with sample weights is not implemented yet."); - } - return {xs: data2[0], ys: data2[1]}; - } - async function fitDataset(model22, dataset, args) { - const hasBatchesPerEpoch = args.batchesPerEpoch != null; - util_exports.assert(model22.optimizer != null, () => "You must compile a model before training/testing. Use LayersModel.compile(modelCompileConfig)."); - util_exports.assert(args != null, () => `For fitDataset(), the 2nd argument (config) is required, but it is not provided in this call.`); - util_exports.assert(args.epochs != null && args.epochs > 0 && Number.isInteger(args.epochs), () => `For fitDataset(), config.epochs is expected to be a positive integer, but got ${args.epochs}`); - util_exports.assert(!hasBatchesPerEpoch || args.batchesPerEpoch > 0 && Number.isInteger(args.batchesPerEpoch), () => `For fitDataset(), config.batchesPerEpoch is expected to be a positive integer if specified, but got ${args.batchesPerEpoch}`); - util_exports.assert(args["validationSplit"] == null, () => "`validationSplit` is not supported by `fitDataset()`. Use validationData instead."); - if (model22.isTraining) { - throw new Error("Cannot start training because another fit() call is ongoing."); - } - model22.isTraining = true; - try { - const doValidation = args.validationData != null; - let valXs; - let valYs; - if (doValidation) { - if (isDatasetObject(args.validationData)) { - util_exports.assert(args.validationBatches == null || args.validationBatches > 0 && Number.isInteger(args.validationBatches), () => `For fitDataset() with dataset-based validation, config.validationBatches is expected not to be provided, or to be a positive integer, but got ${args.validationBatches}`); - } else { - const validationData = standardizeTensorValidationData(args.validationData); - valXs = validationData.xs; - valYs = validationData.ys; - } - } - const trainFunction = model22.makeTrainFunction(); - const outLabels = model22.getDedupedMetricsNames(); - let callbackMetrics; - if (doValidation) { - callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n)); - } else { - callbackMetrics = outLabels.slice(); - } - const callbacks2 = standardizeCallbacks(args.callbacks, args.yieldEvery); - const verbose = args.verbose == null ? 1 : args.verbose; - const {callbackList, history} = configureCallbacks(callbacks2, verbose, args.epochs, null, null, getStepsPerEpoch(dataset, args), null, doValidation, callbackMetrics); - callbackList.setModel(model22); - model22.history = history; - await callbackList.onTrainBegin(); - model22.stopTraining_ = false; - let epoch = args.initialEpoch == null ? 0 : args.initialEpoch; - let dataIterator = await dataset.iterator(); - while (epoch < args.epochs) { - const epochLogs = {}; - await callbackList.onEpochBegin(epoch); - let stepsDone = 0; - let batchIndex = 0; - if (!hasBatchesPerEpoch) { - dataIterator = await dataset.iterator(); - } - while (hasBatchesPerEpoch ? stepsDone < args.batchesPerEpoch : true) { - const iteratorOut = await dataIterator.next(); - if (hasBatchesPerEpoch && iteratorOut.done) { - console.warn(`You provided \`batchesPerEpoch\` as ${args.batchesPerEpoch}, but your dataset iterator ran out of data after ${stepsDone} batches; interrupting training. Make sure that your dataset can generate at least \`batchesPerEpoch * epochs\` batches (in this case, ${args.batchesPerEpoch * args.epochs} batches). You may need to use the repeat() function when building your dataset.`); - break; - } - if (iteratorOut.value != null) { - const {xs, ys} = standardizeDataIteratorOutput(model22, iteratorOut.value); - const batchLogs = {}; - batchLogs["batch"] = batchIndex; - batchLogs["size"] = xs[0].shape[0]; - await callbackList.onBatchBegin(batchIndex, batchLogs); - const sampleWeights = []; - if (args.classWeight != null) { - const standardClassWeights = standardizeClassWeights(args.classWeight, model22.outputNames); - for (let i = 0; i < standardClassWeights.length; ++i) { - sampleWeights.push(await standardizeWeights(ys[i], null, standardClassWeights[i])); - } - } - const ins = xs.concat(ys).concat(sampleWeights); - const outs = trainFunction(ins); - dispose(ins); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = outs[i]; - batchLogs[label] = out; - keep(out); - } - await callbackList.onBatchEnd(batchIndex, batchLogs); - disposeTensorsInLogs(batchLogs); - batchIndex++; - stepsDone++; - } - if (hasBatchesPerEpoch ? stepsDone >= args.batchesPerEpoch : iteratorOut.done) { - if (doValidation) { - let valOuts; - if (isDatasetObject(args.validationData)) { - valOuts = toList(await model22.evaluateDataset(args.validationData, {batches: args.validationBatches})); - } else { - valOuts = toList(model22.evaluate(valXs, valYs, { - batchSize: args.validationBatchSize == null ? DEFAULT_VALIDATION_BATCH_SIZE : args.validationBatchSize, - verbose: 0 - })); - } - for (let i = 0; i < model22.metricsNames.length; ++i) { - epochLogs[`val_${model22.metricsNames[i]}`] = valOuts[i]; - } - } - break; - } - if (model22.stopTraining_) { - break; - } - } - await callbackList.onEpochEnd(epoch, epochLogs); - epoch++; - if (model22.stopTraining_) { - break; - } - } - await callbackList.onTrainEnd(); - await model22.history.syncData(); - return model22.history; - } finally { - model22.isTraining = false; - } - } - function getStepsPerEpoch(dataset, args) { - let stepsPerEpoch = null; - if (args.batchesPerEpoch != null) { - stepsPerEpoch = args.batchesPerEpoch; - } else if (Number.isFinite(dataset.size)) { - stepsPerEpoch = dataset.size; - } - return stepsPerEpoch; - } - function isDatasetObject(dataset) { - return typeof dataset.iterator === "function"; - } - function isLazyIteratorObject(iterator) { - return typeof iterator.next === "function"; - } - async function evaluateDataset(model22, dataset, args) { - args = args || {}; - const hasBatches = args.batches != null; - const f = model22.testFunction; - let outs = []; - if (args.verbose > 0) { - throw new NotImplementedError("Verbose mode is not implemented yet."); - } - util_exports.assert(!hasBatches || args.batches > 0 && Number.isInteger(args.batches), () => `Test loop expects \`batches\` to be a positive integer, but received ${JSON.stringify(args.batches)}`); - const dataIterator = isLazyIteratorObject(dataset) ? dataset : await dataset.iterator(); - let numExamples = 0; - let batch = 0; - while (hasBatches ? batch < args.batches : true) { - const iteratorOut = await dataIterator.next(); - outs = tidy(() => { - if (iteratorOut.value) { - const {xs, ys} = standardizeDataIteratorOutput(model22, iteratorOut.value); - const xsAndYs = xs.concat(ys); - const batchOuts = tidy(() => f(xsAndYs)); - dispose(xsAndYs); - if (batch === 0) { - for (let i = 0; i < batchOuts.length; ++i) { - outs.push(scalar(0)); - } - } - const batchSize = xsAndYs[0].shape[0]; - for (let i = 0; i < batchOuts.length; ++i) { - const batchOut = batchOuts[i]; - const oldScalar = outs[i]; - outs[i] = tidy(() => add2(outs[i], mul(batchSize, batchOut))); - if (batch > 0) { - dispose(oldScalar); - } - } - dispose(batchOuts); - numExamples += batchSize; - ++batch; - } - return outs; - }); - if (iteratorOut.done) { - if (hasBatches) { - console.warn(`Your dataset iterator ran out of data during evaluateDataset(). Interrupting evalution. Make sure that your dataset can generate at least \`batches\` batches (in this case, ${args.batches} batches). You may need to use the repeat() function when building your dataset.`); - } - break; - } - } - for (let i = 0; i < outs.length; ++i) { - const oldScalar = outs[i]; - outs[i] = div(outs[i], numExamples); - dispose(oldScalar); - } - return singletonOrArray(outs); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function checkBatchSize(batchSize) { - util_exports.assert(batchSize > 0 && Number.isInteger(batchSize), () => `batchSize is required to be a positive integer, but got ${batchSize}`); - } - function sliceArrays(arrays, start, stop) { - if (arrays == null) { - return [null]; - } else if (Array.isArray(arrays)) { - return arrays.map((array2) => sliceAlongFirstAxis(array2, start, stop - start)); - } else { - return sliceAlongFirstAxis(arrays, start, stop - start); - } - } - function sliceArraysByIndices(arrays, indices) { - return tidy(() => { - if (arrays == null) { - return null; - } else if (Array.isArray(arrays)) { - return arrays.map((array2) => sliceArraysByIndices(array2, indices)); - } else { - return gather2(arrays, indices.dtype === "int32" ? indices : indices.toInt()); - } - }); - } - function makeBatches(size, batchSize) { - const output = []; - let batchStart = 0; - let batchEnd = null; - while (batchStart < size) { - batchEnd = batchStart + batchSize; - if (batchEnd >= size) { - batchEnd = size; - } - output.push([batchStart, batchEnd]); - batchStart = batchEnd; - } - return output; - } - async function fitLoop(model22, f, ins, outLabels, batchSize, epochs, verbose, callbacks2, valF, valIns, shuffle2, callbackMetrics, initialEpoch, stepsPerEpoch, validationSteps) { - if (batchSize == null) { - batchSize = 32; - } - if (epochs == null) { - epochs = 1; - } - if (shuffle2 == null) { - shuffle2 = true; - } - if (initialEpoch == null) { - initialEpoch = 0; - } - let doValidation = false; - if (valF != null && valIns != null) { - doValidation = true; - } - if (validationSteps != null) { - doValidation = true; - if (stepsPerEpoch == null) { - throw new ValueError("Can only use `validationSteps` when doing step-wise training, i.e., `stepsPerEpoch` must be set."); - } - } - const numTrainSamples = model22.checkNumSamples(ins, batchSize, stepsPerEpoch, "steps_per_epoch"); - let indexArray; - if (numTrainSamples != null) { - indexArray = range5(0, numTrainSamples); - } - if (verbose == null) { - verbose = 1; - } - const {callbackList, history} = configureCallbacks(callbacks2, verbose, epochs, initialEpoch, numTrainSamples, stepsPerEpoch, batchSize, doValidation, callbackMetrics); - callbackList.setModel(model22); - model22.history = history; - await callbackList.onTrainBegin(); - model22.stopTraining_ = false; - for (let epoch = initialEpoch; epoch < epochs; ++epoch) { - await callbackList.onEpochBegin(epoch); - const epochLogs = {}; - if (stepsPerEpoch != null) { - throw new NotImplementedError("stepsPerEpoch mode is not implemented yet."); - } else { - if (shuffle2 === "batch") { - throw new NotImplementedError("batch shuffling is not implemneted yet"); - } else if (shuffle2) { - util_exports.shuffle(indexArray); - } - const epochIndexArray1D = tensor1d(indexArray); - const batches = makeBatches(numTrainSamples, batchSize); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchLogs = {}; - await callbackList.onBatchBegin(batchIndex, batchLogs); - tidy(() => { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const batchIds = sliceAlongFirstAxis(epochIndexArray1D, batchStart, batchEnd - batchStart); - batchLogs["batch"] = batchIndex; - batchLogs["size"] = batchEnd - batchStart; - const insBatch = sliceArraysByIndices(ins, batchIds); - const outs = f(insBatch); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = outs[i]; - batchLogs[label] = out; - keep(out); - } - if (batchIndex === batches.length - 1) { - if (doValidation) { - const valOuts = model22.testLoop(valF, valIns, batchSize); - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - const out = valOuts[i]; - keep(out); - epochLogs["val_" + label] = out; - } - } - } - }); - await callbackList.onBatchEnd(batchIndex, batchLogs); - disposeTensorsInLogs(batchLogs); - if (model22.stopTraining_) { - break; - } - } - epochIndexArray1D.dispose(); - } - await callbackList.onEpochEnd(epoch, epochLogs); - if (model22.stopTraining_) { - break; - } - } - await callbackList.onTrainEnd(); - await model22.history.syncData(); - return model22.history; - } - async function fitTensors(model22, x, y, args = {}) { - if (model22.isTraining) { - throw new Error("Cannot start training because another fit() call is ongoing."); - } - model22.isTraining = true; - let inputs; - let targets; - let inputValX; - let inputValY; - let valX; - let valY; - let sampleWeights; - try { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - const checkBatchAxis = false; - const standardizedOuts = await model22.standardizeUserData(x, y, args.sampleWeight, args.classWeight, checkBatchAxis, batchSize); - inputs = standardizedOuts[0]; - targets = standardizedOuts[1]; - sampleWeights = standardizedOuts[2]; - let doValidation = false; - let valIns; - if (args.validationData != null && args.validationData.length > 0) { - doValidation = true; - if (args.validationData.length === 2) { - inputValX = args.validationData[0]; - inputValY = args.validationData[1]; - } else if (args.validationData.length === 3) { - throw new NotImplementedError("validationData including sample weights is not supported yet."); - } else { - throw new ValueError(`When passing validation data, it must contain 2 (valX, valY) or 3 (valX, valY, valSampleWeight) items; ${args.validationData} is invalid.`); - } - const checkBatchAxis2 = true; - const valStandardized = await model22.standardizeUserData(inputValX, inputValY, null, null, checkBatchAxis2, batchSize); - valX = valStandardized[0]; - valY = valStandardized[1]; - valIns = valX.concat(valY); - } else if (args.validationSplit != null && args.validationSplit > 0 && args.validationSplit < 1) { - doValidation = true; - const splitAt = Math.floor(inputs[0].shape[0] * (1 - args.validationSplit)); - const originalBatchSize = inputs[0].shape[0]; - valX = sliceArrays(inputs, splitAt, originalBatchSize); - inputs = sliceArrays(inputs, 0, splitAt); - valY = sliceArrays(targets, splitAt, originalBatchSize); - targets = sliceArrays(targets, 0, splitAt); - valIns = valX.concat(valY); - } else if (args.validationSteps != null) { - doValidation = true; - } - const ins = inputs.concat(targets).concat(sampleWeights); - model22.checkTrainableWeightsConsistency(); - const trainFunction = model22.makeTrainFunction(); - const outLabels = model22.getDedupedMetricsNames(); - let valFunction; - let callbackMetrics; - if (doValidation) { - model22.makeTestFunction(); - valFunction = model22.testFunction; - callbackMetrics = outLabels.slice().concat(outLabels.map((n) => "val_" + n)); - } else { - valFunction = null; - valIns = []; - callbackMetrics = outLabels.slice(); - } - const callbacks2 = standardizeCallbacks(args.callbacks, args.yieldEvery); - const out = await fitLoop(model22, trainFunction, ins, outLabels, batchSize, args.epochs, args.verbose, callbacks2, valFunction, valIns, args.shuffle, callbackMetrics, args.initialEpoch, null, null); - return out; - } finally { - model22.isTraining = false; - disposeNewTensors(inputs, x); - disposeNewTensors(targets, y); - disposeNewTensors(valX, inputValX); - disposeNewTensors(valY, inputValY); - if (sampleWeights != null) { - dispose(sampleWeights); - } - } - } - function ensureTensorsRank2OrHigher(tensors) { - const outs = []; - if (tensors instanceof Tensor) { - tensors = [tensors]; - } - for (let i = 0; i < tensors.length; ++i) { - const tensor2 = tensors[i]; - if (tensor2.rank === 1) { - outs.push(expandDims5(tensor2, 1)); - } else if (tensor2.rank === 0) { - throw new Error("Expected tensor to be at least 1D, but received a 0D tensor (scalar)."); - } else { - outs.push(tensor2); - } - } - return outs; - } - function disposeNewTensors(tensors, refTensors) { - if (tensors == null) { - return; - } - const oldTensorIds = []; - if (refTensors instanceof Tensor) { - oldTensorIds.push(refTensors.id); - } else if (Array.isArray(refTensors)) { - refTensors.forEach((t) => oldTensorIds.push(t.id)); - } else if (refTensors != null) { - for (const name in refTensors) { - const oldTensor = refTensors[name]; - oldTensorIds.push(oldTensor.id); - } - } - const tensorsToDispose = []; - if (tensors instanceof Tensor) { - if (oldTensorIds.indexOf(tensors.id) === -1) { - tensorsToDispose.push(tensors); - } - } else if (Array.isArray(tensors)) { - tensors.forEach((t) => { - if (oldTensorIds.indexOf(t.id) === -1) { - tensorsToDispose.push(t); - } - }); - } else if (tensors != null) { - for (const name in tensors) { - const tensor2 = tensors[name]; - if (oldTensorIds.indexOf(tensor2.id) === -1) { - tensorsToDispose.push(tensor2); - } - } - } - tensorsToDispose.forEach((t) => { - if (!t.isDisposed) { - t.dispose(); - } - }); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function isDataTensor(x) { - return x instanceof Tensor; - } - function isDataArray(x) { - return Array.isArray(x); - } - function isDataDict(x) { - return !isDataTensor(x) && !isDataArray(x); - } - function standardizeInputData(data2, names, shapes, checkBatchAxis = true, exceptionPrefix = "") { - if (names == null || names.length === 0) { - if (data2 != null) { - let gotUnexpectedData = false; - if (isDataArray(data2) && data2.length > 0) { - gotUnexpectedData = true; - } else if (isDataDict(data2)) { - for (const key in data2) { - if (data2.hasOwnProperty(key)) { - gotUnexpectedData = true; - break; - } - } - } else { - gotUnexpectedData = true; - } - if (gotUnexpectedData) { - throw new ValueError(`Error when checking model ${exceptionPrefix} expected no data, but got ${data2}`); - } - } - return []; - } - if (data2 == null) { - return names.map((name) => null); - } - let arrays; - if (isDataDict(data2)) { - data2 = data2; - arrays = []; - for (const name of names) { - if (data2[name] == null) { - throw new ValueError(`No data provided for "${name}". Need data for each key in: ${names}`); - } - arrays.push(data2[name]); - } - } else if (isDataArray(data2)) { - data2 = data2; - if (data2.length !== names.length) { - throw new ValueError(`Error when checking model ${exceptionPrefix}: the Array of Tensors that you are passing to your model is not the size the model expected. Expected to see ${names.length} Tensor(s), but instead got the following list of Tensor(s): ${data2}`); - } - arrays = data2; - } else { - data2 = data2; - if (names.length > 1) { - throw new ValueError(`The model ${exceptionPrefix} expects ${names.length} Tensor(s), but only received one Tensor. Found: Tensor with shape ${data2.shape}`); - } - arrays = [data2]; - } - arrays = ensureTensorsRank2OrHigher(arrays); - if (shapes != null) { - for (let i = 0; i < names.length; ++i) { - if (shapes[i] == null) { - continue; - } - const array2 = arrays[i]; - if (array2.shape.length !== shapes[i].length) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have ${shapes[i].length} dimension(s). but got array with shape ${array2.shape}`); - } - for (let j = 0; j < shapes[i].length; ++j) { - if (j === 0 && !checkBatchAxis) { - continue; - } - const dim = array2.shape[j]; - const refDim = shapes[i][j]; - if (refDim != null && refDim >= 0 && dim !== refDim) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have shape [${shapes[i]}], but got array with shape [${array2.shape}].`); - } - } - } - } - return arrays; - } - function checkArrayLengths(inputs, targets, weights) { - const setX = unique4(inputs.map((input2) => input2.shape[0])); - setX.sort(); - const setY = unique4(targets.map((target) => target.shape[0])); - setY.sort(); - if (setX.length > 1) { - throw new ValueError(`All input Tensors (x) should have the same number of samples. Got array shapes: ${JSON.stringify(inputs.map((input2) => input2.shape))}`); - } - if (setY.length > 1) { - throw new ValueError(`All target Tensors (y) should have the same number of samples. Got array shapes: ${JSON.stringify(targets.map((target) => target.shape))}`); - } - if (setX.length > 0 && setY.length > 0 && !util_exports.arraysEqual(setX, setY)) { - throw new ValueError(`Input Tensors should have the same number of samples as target Tensors. Found ${setX[0]} input sample(s) and ${setY[0]} target sample(s).`); - } - } - function checkLossAndTargetCompatibility(targets, lossFns, outputShapes) { - const keyLosses = [ - meanSquaredError2, - binaryCrossentropy, - categoricalCrossentropy - ]; - for (let i = 0; i < targets.length; ++i) { - const y = targets[i]; - const loss = lossFns[i]; - const shape = outputShapes[i]; - if (loss == null) { - continue; - } - if (loss === categoricalCrossentropy) { - if (y.shape[y.shape.length - 1] === 1) { - throw new ValueError(`You are passing a target array of shape ${y.shape} while using a loss 'categorical_crossentropy'. 'categorical_crossentropy'expects targets to be binary matrices (1s and 0s) of shape [samples, classes].`); - } - } - if (keyLosses.indexOf(loss) !== -1) { - const slicedYShape = y.shape.slice(1); - const slicedShape = shape.slice(1); - for (let j = 0; j < slicedYShape.length; ++j) { - const targetDim = slicedYShape[j]; - const outDim = slicedShape[j]; - if (outDim != null && targetDim !== outDim) { - throw new ValueError(`A target Tensor with shape ${y.shape} was passed for an output of shape ${shape}, while using a loss function that expects targets to have the same shape as the output.`); - } - } - } - } - } - function checkInputData(data2, names, shapes, checkBatchAxis = true, exceptionPrefix = "") { - let arrays; - if (Array.isArray(data2)) { - if (data2.length !== names.length) { - throw new ValueError(`Error when checking model ${exceptionPrefix}: the Array of Tensors that you are passing to your model is not the size the the model expected. Expected to see ${names.length} Tensor(s), but instead got ${data2.length} Tensors(s).`); - } - arrays = data2; - } else { - if (names.length > 1) { - throw new ValueError(`The model expects ${names.length} ${exceptionPrefix} Tensors, but only received one Tensor. Found: array with shape ${JSON.stringify(data2.shape)}.`); - } - arrays = [data2]; - } - if (shapes != null) { - for (let i = 0; i < names.length; ++i) { - if (shapes[i] == null) { - continue; - } - const array2 = arrays[i]; - if (array2.shape.length !== shapes[i].length) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have ${shapes[i].length} dimension(s), but got array with shape ${JSON.stringify(array2.shape)}`); - } - for (let j = 0; j < shapes[i].length; ++j) { - if (j === 0 && !checkBatchAxis) { - continue; - } - const dim = array2.shape[j]; - const refDim = shapes[i][j]; - if (refDim != null) { - if (refDim !== dim) { - throw new ValueError(`Error when checking ${exceptionPrefix}: expected ${names[i]} to have shape ${JSON.stringify(shapes[i])} but got array with shape ${JSON.stringify(array2.shape)}.`); - } - } - } - } - } - } - function collectMetrics(metrics2, outputNames) { - if (metrics2 == null || Array.isArray(metrics2) && metrics2.length === 0) { - return outputNames.map((name) => []); - } - let wrappedMetrics; - if (typeof metrics2 === "string" || typeof metrics2 === "function") { - wrappedMetrics = [metrics2]; - } else if (Array.isArray(metrics2) || typeof metrics2 === "object") { - wrappedMetrics = metrics2; - } else { - throw new TypeError(`Type of metrics argument not understood. Expected an string,function, Array, or Object, found: ${metrics2}`); - } - if (Array.isArray(wrappedMetrics)) { - return outputNames.map((name) => wrappedMetrics); - } else { - const nestedMetrics = []; - for (const name of outputNames) { - let outputMetrics = wrappedMetrics.hasOwnProperty(name) ? wrappedMetrics[name] : []; - if (!Array.isArray(outputMetrics)) { - outputMetrics = [outputMetrics]; - } - nestedMetrics.push(outputMetrics); - } - return nestedMetrics; - } - } - var LAYERS_MODEL_FORMAT_NAME = "layers-model"; - var LayersModel = class extends Container { - constructor(args) { - super(args); - this.isTraining = false; - } - summary(lineLength, positions, printFn = console.log) { - if (!this.built) { - throw new ValueError(`This model has never been called, thus its weights have not been created yet. So no summary can be displayed. Build the model first (e.g., by calling it on some test data).`); - } - printSummary(this, lineLength, positions, printFn); - } - compile(args) { - if (args.loss == null) { - args.loss = []; - } - this.loss = args.loss; - if (typeof args.optimizer === "string") { - this.optimizer_ = getOptimizer(args.optimizer); - this.isOptimizerOwned = true; - } else { - if (!(args.optimizer instanceof Optimizer)) { - throw new ValueError(`User-defined optimizer must be an instance of tf.Optimizer.`); - } - this.optimizer_ = args.optimizer; - this.isOptimizerOwned = false; - } - let lossFunctions = []; - if (!Array.isArray(args.loss) && typeof args.loss !== "string" && typeof args.loss !== "function") { - args.loss = args.loss; - for (const name in args.loss) { - if (this.outputNames.indexOf(name) === -1) { - throw new ValueError(`Unknown entry in loss dictionary: "${name}". Only expected the following keys: ${this.outputNames}`); - } - } - for (const name of this.outputNames) { - if (args.loss[name] == null) { - console.warn(`Output "${name}" is missing from loss dictionary. We assume this was done on purpose, and we will not be expecting data to be passed to ${name} during training`); - } - lossFunctions.push(get(args.loss[name])); - } - } else if (Array.isArray(args.loss)) { - if (args.loss.length !== this.outputs.length) { - throw new ValueError(`When passing an Array as loss, it should have one entry per model output. The model has ${this.outputs.length} output(s), but you passed loss=${args.loss}.`); - } - const theLosses = args.loss; - lossFunctions = theLosses.map((l) => get(l)); - } else { - const lossFunction = get(args.loss); - this.outputs.forEach((_) => { - lossFunctions.push(lossFunction); - }); - } - this.lossFunctions = lossFunctions; - this.feedOutputNames = []; - this.feedOutputShapes = []; - this.feedLossFns = []; - for (let i = 0; i < this.outputs.length; ++i) { - const shape = this.internalOutputShapes[i]; - const name = this.outputNames[i]; - this.feedOutputNames.push(name); - this.feedOutputShapes.push(shape); - this.feedLossFns.push(this.lossFunctions[i]); - } - const skipTargetIndices = []; - this.metrics = args.metrics; - this.metricsNames = ["loss"]; - this.metricsTensors = []; - nameScope("loss", () => { - for (let i = 0; i < this.outputs.length; ++i) { - if (skipTargetIndices.indexOf(i) !== -1) { - continue; - } - const weightedLoss = this.lossFunctions[i]; - if (this.outputs.length > 1) { - this.metricsTensors.push([weightedLoss, i]); - this.metricsNames.push(this.outputNames[i] + "_loss"); - } - } - }); - const nestedMetrics = collectMetrics(args.metrics, this.outputNames); - const appendMetric = (outputIndex, metricName, metricTensor) => { - if (this.outputNames.length > 1) { - metricName = this.outputNames[outputIndex] + "_" + metricName; - } - this.metricsNames.push(metricName); - this.metricsTensors.push([metricTensor, outputIndex]); - }; - nameScope("metric", () => { - for (let i = 0; i < this.outputs.length; ++i) { - if (skipTargetIndices.indexOf(i) !== -1) { - continue; - } - const outputMetrics = nestedMetrics[i]; - const handleMetrics = (metrics2) => { - const metricNamePrefix = ""; - let metricName; - let accFn; - let weightedMetricFn; - for (const metric of metrics2) { - if (typeof metric === "string" && ["accuracy", "acc", "crossentropy", "ce"].indexOf(metric) !== -1) { - const outputShape = this.internalOutputShapes[i]; - if (outputShape[outputShape.length - 1] === 1 || this.lossFunctions[i] === binaryCrossentropy) { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = binaryAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = binaryCrossentropy2; - } - } else if (this.lossFunctions[i] === sparseCategoricalCrossentropy) { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = sparseCategoricalAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = sparseCategoricalCrossentropy2; - } - } else { - if (["accuracy", "acc"].indexOf(metric) !== -1) { - accFn = categoricalAccuracy; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - accFn = categoricalCrossentropy2; - } - } - let suffix; - if (["accuracy", "acc"].indexOf(metric) !== -1) { - suffix = "acc"; - } else if (["crossentropy", "ce"].indexOf(metric) !== -1) { - suffix = "ce"; - } - weightedMetricFn = accFn; - metricName = metricNamePrefix + suffix; - } else { - const metricFn = get2(metric); - weightedMetricFn = metricFn; - metricName = metricNamePrefix + getLossOrMetricName(metric); - } - let metricResult; - nameScope(metricName, () => { - metricResult = weightedMetricFn; - }); - appendMetric(i, metricName, metricResult); - } - }; - handleMetrics(outputMetrics); - } - }); - this.collectedTrainableWeights = this.trainableWeights; - } - checkTrainableWeightsConsistency() { - if (this.collectedTrainableWeights == null) { - return; - } - if (this.trainableWeights.length !== this.collectedTrainableWeights.length) { - console.warn("Discrepancy between trainableweights and collected trainable weights. Did you set `model.trainable` without calling `model.compile()` afterwards?"); - } - } - evaluate(x, y, args = {}) { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - const checkBatchAxis = true; - const standardizedOuts = this.standardizeUserDataXY(x, y, checkBatchAxis, batchSize); - try { - const ins = standardizedOuts[0].concat(standardizedOuts[1]); - this.makeTestFunction(); - const f = this.testFunction; - const testOuts = this.testLoop(f, ins, batchSize, args.verbose, args.steps); - return singletonOrArray(testOuts); - } finally { - disposeNewTensors(standardizedOuts[0], x); - disposeNewTensors(standardizedOuts[1], y); - } - } - async evaluateDataset(dataset, args) { - this.makeTestFunction(); - return evaluateDataset(this, dataset, args); - } - checkNumSamples(ins, batchSize, steps, stepsName = "steps") { - let numSamples; - if (steps != null) { - numSamples = null; - if (batchSize != null) { - throw new ValueError(`If ${stepsName} is set, batchSize must be null or undefined.Got batchSize = ${batchSize}`); - } - } else if (ins != null) { - if (Array.isArray(ins)) { - numSamples = ins[0].shape[0]; - } else { - numSamples = ins.shape[0]; - } - } else { - throw new ValueError(`Either the input data should have a defined shape, or ${stepsName} shoud be specified.`); - } - return numSamples; - } - execute(inputs, outputs) { - if (Array.isArray(outputs) && outputs.length === 0) { - throw new ValueError("`outputs` is an empty Array, which is not allowed."); - } - const outputsIsArray = Array.isArray(outputs); - const outputNames = outputsIsArray ? outputs : [outputs]; - const outputSymbolicTensors = this.retrieveSymbolicTensors(outputNames); - const feedDict = new FeedDict(); - if (inputs instanceof Tensor) { - inputs = [inputs]; - } - if (Array.isArray(inputs)) { - if (inputs.length !== this.inputs.length) { - throw new ValueError(`The number of inputs provided (${inputs.length}) does not match the number of inputs of this model (${this.inputs.length}).`); - } - for (let i = 0; i < this.inputs.length; ++i) { - feedDict.add(this.inputs[i], inputs[i]); - } - } else { - for (const input2 of this.inputs) { - const tensorValue = inputs[input2.name]; - if (tensorValue == null) { - throw new ValueError(`No value is provided for the model's input ${input2.name}`); - } - feedDict.add(input2, tensorValue); - } - } - const executeOutputs = execute(outputSymbolicTensors, feedDict); - return outputsIsArray ? executeOutputs : executeOutputs[0]; - } - retrieveSymbolicTensors(symbolicTensorNames) { - const outputSymbolicTensors = pyListRepeat(null, symbolicTensorNames.length); - let outputsRemaining = symbolicTensorNames.length; - for (const layer of this.layers) { - const layerOutputs = Array.isArray(layer.output) ? layer.output : [layer.output]; - const layerOutputNames = layerOutputs.map((output) => output.name); - for (let i = 0; i < symbolicTensorNames.length; ++i) { - const index = layerOutputNames.indexOf(symbolicTensorNames[i]); - if (index !== -1) { - outputSymbolicTensors[i] = layerOutputs[index]; - outputsRemaining--; - } - if (outputsRemaining === 0) { - break; - } - } - if (outputsRemaining === 0) { - break; - } - } - if (outputsRemaining > 0) { - const remainingNames = []; - outputSymbolicTensors.forEach((tensor2, i) => { - if (tensor2 == null) { - remainingNames.push(symbolicTensorNames[i]); - } - }); - throw new ValueError(`Cannot find SymbolicTensors for output name(s): ${JSON.stringify(remainingNames)}`); - } - return outputSymbolicTensors; - } - predictLoop(ins, batchSize = 32, verbose = false) { - return tidy(() => { - const numSamples = this.checkNumSamples(ins); - if (verbose) { - throw new NotImplementedError("Verbose predictLoop() is not implemented yet."); - } - const batches = makeBatches(numSamples, batchSize); - const outsBatches = this.outputs.map((output) => []); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchOuts = tidy(() => { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const insBatch = sliceArrays(ins, batchStart, batchEnd); - const feeds = []; - if (Array.isArray(insBatch)) { - for (let i = 0; i < insBatch.length; ++i) { - feeds.push({key: this.inputs[i], value: insBatch[i]}); - } - } else { - feeds.push({key: this.inputs[0], value: insBatch}); - } - const feedDict = new FeedDict(feeds); - return execute(this.outputs, feedDict); - }); - batchOuts.forEach((batchOut, i) => outsBatches[i].push(batchOut)); - } - return singletonOrArray(outsBatches.map((batches2) => concat(batches2, 0))); - }); - } - predict(x, args = {}) { - const xsRank2OrHigher = ensureTensorsRank2OrHigher(x); - checkInputData(xsRank2OrHigher, this.inputNames, this.feedInputShapes, false); - try { - const batchSize = args.batchSize == null ? 32 : args.batchSize; - checkBatchSize(batchSize); - return this.predictLoop(xsRank2OrHigher, batchSize); - } finally { - disposeNewTensors(xsRank2OrHigher, x); - } - } - predictOnBatch(x) { - checkInputData(x, this.inputNames, this.feedInputShapes, true); - const batchSize = (Array.isArray(x) ? x[0] : x).shape[0]; - return this.predictLoop(x, batchSize); - } - standardizeUserDataXY(x, y, checkBatchAxis = true, batchSize) { - if (this.optimizer_ == null) { - throw new RuntimeError("You must compile a model before training/testing. Use LayersModel.compile(modelCompileArgs)."); - } - const outputShapes = []; - for (let i = 0; i < this.feedOutputShapes.length; ++i) { - const outputShape = this.feedOutputShapes[i]; - const lossFn = this.feedLossFns[i]; - if (lossFn === sparseCategoricalCrossentropy) { - outputShapes.push(outputShape.slice(0, outputShape.length - 1).concat([1])); - } else { - outputShapes.push(outputShape); - } - } - x = standardizeInputData(x, this.feedInputNames, this.feedInputShapes, false, "input"); - y = standardizeInputData(y, this.feedOutputNames, outputShapes, false, "target"); - checkArrayLengths(x, y, null); - checkLossAndTargetCompatibility(y, this.feedLossFns, this.feedOutputShapes); - if (this.stateful && batchSize != null && batchSize > 0) { - if (x[0].shape[0] % batchSize !== 0) { - throw new ValueError(`In a stateful network, you should only pass inputs with a number of samples that is divisible by the batch size ${batchSize}. Found: ${x[0].shape[0]} sample(s).`); - } - } - return [x, y]; - } - async standardizeUserData(x, y, sampleWeight, classWeight, checkBatchAxis = true, batchSize) { - const [standardXs, standardYs] = this.standardizeUserDataXY(x, y, checkBatchAxis, batchSize); - if (sampleWeight != null) { - throw new Error("sample weight is not supported yet."); - } - let standardSampleWeights = null; - if (classWeight != null) { - const classWeights = standardizeClassWeights(classWeight, this.outputNames); - standardSampleWeights = []; - for (let i = 0; i < classWeights.length; ++i) { - standardSampleWeights.push(await standardizeWeights(standardYs[i], null, classWeights[i])); - } - } - return [standardXs, standardYs, standardSampleWeights]; - } - testLoop(f, ins, batchSize, verbose = 0, steps) { - return tidy(() => { - const numSamples = this.checkNumSamples(ins, batchSize, steps, "steps"); - const outs = []; - if (verbose > 0) { - throw new NotImplementedError("Verbose mode is not implemented yet."); - } - if (steps != null) { - throw new NotImplementedError("steps mode in testLoop() is not implemented yet"); - } else { - const batches = makeBatches(numSamples, batchSize); - const indexArray = tensor1d(range5(0, numSamples)); - for (let batchIndex = 0; batchIndex < batches.length; ++batchIndex) { - const batchStart = batches[batchIndex][0]; - const batchEnd = batches[batchIndex][1]; - const batchIds = sliceAlongFirstAxis(indexArray, batchStart, batchEnd - batchStart); - const insBatch = sliceArraysByIndices(ins, batchIds); - const batchOuts = f(insBatch); - if (batchIndex === 0) { - for (let i = 0; i < batchOuts.length; ++i) { - outs.push(scalar(0)); - } - } - for (let i = 0; i < batchOuts.length; ++i) { - const batchOut = batchOuts[i]; - outs[i] = add2(outs[i], mul(batchEnd - batchStart, batchOut)); - } - } - for (let i = 0; i < outs.length; ++i) { - outs[i] = div(outs[i], numSamples); - } - } - return outs; - }); - } - getDedupedMetricsNames() { - const outLabels = this.metricsNames; - const dedupedOutLabels = []; - for (let i = 0; i < outLabels.length; ++i) { - const label = outLabels[i]; - let newLabel = label; - if (count(outLabels, label) > 1) { - const dupIndex = count(outLabels.slice(0, i), label); - newLabel += `_${dupIndex}`; - } - dedupedOutLabels.push(newLabel); - } - return dedupedOutLabels; - } - makeTrainFunction() { - return (data2) => { - const lossValues = []; - const inputs = data2.slice(0, this.inputs.length); - const targets = data2.slice(this.inputs.length, this.inputs.length + this.outputs.length); - const sampleWeights = data2.slice(this.inputs.length + this.outputs.length, this.inputs.length + this.outputs.length * 2); - const metricsValues = []; - const totalLossFunction = () => { - const feeds = []; - for (let i = 0; i < this.inputs.length; ++i) { - feeds.push({key: this.inputs[i], value: inputs[i]}); - } - const feedDict = new FeedDict(feeds); - const outputs = execute(this.outputs, feedDict, {training: true}); - let totalLoss; - for (let i = 0; i < this.lossFunctions.length; ++i) { - const lossFunction = this.lossFunctions[i]; - let loss = lossFunction(targets[i], outputs[i]); - if (sampleWeights[i] != null) { - loss = computeWeightedLoss2(loss, sampleWeights[i]); - } - const meanLoss = mean(loss); - lossValues.push(meanLoss); - if (i === 0) { - totalLoss = loss; - } else { - totalLoss = add2(totalLoss, loss); - } - } - for (let i = 0; i < this.metricsTensors.length; ++i) { - let weightedMetric; - if (this.outputs.length > 1 && i < this.outputs.length) { - weightedMetric = lossValues[i]; - } else { - const metric = this.metricsTensors[i][0]; - const outputIndex = this.metricsTensors[i][1]; - weightedMetric = mean(metric(targets[outputIndex], outputs[outputIndex])); - } - keep(weightedMetric); - metricsValues.push(weightedMetric); - } - totalLoss = mean(totalLoss); - this.calculateLosses().forEach((regularizerLoss) => { - totalLoss = add2(totalLoss, regularizerLoss); - }); - return totalLoss; - }; - const variables = this.collectedTrainableWeights.map((param) => param.read()); - const returnCost = true; - const totalLossValue = this.optimizer_.minimize(totalLossFunction, returnCost, variables); - return [totalLossValue].concat(metricsValues); - }; - } - makeTestFunction() { - this.testFunction = (data2) => { - return tidy(() => { - const valOutputs = []; - let totalLoss; - const inputs = data2.slice(0, this.inputs.length); - const targets = data2.slice(this.inputs.length, this.inputs.length + this.outputs.length); - const feeds = []; - for (let i = 0; i < this.inputs.length; ++i) { - feeds.push({key: this.inputs[i], value: inputs[i]}); - } - const feedDict = new FeedDict(feeds); - const outputs = execute(this.outputs, feedDict); - for (let i = 0; i < this.lossFunctions.length; ++i) { - const lossFunction = this.lossFunctions[i]; - const loss = mean(lossFunction(targets[i], outputs[i])); - if (i === 0) { - totalLoss = loss; - } else { - totalLoss = add2(totalLoss, loss); - } - valOutputs.push(totalLoss); - } - for (let i = 0; i < this.metricsTensors.length; ++i) { - const metric = this.metricsTensors[i][0]; - const outputIndex = this.metricsTensors[i][1]; - const meanMetric = mean(metric(targets[outputIndex], outputs[outputIndex])); - valOutputs.push(meanMetric); - } - return valOutputs; - }); - }; - } - async fit(x, y, args = {}) { - return fitTensors(this, x, y, args); - } - async fitDataset(dataset, args) { - return fitDataset(this, dataset, args); - } - async trainOnBatch(x, y) { - const standardizeOut = await this.standardizeUserData(x, y); - const inputs = standardizeOut[0]; - const targets = standardizeOut[1]; - const trainFunction = this.makeTrainFunction(); - const losses4 = trainFunction(inputs.concat(targets)); - const lossValues = []; - for (const loss of losses4) { - const v = await loss.data(); - lossValues.push(v[0]); - } - dispose(losses4); - return singletonOrArray(lossValues); - } - getNamedWeights(config3) { - const namedWeights = []; - const trainableOnly = config3 != null && config3.trainableOnly; - const weights = trainableOnly ? this.trainableWeights : this.weights; - const weightValues = this.getWeights(trainableOnly); - for (let i = 0; i < weights.length; ++i) { - if (trainableOnly && !weights[i].trainable) { - continue; - } - namedWeights.push({name: weights[i].originalName, tensor: weightValues[i]}); - } - return namedWeights; - } - set stopTraining(stop) { - this.stopTraining_ = stop; - } - get stopTraining() { - return this.stopTraining_; - } - get optimizer() { - return this.optimizer_; - } - set optimizer(optimizer) { - if (this.optimizer_ !== optimizer) { - this.optimizer_ = optimizer; - this.isOptimizerOwned = false; - } - } - dispose() { - const result = super.dispose(); - if (result.refCountAfterDispose === 0 && this.optimizer != null && this.isOptimizerOwned) { - const numTensorsBeforeOptmizerDisposal = memory().numTensors; - this.optimizer_.dispose(); - result.numDisposedVariables += numTensorsBeforeOptmizerDisposal - memory().numTensors; - } - return result; - } - getLossIdentifiers() { - let lossNames; - if (typeof this.loss === "string") { - lossNames = toSnakeCase(this.loss); - } else if (Array.isArray(this.loss)) { - for (const loss of this.loss) { - if (typeof loss !== "string") { - throw new Error("Serialization of non-string loss is not supported."); - } - } - lossNames = this.loss.map((name) => toSnakeCase(name)); - } else { - const outputNames = Object.keys(this.loss); - lossNames = {}; - const losses4 = this.loss; - for (const outputName of outputNames) { - if (typeof losses4[outputName] === "string") { - lossNames[outputName] = toSnakeCase(losses4[outputName]); - } else { - throw new Error("Serialization of non-string loss is not supported."); - } - } - } - return lossNames; - } - getMetricIdentifiers() { - if (typeof this.metrics === "string" || typeof this.metrics === "function") { - return [toSnakeCase(getLossOrMetricName(this.metrics))]; - } else if (Array.isArray(this.metrics)) { - return this.metrics.map((metric) => toSnakeCase(getLossOrMetricName(metric))); - } else { - const metricsIdentifiers = {}; - for (const key in this.metrics) { - metricsIdentifiers[key] = toSnakeCase(getLossOrMetricName(this.metrics[key])); - } - return metricsIdentifiers; - } - } - getTrainingConfig() { - return { - loss: this.getLossIdentifiers(), - metrics: this.getMetricIdentifiers(), - optimizer_config: { - class_name: this.optimizer.getClassName(), - config: this.optimizer.getConfig() - } - }; - } - loadTrainingConfig(trainingConfig) { - if (trainingConfig.weighted_metrics != null) { - throw new Error("Loading weight_metrics is not supported yet."); - } - if (trainingConfig.loss_weights != null) { - throw new Error("Loading loss_weights is not supported yet."); - } - if (trainingConfig.sample_weight_mode != null) { - throw new Error("Loading sample_weight_mode is not supported yet."); - } - const tsConfig = convertPythonicToTs(trainingConfig.optimizer_config); - const optimizer = deserialize(tsConfig); - let loss; - if (typeof trainingConfig.loss === "string") { - loss = toCamelCase(trainingConfig.loss); - } else if (Array.isArray(trainingConfig.loss)) { - loss = trainingConfig.loss.map((lossEntry) => toCamelCase(lossEntry)); - } else if (trainingConfig.loss != null) { - loss = {}; - for (const key in trainingConfig.loss) { - loss[key] = toCamelCase(trainingConfig.loss[key]); - } - } - let metrics2; - if (Array.isArray(trainingConfig.metrics)) { - metrics2 = trainingConfig.metrics.map((metric) => toCamelCase(metric)); - } else if (trainingConfig.metrics != null) { - metrics2 = {}; - for (const key in trainingConfig.metrics) { - metrics2[key] = toCamelCase(trainingConfig.metrics[key]); - } - } - this.compile({loss, metrics: metrics2, optimizer}); - } - async save(handlerOrURL, config3) { - if (typeof handlerOrURL === "string") { - const handlers = io_exports.getSaveHandlers(handlerOrURL); - if (handlers.length === 0) { - throw new ValueError(`Cannot find any save handlers for URL '${handlerOrURL}'`); - } else if (handlers.length > 1) { - throw new ValueError(`Found more than one (${handlers.length}) save handlers for URL '${handlerOrURL}'`); - } - handlerOrURL = handlers[0]; - } - if (handlerOrURL.save == null) { - throw new ValueError("LayersModel.save() cannot proceed because the IOHandler provided does not have the `save` attribute defined."); - } - const weightDataAndSpecs = await io_exports.encodeWeights(this.getNamedWeights(config3)); - const returnString = false; - const unusedArg = null; - const modelConfig = this.toJSON(unusedArg, returnString); - const modelArtifacts = { - modelTopology: modelConfig, - format: LAYERS_MODEL_FORMAT_NAME, - generatedBy: `TensorFlow.js tfjs-layers v${version10}`, - convertedBy: null - }; - const includeOptimizer = config3 == null ? false : config3.includeOptimizer; - if (includeOptimizer && this.optimizer != null) { - modelArtifacts.trainingConfig = this.getTrainingConfig(); - const weightType = "optimizer"; - const {data: optimizerWeightData, specs: optimizerWeightSpecs} = await io_exports.encodeWeights(await this.optimizer.getWeights(), weightType); - weightDataAndSpecs.specs.push(...optimizerWeightSpecs); - weightDataAndSpecs.data = io_exports.concatenateArrayBuffers([weightDataAndSpecs.data, optimizerWeightData]); - } - if (this.userDefinedMetadata != null) { - const checkSize = true; - checkUserDefinedMetadata(this.userDefinedMetadata, this.name, checkSize); - modelArtifacts.userDefinedMetadata = this.userDefinedMetadata; - } - modelArtifacts.weightData = weightDataAndSpecs.data; - modelArtifacts.weightSpecs = weightDataAndSpecs.specs; - return handlerOrURL.save(modelArtifacts); - } - setUserDefinedMetadata(userDefinedMetadata) { - checkUserDefinedMetadata(userDefinedMetadata, this.name); - this.userDefinedMetadata = userDefinedMetadata; - } - getUserDefinedMetadata() { - return this.userDefinedMetadata; - } - }; - LayersModel.className = "Model"; - serialization_exports.registerClass(LayersModel); - var Functional = class extends LayersModel { - }; - Functional.className = "Functional"; - serialization_exports.registerClass(Functional); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - async function modelFromJSON(modelAndWeightsConfig, customObjects) { - if (!("modelTopology" in modelAndWeightsConfig)) { - modelAndWeightsConfig = {modelTopology: modelAndWeightsConfig}; - } - modelAndWeightsConfig = modelAndWeightsConfig; - let modelTopology = modelAndWeightsConfig.modelTopology; - if (modelTopology["model_config"] != null) { - modelTopology = modelTopology["model_config"]; - } - const tsConfig = convertPythonicToTs(modelTopology); - const model22 = deserialize(tsConfig, customObjects); - if (modelAndWeightsConfig.weightsManifest != null) { - const weightValues = await io_exports.loadWeights(modelAndWeightsConfig.weightsManifest, modelAndWeightsConfig.pathPrefix, model22.weights.map((weight) => weight.originalName)); - const uniqueWeightValues = {}; - for (const weight of model22.weights) { - uniqueWeightValues[weight.originalName] = weightValues[weight.originalName]; - } - model22.loadWeights(uniqueWeightValues); - dispose(weightValues); - } - return model22; - } - async function loadLayersModelInternal(pathOrIOHandler, options) { - if (options == null) { - options = {}; - } - if (typeof pathOrIOHandler === "string") { - const handlers = io_exports.getLoadHandlers(pathOrIOHandler, options); - if (handlers.length === 0) { - handlers.push(io_exports.browserHTTPRequest(pathOrIOHandler, options)); - } else if (handlers.length > 1) { - throw new ValueError(`Found more than one (${handlers.length}) load handlers for URL '${pathOrIOHandler}'`); - } - pathOrIOHandler = handlers[0]; - } - return loadLayersModelFromIOHandler(pathOrIOHandler, void 0, options); - } - async function loadLayersModelFromIOHandler(handler, customObjects, options) { - if (options == null) { - options = {}; - } - if (handler.load == null) { - throw new ValueError("Cannot proceed with model loading because the IOHandler provided does not have the `load` method implemented."); - } - const artifacts = await handler.load(); - let modelTopology = artifacts.modelTopology; - if (modelTopology["model_config"] != null) { - modelTopology = modelTopology["model_config"]; - } - const strict = options.strict == null ? true : options.strict; - const fastWeightInit = artifacts.weightData != null && artifacts.weightSpecs != null && strict; - const model22 = deserialize(convertPythonicToTs(modelTopology), customObjects, fastWeightInit); - const trainingConfig = artifacts.trainingConfig; - if (trainingConfig != null) { - model22.loadTrainingConfig(trainingConfig); - } - if (artifacts.userDefinedMetadata != null) { - model22.setUserDefinedMetadata(artifacts.userDefinedMetadata); - } - if (artifacts.weightData != null) { - if (artifacts.weightSpecs == null) { - throw new ValueError("LayersModel artifacts contains weight data, but not weight specs. Therefore loading of weights cannot proceed."); - } - const {modelWeights, optimizerWeights} = decodeModelAndOptimizerWeights(artifacts.weightData, artifacts.weightSpecs); - model22.loadWeights(modelWeights, strict); - if (model22.optimizer != null && optimizerWeights.length > 0) { - await model22.optimizer.setWeights(optimizerWeights); - } - dispose(modelWeights); - dispose(optimizerWeights.map((w) => w.tensor)); - } - return model22; - } - function decodeModelAndOptimizerWeights(buffer2, specs) { - const name2Tensor = io_exports.decodeWeights(buffer2, specs); - const modelWeights = {}; - const optimizerWeights = []; - specs.forEach((spec) => { - if (spec.group === "optimizer") { - optimizerWeights.push({name: spec.name, tensor: name2Tensor[spec.name]}); - } else { - modelWeights[spec.name] = name2Tensor[spec.name]; - } - }); - return {modelWeights, optimizerWeights}; - } - var Sequential = class extends LayersModel { - constructor(args) { - super({inputs: [], outputs: []}); - args = args || {}; - this.trainable = true; - this.built = false; - this.name = args.name != null ? args.name : getUid("sequential_"); - if (args.layers != null) { - for (const layer of args.layers) { - this.add(layer); - } - } - } - checkShape(layer) { - const shape = layer.inboundNodes[0].outputTensors[0].shape; - if (shape.some((x) => x < 0)) { - throw new ValueError(`Negative dimension size caused by adding layer ${layer.name} with input shape [${layer.inboundNodes[0].inputTensors[0].shape}]`); - } - } - add(layer) { - const isLayerModelInstance = layer instanceof Sequential || layer instanceof LayersModel; - let modelLayer; - if (isLayerModelInstance) { - modelLayer = layer; - if (modelLayer.outputs.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - if (modelLayer.inputs.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single input tensor. For multi-input layers, use the functional API."); - } - } - if (this.outputs.length === 0) { - if (layer.inboundNodes.length === 0) { - if (layer.batchInputShape == null) { - throw new ValueError("The first layer in a Sequential model must get an `inputShape` or `batchInputShape` argument."); - } - const x = Input({ - batchShape: layer.batchInputShape, - dtype: layer.dtype, - name: layer.name + "_input" - }); - layer.apply(x); - } - if (isLayerModelInstance) { - this.outputs = modelLayer.outputs; - this.inputs = modelLayer.inputs; - } else { - if (layer.inboundNodes.length !== 1) { - throw new ValueError(`A layer added to a Sequential model must not already be connected somewhere else. LayersModel received layer ${layer.name} which has ${layer.inboundNodes.length} pre-existing inbound connections.`); - } - if (layer.inboundNodes[0].outputTensors.length !== 1) { - throw new ValueError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - this.checkShape(layer); - this.outputs = [layer.inboundNodes[0].outputTensors[0]]; - this.inputs = getSourceInputs(this.outputs[0]); - } - this.inboundNodes = []; - new Node({ - outboundLayer: this, - inboundLayers: [], - nodeIndices: [], - tensorIndices: [], - inputTensors: this.inputs, - outputTensors: this.outputs, - inputMasks: pyListRepeat(null, this.inputs.length), - outputMasks: [null], - inputShapes: this.inputs.map((x) => x.shape), - outputShapes: this.outputs[0].shape - }); - } else { - const outputTensor = layer.apply(this.outputs[0]); - if (Array.isArray(outputTensor)) { - throw new TypeError("All layers in a Sequential model should have a single output tensor. For multi-output layers, use the functional API."); - } - this.checkShape(layer); - this.outputs = [outputTensor]; - this.inboundNodes[0].outputTensors = this.outputs; - this.inboundNodes[0].outputShapes = [this.outputs[0].shape]; - } - this.layers.push(layer); - this.built = false; - } - pop() { - if (this.layers.length === 0) { - throw new TypeError("There are no layers in the model."); - } - this.layers.pop(); - if (this.layers.length === 0) { - this.outputs = []; - this.inboundNodes = []; - this.outboundNodes = []; - } else { - const lastLayerIndex = this.layers.length - 1; - this.layers[lastLayerIndex].outboundNodes = []; - this.outputs = [this.layers[lastLayerIndex].output]; - this.inboundNodes[0].outputTensors = this.outputs; - this.inboundNodes[0].outputShapes = [this.outputs[0].shape]; - } - } - call(inputs, kwargs) { - if (this.model == null) { - this.build(); - } - return this.model.call(inputs, kwargs); - } - build(inputShape) { - getExactlyOneShape(inputShape); - if (this.inputs.length === 0 || this.outputs.length === 0) { - throw new TypeError("Sequential model cannot be built: model is empty. Add some layers first."); - } - this.model = new LayersModel({ - inputs: this.inputs, - outputs: this.outputs[0], - name: this.name + "_model" - }); - this.model.trainable = this.trainable; - this.supportsMasking = this.model.supportsMasking; - this.inputLayers = this.model.inputLayers; - this.inputLayersNodeIndices = this.model.inputLayersNodeIndices; - this.inputLayersTensorIndices = this.model.inputLayersTensorIndices; - this.outputLayers = this.model.outputLayers; - this.outputLayersNodeIndices = this.model.outputLayersNodeIndices; - this.outputLayersTensorIndices = this.model.outputLayersTensorIndices; - this.nodesByDepth = this.model.nodesByDepth; - this.containerNodes = this.model.containerNodes; - this.outputNames = this.model.outputNames; - this.inputNames = this.model.inputNames; - this.built = true; - } - countParams() { - if (!this.built) { - this.build(); - } - return super.countParams(); - } - summary(lineLength, positions, printFn = console.log) { - if (!this.built) { - this.build(); - } - super.summary(lineLength, positions, printFn); - } - setWeights(weights) { - if (this.model == null) { - this.build(); - } - this.model.setWeights(weights); - } - evaluate(x, y, args = {}) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.evaluate(x, y, args); - } - async evaluateDataset(dataset, args) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.evaluateDataset(dataset, args); - } - predict(x, args = {}) { - if (this.model == null) { - this.build(); - } - return this.model.predict(x, args); - } - predictOnBatch(x) { - if (this.model == null) { - this.build(); - } - return this.model.predictOnBatch(x); - } - compile(args) { - this.build(); - this.model.compile(args); - this.optimizer_ = this.model.optimizer; - this.isOptimizerOwned = this.model.isOptimizerOwned; - this.loss = this.model.loss; - this.metrics = this.model.metrics; - this.metricsTensors = this.model.metricsTensors; - this.metricsNames = this.model.metricsNames; - } - get optimizer() { - return this.model == null ? void 0 : this.model.optimizer; - } - set optimizer(optimizer) { - this.model.optimizer = optimizer; - } - async fit(x, y, args = {}) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.fit(x, y, args); - } - async fitDataset(dataset, args) { - if (!this.built) { - throw new RuntimeError("The model needs to be compiled before being used."); - } - return this.model.fitDataset(dataset, args); - } - async trainOnBatch(x, y) { - return this.model.trainOnBatch(x, y); - } - static fromConfig(cls, config3, customObjects = {}, fastWeightInit = false) { - let configArray; - let extraModelConfig = {}; - if (config3 instanceof Array) { - if (!(config3[0].className != null) || config3[0]["className"] === "Merge") { - throw new ValueError("Legacy serialization format not supported yet."); - } - configArray = config3; - } else { - util_exports.assert(config3["layers"] != null, () => `When the config data for a Sequential model is not an Array, it must be an Object that contains the 'layers' field.`); - configArray = config3["layers"]; - delete config3["layers"]; - extraModelConfig = config3; - } - const model22 = new cls(extraModelConfig); - if (!(model22 instanceof Sequential)) { - throw new NotImplementedError(`Sequential.fromConfig called on non-Sequential input: ${model22}`); - } - for (const conf of configArray) { - const customObjects2 = void 0; - const layer = deserialize(conf, customObjects2, fastWeightInit); - if (fastWeightInit) { - layer.setFastWeightInitDuringBuild(true); - } - model22.add(layer); - } - return model22; - } - set stopTraining(stop) { - if (this.model == null) { - throw new ValueError("Cannot set the stopTraining property of a sequential model before it is compiled."); - } - this.model.stopTraining = stop; - } - get stopTraining() { - if (this.model == null) { - throw new ValueError("Cannot get the stopTraining property of a sequential model before it is compiled."); - } - return this.model.stopTraining; - } - getConfig() { - const layers = []; - for (const layer of this.layers) { - const dict = {}; - dict["className"] = layer.getClassName(); - dict["config"] = layer.getConfig(); - layers.push(dict); - } - return {name: this.name, layers}; - } - }; - Sequential.className = "Sequential"; - serialization_exports.registerClass(Sequential); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function model(args) { - return new LayersModel(args); - } - function sequential(config3) { - return new Sequential(config3); - } - function loadLayersModel(pathOrIOHandler, options) { - if (options == null) { - options = {}; - } - return loadLayersModelInternal(pathOrIOHandler, options); - } - function input(config3) { - return Input(config3); - } - function registerCallbackConstructor(verbosityLevel, callbackConstructor) { - CallbackConstructorRegistry.registerCallbackConstructor(verbosityLevel, callbackConstructor); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Activation = class extends serialization_exports.Serializable { - getConfig() { - return {}; - } - }; - var Elu2 = class extends Activation { - apply(x, alpha = 1) { - return elu4(x, alpha); - } - }; - Elu2.className = "elu"; - serialization_exports.registerClass(Elu2); - var Selu2 = class extends Activation { - apply(x) { - return selu(x); - } - }; - Selu2.className = "selu"; - serialization_exports.registerClass(Selu2); - var Relu2 = class extends Activation { - apply(x) { - return relu(x); - } - }; - Relu2.className = "relu"; - serialization_exports.registerClass(Relu2); - var Relu62 = class extends Activation { - apply(x) { - return tidy(() => minimum(6, relu(x))); - } - }; - Relu62.className = "relu6"; - serialization_exports.registerClass(Relu62); - var Linear = class extends Activation { - apply(x) { - return x; - } - }; - Linear.className = "linear"; - serialization_exports.registerClass(Linear); - var Sigmoid2 = class extends Activation { - apply(x) { - return sigmoid(x); - } - }; - Sigmoid2.className = "sigmoid"; - serialization_exports.registerClass(Sigmoid2); - var HardSigmoid = class extends Activation { - apply(x) { - return hardSigmoid(x); - } - }; - HardSigmoid.className = "hardSigmoid"; - serialization_exports.registerClass(HardSigmoid); - var Softplus2 = class extends Activation { - apply(x) { - return softplus(x); - } - }; - Softplus2.className = "softplus"; - serialization_exports.registerClass(Softplus2); - var Softsign = class extends Activation { - apply(x) { - return softsign(x); - } - }; - Softsign.className = "softsign"; - serialization_exports.registerClass(Softsign); - var Tanh2 = class extends Activation { - apply(x) { - return tanh2(x); - } - }; - Tanh2.className = "tanh"; - serialization_exports.registerClass(Tanh2); - var Softmax2 = class extends Activation { - apply(x, axis = -1) { - return softmax(x, axis); - } - }; - Softmax2.className = "softmax"; - serialization_exports.registerClass(Softmax2); - var LogSoftmax2 = class extends Activation { - apply(x, axis = -1) { - return logSoftmax(x, axis); - } - }; - LogSoftmax2.className = "logSoftmax"; - serialization_exports.registerClass(LogSoftmax2); - var Swish = class extends Activation { - apply(x, alpha = 1) { - return tidy(() => sigmoid(x.mul(alpha)).mul(x)); - } - }; - Swish.className = "swish"; - serialization_exports.registerClass(Swish); - function serializeActivation(activation2) { - return activation2.getClassName(); - } - function deserializeActivation(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "activation"); - } - function getActivation(identifier) { - if (identifier == null) { - const config3 = {}; - config3["className"] = "linear"; - config3["config"] = {}; - return deserializeActivation(config3); - } - if (typeof identifier === "string") { - const config3 = {}; - config3["className"] = identifier; - config3["config"] = {}; - return deserializeActivation(config3); - } else if (identifier instanceof Activation) { - return identifier; - } else { - return deserializeActivation(identifier); - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function assertObjectArgs(args) { - if (args != null && typeof args !== "object") { - throw new Error(`Argument to L1L2 regularizer's constructor is expected to be an object, but received: ${args}`); - } - } - var Regularizer = class extends serialization_exports.Serializable { - }; - var L1L2 = class extends Regularizer { - constructor(args) { - super(); - assertObjectArgs(args); - this.l1 = args == null || args.l1 == null ? 0.01 : args.l1; - this.l2 = args == null || args.l2 == null ? 0.01 : args.l2; - this.hasL1 = this.l1 !== 0; - this.hasL2 = this.l2 !== 0; - } - apply(x) { - return tidy(() => { - let regularization = zeros([1]); - if (this.hasL1) { - regularization = add2(regularization, sum2(mul(this.l1, abs(x)))); - } - if (this.hasL2) { - regularization = add2(regularization, sum2(mul(this.l2, square3(x)))); - } - return regularization.asScalar(); - }); - } - getConfig() { - return {l1: this.l1, l2: this.l2}; - } - static fromConfig(cls, config3) { - return new cls({l1: config3["l1"], l2: config3["l2"]}); - } - }; - L1L2.className = "L1L2"; - serialization_exports.registerClass(L1L2); - function l1(args) { - assertObjectArgs(args); - return new L1L2({l1: args != null ? args.l1 : null, l2: 0}); - } - function l2(args) { - assertObjectArgs(args); - return new L1L2({l2: args != null ? args.l2 : null, l1: 0}); - } - var REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP = { - l1l2: "L1L2" - }; - function serializeRegularizer(constraint) { - return serializeKerasObject(constraint); - } - function deserializeRegularizer(config3, customObjects = {}) { - return deserializeKerasObject(config3, serialization_exports.SerializationMap.getMap().classNameMap, customObjects, "regularizer"); - } - function getRegularizer(identifier) { - if (identifier == null) { - return null; - } - if (typeof identifier === "string") { - const className = identifier in REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP ? REGULARIZER_IDENTIFIER_REGISTRY_SYMBOL_MAP[identifier] : identifier; - const config3 = {className, config: {}}; - return deserializeRegularizer(config3); - } else if (identifier instanceof Regularizer) { - return identifier; - } else { - return deserializeRegularizer(identifier); - } - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var ReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.supportsMasking = true; - if (args != null) { - this.maxValue = args.maxValue; - } - } - call(inputs, kwargs) { - inputs = getExactlyOneTensor(inputs); - let output = relu(inputs); - if (this.maxValue != null) { - output = clipByValue(output, 0, this.maxValue); - } - return output; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {maxValue: this.maxValue}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - ReLU.className = "ReLU"; - serialization_exports.registerClass(ReLU); - var LeakyReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA = 0.3; - if (args == null) { - args = {}; - } - this.alpha = args.alpha == null ? this.DEFAULT_ALPHA : args.alpha; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return leakyRelu(x, this.alpha); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {alpha: this.alpha}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - LeakyReLU.className = "LeakyReLU"; - serialization_exports.registerClass(LeakyReLU); - var PReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA_INITIALIZER = "zeros"; - if (args == null) { - args = {}; - } - this.supportsMasking = true; - this.alphaInitializer = getInitializer(args.alphaInitializer || this.DEFAULT_ALPHA_INITIALIZER); - this.alphaRegularizer = getRegularizer(args.alphaRegularizer); - this.alphaConstraint = getConstraint(args.alphaConstraint); - if (args.sharedAxes == null) { - this.sharedAxes = null; - } else if (Array.isArray(args.sharedAxes)) { - this.sharedAxes = args.sharedAxes; - } else if (typeof args.sharedAxes === "number") { - this.sharedAxes = [args.sharedAxes]; - } else { - throw new ValueError(`Expected sharedAxes to be a number or an array of numbers, but got ${args.sharedAxes}`); - } - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const paramShape = inputShape.slice(1); - if (this.sharedAxes != null) { - for (const i of this.sharedAxes) { - paramShape[i - 1] = 1; - } - } - this.alpha = this.addWeight("alpha", paramShape, "float32", this.alphaInitializer, this.alphaRegularizer, true, this.alphaConstraint); - const axes = {}; - if (this.sharedAxes != null) { - for (let i = 1; i < inputShape.length; ++i) { - axes[i] = inputShape[i]; - } - } - this.inputSpec = [new InputSpec({ - ndim: inputShape.length, - axes - })]; - this.built = true; - } - call(inputs, kwargs) { - inputs = getExactlyOneTensor(inputs); - return prelu(inputs, this.alpha.read()); - } - getConfig() { - const config3 = { - alphaInitializer: serializeInitializer(this.alphaInitializer), - alphaRegularizer: serializeRegularizer(this.alphaRegularizer), - alphaConstraint: serializeConstraint(this.alphaConstraint), - sharedAxes: this.sharedAxes - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - PReLU.className = "PReLU"; - serialization_exports.registerClass(PReLU); - var ELU4 = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_ALPHA = 1; - if (args == null) { - args = {}; - } - if (args.alpha != null && args.alpha !== this.DEFAULT_ALPHA) { - throw new NotImplementedError(`Non-default alpha value (${args.alpha}) is not supported by the ELU layer yet.`); - } - this.alpha = args.alpha == null ? this.DEFAULT_ALPHA : args.alpha; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return elu(x); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {alpha: this.alpha}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - ELU4.className = "ELU"; - serialization_exports.registerClass(ELU4); - var ThresholdedReLU = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_THETA = 1; - if (args == null) { - args = {}; - } - this.theta = args.theta == null ? this.DEFAULT_THETA : args.theta; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return x.mul(cast5(x.greater(this.theta), "float32")); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {theta: this.theta}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - ThresholdedReLU.className = "ThresholdedReLU"; - serialization_exports.registerClass(ThresholdedReLU); - var Softmax3 = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.DEFAULT_AXIS = 1; - if (args == null) { - args = {}; - } - this.softmax = new Softmax2().apply; - this.axis = args.axis == null ? this.DEFAULT_AXIS : args.axis; - } - call(inputs, kwargs) { - const x = getExactlyOneTensor(inputs); - return this.softmax(x, this.axis); - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const config3 = {axis: this.axis}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Softmax3.className = "Softmax"; - serialization_exports.registerClass(Softmax3); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function normalizeArray(value, n, name) { - if (typeof value === "number") { - return pyListRepeat(value, n); - } else { - if (value.length !== n) { - throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${value.length} elements.`); - } - for (let i = 0; i < n; ++i) { - const singleValue = value[i]; - if (!isInteger(singleValue)) { - throw new ValueError(`The ${name} argument must be an integer or tuple of ${n} integers. Received: ${JSON.stringify(value)} including a non-integer number ${singleValue}`); - } - } - return value; - } - } - function convOutputLength(inputLength, filterSize, padding, stride, dilation = 1) { - if (inputLength == null) { - return inputLength; - } - const dilatedFilterSize = filterSize + (filterSize - 1) * (dilation - 1); - let outputLength; - if (padding === "same") { - outputLength = inputLength; - } else { - outputLength = inputLength - dilatedFilterSize + 1; - } - return Math.floor((outputLength + stride - 1) / stride); - } - function deconvLength(dimSize, strideSize, kernelSize, padding) { - if (dimSize == null) { - return null; - } - if (padding === "valid") { - dimSize = dimSize * strideSize + max5([kernelSize - strideSize, 0]); - } else if (padding === "same") { - dimSize = dimSize * strideSize; - } else { - throw new ValueError(`Unsupport padding mode: ${padding}.`); - } - return dimSize; - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function preprocessConv2DInput(x, dataFormat) { - return tidy(() => { - checkDataFormat(dataFormat); - if (dataFormat === "channelsFirst") { - return transpose(x, [0, 2, 3, 1]); - } else { - return x; - } - }); - } - function preprocessConv3DInput(x, dataFormat) { - return tidy(() => { - checkDataFormat(dataFormat); - if (dataFormat === "channelsFirst") { - return transpose(x, [0, 2, 3, 4, 1]); - } else { - return x; - } - }); - } - function conv1dWithBias(x, kernel, bias, strides = 1, padding = "valid", dataFormat, dilationRate = 1) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.shape.length !== 3) { - throw new ValueError(`The input of a conv1dWithBias operation should be 3, but is ${x.shape.length} instead.`); - } - if (kernel.shape.length !== 3) { - throw new ValueError(`The kernel for a conv1dWithBias operation should be 3, but is ${kernel.shape.length} instead`); - } - if (bias != null && bias.shape.length !== 1) { - throw new ValueError(`The bias for a conv1dWithBias operation should be 1, but is ${kernel.shape.length} instead`); - } - if (dataFormat === "channelsFirst") { - x = transpose(x, [0, 2, 1]); - } - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet."); - } - let y = conv1d(x, kernel, strides, padding === "same" ? "same" : "valid", "NWC", dilationRate); - if (bias != null) { - y = biasAdd(y, bias); - } - return y; - }); - } - function conv2dWithBiasActivation(x, kernel, bias, strides = [1, 1], padding = "valid", dataFormat, dilationRate, activation2 = null) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.rank !== 3 && x.rank !== 4) { - throw new ValueError(`conv2dWithBiasActivation expects input to be of rank 3 or 4, but received ${x.rank}.`); - } - if (kernel.rank !== 3 && kernel.rank !== 4) { - throw new ValueError(`conv2dWithBiasActivation expects kernel to be of rank 3 or 4, but received ${x.rank}.`); - } - let y = preprocessConv2DInput(x, dataFormat); - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet."); - } - y = fused_ops_exports.conv2d({ - x: y, - filter: kernel, - strides, - pad: padding === "same" ? "same" : "valid", - dilations: dilationRate, - dataFormat: "NHWC", - bias, - activation: activation2 - }); - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); - } - function conv3dWithBias(x, kernel, bias, strides = [1, 1, 1], padding = "valid", dataFormat, dilationRate) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - if (x.rank !== 4 && x.rank !== 5) { - throw new ValueError(`conv3dWithBias expects input to be of rank 4 or 5, but received ${x.rank}.`); - } - if (kernel.rank !== 4 && kernel.rank !== 5) { - throw new ValueError(`conv3dWithBias expects kernel to be of rank 4 or 5, but received ${x.rank}.`); - } - let y = preprocessConv3DInput(x, dataFormat); - if (padding === "causal") { - throw new NotImplementedError("The support for CAUSAL padding mode in conv3dWithBias is not implemented yet."); - } - y = conv3d(y, kernel, strides, padding === "same" ? "same" : "valid", "NDHWC", dilationRate); - if (bias != null) { - y = biasAdd(y, bias); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 4, 1, 2, 3]); - } - return y; - }); - } - var BaseConv = class extends Layer { - constructor(rank, args) { - super(args); - this.bias = null; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - BaseConv.verifyArgs(args); - this.rank = rank; - assertPositiveInteger(this.rank, "rank"); - if (this.rank !== 1 && this.rank !== 2 && this.rank !== 3) { - throw new NotImplementedError(`Convolution layer for rank other than 1, 2, or 3 (${this.rank}) is not implemented yet.`); - } - this.kernelSize = normalizeArray(args.kernelSize, rank, "kernelSize"); - this.strides = normalizeArray(args.strides == null ? 1 : args.strides, rank, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - checkPaddingMode(this.padding); - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.activation = getActivation(args.activation); - this.useBias = args.useBias == null ? true : args.useBias; - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.biasConstraint = getConstraint(args.biasConstraint); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.dilationRate = normalizeArray(args.dilationRate == null ? 1 : args.dilationRate, rank, "dilationRate"); - if (this.rank === 1 && (Array.isArray(this.dilationRate) && this.dilationRate.length !== 1)) { - throw new ValueError(`dilationRate must be a number or an array of a single number for 1D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } else if (this.rank === 2) { - if (typeof this.dilationRate === "number") { - this.dilationRate = [this.dilationRate, this.dilationRate]; - } else if (this.dilationRate.length !== 2) { - throw new ValueError(`dilationRate must be a number or array of two numbers for 2D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } - } else if (this.rank === 3) { - if (typeof this.dilationRate === "number") { - this.dilationRate = [this.dilationRate, this.dilationRate, this.dilationRate]; - } else if (this.dilationRate.length !== 3) { - throw new ValueError(`dilationRate must be a number or array of three numbers for 3D convolution, but received ${JSON.stringify(this.dilationRate)}`); - } - } - } - static verifyArgs(args) { - assert2("kernelSize" in args, `required key 'kernelSize' not in config`); - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 3)) { - throw new ValueError(`BaseConv expects config.kernelSize to be number or number[] with length 1, 2, or 3, but received ${JSON.stringify(args.kernelSize)}.`); - } - } - getConfig() { - const config3 = { - kernelSize: this.kernelSize, - strides: this.strides, - padding: this.padding, - dataFormat: this.dataFormat, - dilationRate: this.dilationRate, - activation: serializeActivation(this.activation), - useBias: this.useBias, - biasInitializer: serializeInitializer(this.biasInitializer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - biasConstraint: serializeConstraint(this.biasConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - var Conv = class extends BaseConv { - constructor(rank, args) { - super(rank, args); - this.kernel = null; - Conv.verifyArgs(args); - this.filters = args.filters; - assertPositiveInteger(this.filters, "filters"); - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError(`The channel dimension of the input should be defined. Found ${inputShape[channelAxis]}`); - } - const inputDim = inputShape[channelAxis]; - const kernelShape = this.kernelSize.concat([inputDim, this.filters]); - this.kernel = this.addWeight("kernel", kernelShape, null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.inputSpec = [{ndim: this.rank + 2, axes: {[channelAxis]: inputDim}}]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let outputs; - const biasValue = this.bias == null ? null : this.bias.read(); - const fusedActivationName = mapActivationToFusedKernel(this.activation.getClassName()); - if (fusedActivationName != null && this.rank === 2) { - outputs = conv2dWithBiasActivation(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate, fusedActivationName); - } else { - if (this.rank === 1) { - outputs = conv1dWithBias(inputs, this.kernel.read(), biasValue, this.strides[0], this.padding, this.dataFormat, this.dilationRate[0]); - } else if (this.rank === 2) { - outputs = conv2dWithBiasActivation(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate); - } else if (this.rank === 3) { - outputs = conv3dWithBias(inputs, this.kernel.read(), biasValue, this.strides, this.padding, this.dataFormat, this.dilationRate); - } else { - throw new NotImplementedError("convolutions greater than 3D are not implemented yet."); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const newSpace = []; - const space = this.dataFormat === "channelsLast" ? inputShape.slice(1, inputShape.length - 1) : inputShape.slice(2); - for (let i = 0; i < space.length; ++i) { - const newDim = convOutputLength(space[i], this.kernelSize[i], this.padding, this.strides[i], typeof this.dilationRate === "number" ? this.dilationRate : this.dilationRate[i]); - newSpace.push(newDim); - } - let outputShape = [inputShape[0]]; - if (this.dataFormat === "channelsLast") { - outputShape = outputShape.concat(newSpace); - outputShape.push(this.filters); - } else { - outputShape.push(this.filters); - outputShape = outputShape.concat(newSpace); - } - return outputShape; - } - getConfig() { - const config3 = { - filters: this.filters, - kernelInitializer: serializeInitializer(this.kernelInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - static verifyArgs(args) { - if (!("filters" in args) || typeof args.filters !== "number" || args.filters < 1) { - throw new ValueError(`Convolution layer expected config.filters to be a 'number' > 0 but got ${JSON.stringify(args.filters)}`); - } - } - }; - var Conv2D2 = class extends Conv { - constructor(args) { - super(2, args); - Conv2D2.verifyArgs(args); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 2)) { - throw new ValueError(`Conv2D expects config.kernelSize to be number or number[] with length 1 or 2, but received ${JSON.stringify(args.kernelSize)}.`); - } - } - }; - Conv2D2.className = "Conv2D"; - serialization_exports.registerClass(Conv2D2); - var Conv3D2 = class extends Conv { - constructor(args) { - super(3, args); - Conv3D2.verifyArgs(args); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number") { - if (!(Array.isArray(args.kernelSize) && (args.kernelSize.length === 1 || args.kernelSize.length === 3))) { - throw new ValueError(`Conv3D expects config.kernelSize to be number or [number, number, number], but received ${JSON.stringify(args.kernelSize)}.`); - } - } - } - }; - Conv3D2.className = "Conv3D"; - serialization_exports.registerClass(Conv3D2); - var Conv2DTranspose = class extends Conv2D2 { - constructor(args) { - super(args); - this.inputSpec = [new InputSpec({ndim: 4})]; - if (this.padding !== "same" && this.padding !== "valid") { - throw new ValueError(`Conv2DTranspose currently supports only padding modes 'same' and 'valid', but received padding mode ${this.padding}`); - } - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length !== 4) { - throw new ValueError("Input should have rank 4; Received input shape: " + JSON.stringify(inputShape)); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError("The channel dimension of the inputs should be defined. Found `None`."); - } - const inputDim = inputShape[channelAxis]; - const kernelShape = this.kernelSize.concat([this.filters, inputDim]); - this.kernel = this.addWeight("kernel", kernelShape, "float32", this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], "float32", this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.inputSpec = [new InputSpec({ndim: 4, axes: {[channelAxis]: inputDim}})]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - let input2 = getExactlyOneTensor(inputs); - if (input2.shape.length !== 4) { - throw new ValueError(`Conv2DTranspose.call() expects input tensor to be rank-4, but received a tensor of rank-${input2.shape.length}`); - } - const inputShape = input2.shape; - const batchSize = inputShape[0]; - let hAxis; - let wAxis; - if (this.dataFormat === "channelsFirst") { - hAxis = 2; - wAxis = 3; - } else { - hAxis = 1; - wAxis = 2; - } - const height = inputShape[hAxis]; - const width = inputShape[wAxis]; - const kernelH = this.kernelSize[0]; - const kernelW = this.kernelSize[1]; - const strideH = this.strides[0]; - const strideW = this.strides[1]; - const outHeight = deconvLength(height, strideH, kernelH, this.padding); - const outWidth = deconvLength(width, strideW, kernelW, this.padding); - const outputShape = [batchSize, outHeight, outWidth, this.filters]; - if (this.dataFormat !== "channelsLast") { - input2 = transpose(input2, [0, 2, 3, 1]); - } - let outputs = conv2dTranspose(input2, this.kernel.read(), outputShape, this.strides, this.padding); - if (this.dataFormat !== "channelsLast") { - outputs = transpose(outputs, [0, 3, 1, 2]); - } - if (this.bias != null) { - outputs = biasAdd(outputs, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - let channelAxis; - let heightAxis; - let widthAxis; - if (this.dataFormat === "channelsFirst") { - channelAxis = 1; - heightAxis = 2; - widthAxis = 3; - } else { - channelAxis = 3; - heightAxis = 1; - widthAxis = 2; - } - const kernelH = this.kernelSize[0]; - const kernelW = this.kernelSize[1]; - const strideH = this.strides[0]; - const strideW = this.strides[1]; - outputShape[channelAxis] = this.filters; - outputShape[heightAxis] = deconvLength(outputShape[heightAxis], strideH, kernelH, this.padding); - outputShape[widthAxis] = deconvLength(outputShape[widthAxis], strideW, kernelW, this.padding); - return outputShape; - } - getConfig() { - const config3 = super.getConfig(); - delete config3["dilationRate"]; - return config3; - } - }; - Conv2DTranspose.className = "Conv2DTranspose"; - serialization_exports.registerClass(Conv2DTranspose); - var SeparableConv = class extends Conv { - constructor(rank, config3) { - super(rank, config3); - this.DEFAULT_DEPTHWISE_INITIALIZER = "glorotUniform"; - this.DEFAULT_POINTWISE_INITIALIZER = "glorotUniform"; - this.depthwiseKernel = null; - this.pointwiseKernel = null; - if (config3.filters == null) { - throw new ValueError("The `filters` configuration field is required by SeparableConv, but is unspecified."); - } - if (config3.kernelInitializer != null || config3.kernelRegularizer != null || config3.kernelConstraint != null) { - throw new ValueError("Fields kernelInitializer, kernelRegularizer and kernelConstraint are invalid for SeparableConv2D. Use depthwiseInitializer, depthwiseRegularizer, depthwiseConstraint, pointwiseInitializer, pointwiseRegularizer and pointwiseConstraint instead."); - } - if (config3.padding != null && config3.padding !== "same" && config3.padding !== "valid") { - throw new ValueError(`SeparableConv${this.rank}D supports only padding modes: 'same' and 'valid', but received ${JSON.stringify(config3.padding)}`); - } - this.depthMultiplier = config3.depthMultiplier == null ? 1 : config3.depthMultiplier; - this.depthwiseInitializer = getInitializer(config3.depthwiseInitializer || this.DEFAULT_DEPTHWISE_INITIALIZER); - this.depthwiseRegularizer = getRegularizer(config3.depthwiseRegularizer); - this.depthwiseConstraint = getConstraint(config3.depthwiseConstraint); - this.pointwiseInitializer = getInitializer(config3.depthwiseInitializer || this.DEFAULT_POINTWISE_INITIALIZER); - this.pointwiseRegularizer = getRegularizer(config3.pointwiseRegularizer); - this.pointwiseConstraint = getConstraint(config3.pointwiseConstraint); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < this.rank + 2) { - throw new ValueError(`Inputs to SeparableConv${this.rank}D should have rank ${this.rank + 2}, but received input shape: ${JSON.stringify(inputShape)}`); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null || inputShape[channelAxis] < 0) { - throw new ValueError(`The channel dimension of the inputs should be defined, but found ${JSON.stringify(inputShape[channelAxis])}`); - } - const inputDim = inputShape[channelAxis]; - const depthwiseKernelShape = this.kernelSize.concat([inputDim, this.depthMultiplier]); - const pointwiseKernelShape = []; - for (let i = 0; i < this.rank; ++i) { - pointwiseKernelShape.push(1); - } - pointwiseKernelShape.push(inputDim * this.depthMultiplier, this.filters); - const trainable = true; - this.depthwiseKernel = this.addWeight("depthwise_kernel", depthwiseKernelShape, "float32", this.depthwiseInitializer, this.depthwiseRegularizer, trainable, this.depthwiseConstraint); - this.pointwiseKernel = this.addWeight("pointwise_kernel", pointwiseKernelShape, "float32", this.pointwiseInitializer, this.pointwiseRegularizer, trainable, this.pointwiseConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.filters], "float32", this.biasInitializer, this.biasRegularizer, trainable, this.biasConstraint); - } else { - this.bias = null; - } - this.inputSpec = [new InputSpec({ndim: this.rank + 2, axes: {[channelAxis]: inputDim}})]; - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let output; - if (this.rank === 1) { - throw new NotImplementedError("1D separable convolution is not implemented yet."); - } else if (this.rank === 2) { - if (this.dataFormat === "channelsFirst") { - inputs = transpose(inputs, [0, 2, 3, 1]); - } - output = separableConv2d(inputs, this.depthwiseKernel.read(), this.pointwiseKernel.read(), this.strides, this.padding, this.dilationRate, "NHWC"); - } - if (this.useBias) { - output = biasAdd(output, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - output = this.activation.apply(output); - } - if (this.dataFormat === "channelsFirst") { - output = transpose(output, [0, 3, 1, 2]); - } - return output; - }); - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - delete config3["kernelInitializer"]; - delete config3["kernelRegularizer"]; - delete config3["kernelConstraint"]; - config3["depthwiseInitializer"] = serializeInitializer(this.depthwiseInitializer); - config3["pointwiseInitializer"] = serializeInitializer(this.pointwiseInitializer); - config3["depthwiseRegularizer"] = serializeRegularizer(this.depthwiseRegularizer); - config3["pointwiseRegularizer"] = serializeRegularizer(this.pointwiseRegularizer); - config3["depthwiseConstraint"] = serializeConstraint(this.depthwiseConstraint); - config3["pointwiseConstraint"] = serializeConstraint(this.pointwiseConstraint); - return config3; - } - }; - SeparableConv.className = "SeparableConv"; - var SeparableConv2D = class extends SeparableConv { - constructor(args) { - super(2, args); - } - }; - SeparableConv2D.className = "SeparableConv2D"; - serialization_exports.registerClass(SeparableConv2D); - var Conv1D = class extends Conv { - constructor(args) { - super(1, args); - Conv1D.verifyArgs(args); - this.inputSpec = [{ndim: 3}]; - } - getConfig() { - const config3 = super.getConfig(); - delete config3["rank"]; - delete config3["dataFormat"]; - return config3; - } - static verifyArgs(args) { - if (typeof args.kernelSize !== "number" && !checkArrayTypeAndLength(args.kernelSize, "number", 1, 1)) { - throw new ValueError(`Conv1D expects config.kernelSize to be number or number[] with length 1, but received ${JSON.stringify(args.kernelSize)}.`); - } - } - }; - Conv1D.className = "Conv1D"; - serialization_exports.registerClass(Conv1D); - var Cropping2D = class extends Layer { - constructor(args) { - super(args); - if (typeof args.cropping === "number") { - this.cropping = [[args.cropping, args.cropping], [args.cropping, args.cropping]]; - } else if (typeof args.cropping[0] === "number") { - this.cropping = [ - [args.cropping[0], args.cropping[0]], - [args.cropping[1], args.cropping[1]] - ]; - } else { - this.cropping = args.cropping; - } - this.dataFormat = args.dataFormat === void 0 ? "channelsLast" : args.dataFormat; - this.inputSpec = [{ndim: 4}]; - } - computeOutputShape(inputShape) { - if (this.dataFormat === "channelsFirst") { - return [ - inputShape[0], - inputShape[1], - inputShape[2] - this.cropping[0][0] - this.cropping[0][1], - inputShape[3] - this.cropping[1][0] - this.cropping[1][1] - ]; - } else { - return [ - inputShape[0], - inputShape[1] - this.cropping[0][0] - this.cropping[0][1], - inputShape[2] - this.cropping[1][0] - this.cropping[1][1], - inputShape[3] - ]; - } - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - const hSliced = sliceAlongAxis(inputs, this.cropping[0][0], inputs.shape[1] - this.cropping[0][0] - this.cropping[0][1], 2); - return sliceAlongAxis(hSliced, this.cropping[1][0], inputs.shape[2] - this.cropping[1][1] - this.cropping[1][0], 3); - } else { - const hSliced = sliceAlongAxis(inputs, this.cropping[0][0], inputs.shape[2] - this.cropping[0][0] - this.cropping[0][1], 3); - return sliceAlongAxis(hSliced, this.cropping[1][0], inputs.shape[3] - this.cropping[1][1] - this.cropping[1][0], 4); - } - }); - } - getConfig() { - const config3 = {cropping: this.cropping, dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Cropping2D.className = "Cropping2D"; - serialization_exports.registerClass(Cropping2D); - var UpSampling2D = class extends Layer { - constructor(args) { - super(args); - this.DEFAULT_SIZE = [2, 2]; - this.inputSpec = [{ndim: 4}]; - this.size = args.size == null ? this.DEFAULT_SIZE : args.size; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.interpolation = args.interpolation == null ? "nearest" : args.interpolation; - checkInterpolationFormat(this.interpolation); - } - computeOutputShape(inputShape) { - if (this.dataFormat === "channelsFirst") { - const height = inputShape[2] == null ? null : this.size[0] * inputShape[2]; - const width = inputShape[3] == null ? null : this.size[1] * inputShape[3]; - return [inputShape[0], inputShape[1], height, width]; - } else { - const height = inputShape[1] == null ? null : this.size[0] * inputShape[1]; - const width = inputShape[2] == null ? null : this.size[1] * inputShape[2]; - return [inputShape[0], height, width, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - let input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - if (this.dataFormat === "channelsFirst") { - input2 = transpose(input2, [0, 2, 3, 1]); - const height = this.size[0] * inputShape[2]; - const width = this.size[1] * inputShape[3]; - const resized = this.interpolation === "nearest" ? input2.resizeNearestNeighbor([height, width]) : input2.resizeBilinear([height, width]); - return transpose(resized, [0, 3, 1, 2]); - } else { - const height = this.size[0] * inputShape[1]; - const width = this.size[1] * inputShape[2]; - return this.interpolation === "nearest" ? input2.resizeNearestNeighbor([height, width]) : input2.resizeBilinear([height, width]); - } - }); - } - getConfig() { - const config3 = {size: this.size, dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - UpSampling2D.className = "UpSampling2D"; - serialization_exports.registerClass(UpSampling2D); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function depthwiseConv2d4(x, depthwiseKernel, strides = [1, 1], padding = "valid", dataFormat, dilationRate) { - return tidy(() => { - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - checkDataFormat(dataFormat); - let y = preprocessConv2DInput(x, dataFormat); - if (x.rank !== 4) { - throw new ValueError(`Input for depthwiseConv2d is required to be 4-D, but is instead ${x.rank}-D`); - } - if (depthwiseKernel.rank !== 4) { - throw new ValueError(`depthwiseKernel is required to be 4-D, but is instead ${depthwiseKernel.rank}-D`); - } - y = depthwiseConv2d(y, depthwiseKernel, strides, padding === "same" ? "same" : "valid", "NHWC", dilationRate); - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); - } - var DepthwiseConv2D = class extends BaseConv { - constructor(args) { - super(2, args); - this.depthwiseKernel = null; - this.depthMultiplier = args.depthMultiplier == null ? 1 : args.depthMultiplier; - this.depthwiseInitializer = getInitializer(args.depthwiseInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.depthwiseConstraint = getConstraint(args.depthwiseConstraint); - this.depthwiseRegularizer = getRegularizer(args.depthwiseRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < 4) { - throw new ValueError(`Inputs to DepthwiseConv2D should have rank 4. Received input shape: ${JSON.stringify(inputShape)}.`); - } - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : 3; - if (inputShape[channelAxis] == null || inputShape[channelAxis] < 0) { - throw new ValueError(`The channel dimension of the inputs to DepthwiseConv2D should be defined, but is not (${inputShape[channelAxis]}).`); - } - const inputDim = inputShape[channelAxis]; - const depthwiseKernelShape = [ - this.kernelSize[0], - this.kernelSize[1], - inputDim, - this.depthMultiplier - ]; - this.depthwiseKernel = this.addWeight("depthwise_kernel", depthwiseKernelShape, null, this.depthwiseInitializer, this.depthwiseRegularizer, true, this.depthwiseConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [inputDim * this.depthMultiplier], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - let outputs = depthwiseConv2d4(inputs, this.depthwiseKernel.read(), this.strides, this.padding, this.dataFormat, null); - if (this.useBias) { - outputs = biasAdd(outputs, this.bias.read(), this.dataFormat); - } - if (this.activation != null) { - outputs = this.activation.apply(outputs); - } - return outputs; - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const rows = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - const cols = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - const outFilters = this.dataFormat === "channelsFirst" ? inputShape[1] * this.depthMultiplier : inputShape[3] * this.depthMultiplier; - const outRows = convOutputLength(rows, this.kernelSize[0], this.padding, this.strides[0]); - const outCols = convOutputLength(cols, this.kernelSize[1], this.padding, this.strides[1]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], outFilters, outRows, outCols]; - } else { - return [inputShape[0], outRows, outCols, outFilters]; - } - } - getConfig() { - const config3 = super.getConfig(); - config3["depthMultiplier"] = this.depthMultiplier; - config3["depthwiseInitializer"] = serializeInitializer(this.depthwiseInitializer); - config3["depthwiseRegularizer"] = serializeRegularizer(this.depthwiseRegularizer); - config3["depthwiseConstraint"] = serializeConstraint(this.depthwiseRegularizer); - return config3; - } - }; - DepthwiseConv2D.className = "DepthwiseConv2D"; - serialization_exports.registerClass(DepthwiseConv2D); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function standardizeArgs(inputs, initialState, constants, numConstants) { - if (Array.isArray(inputs)) { - if (initialState != null || constants != null) { - throw new ValueError("When inputs is an array, neither initialState or constants should be provided"); - } - if (numConstants != null) { - constants = inputs.slice(inputs.length - numConstants, inputs.length); - inputs = inputs.slice(0, inputs.length - numConstants); - } - if (inputs.length > 1) { - initialState = inputs.slice(1, inputs.length); - } - inputs = inputs[0]; - } - function toListOrNull(x) { - if (x == null || Array.isArray(x)) { - return x; - } else { - return [x]; - } - } - initialState = toListOrNull(initialState); - constants = toListOrNull(constants); - return {inputs, initialState, constants}; - } - function rnn(stepFunction, inputs, initialStates, goBackwards = false, mask, constants, unroll = false, needPerStepOutputs = false) { - return tidy(() => { - const ndim = inputs.shape.length; - if (ndim < 3) { - throw new ValueError(`Input should be at least 3D, but is ${ndim}D.`); - } - const axes = [1, 0].concat(range5(2, ndim)); - inputs = transpose(inputs, axes); - if (constants != null) { - throw new NotImplementedError("The rnn() functoin of the deeplearn.js backend does not support constants yet."); - } - if (unroll) { - console.warn("Backend rnn(): the unroll = true option is not applicable to the imperative deeplearn.js backend."); - } - if (mask != null) { - mask = mask.asType("bool").asType("float32"); - if (mask.rank === ndim - 1) { - mask = expandDims(mask, -1); - } - mask = transpose(mask, axes); - } - if (goBackwards) { - inputs = reverse(inputs, 0); - if (mask != null) { - mask = reverse(mask, 0); - } - } - const perStepOutputs = []; - let lastOutput; - let states = initialStates; - const timeSteps = inputs.shape[0]; - const perStepInputs = unstack(inputs); - let perStepMasks; - if (mask != null) { - perStepMasks = unstack(mask); - } - for (let t = 0; t < timeSteps; ++t) { - const currentInput = perStepInputs[t]; - const stepOutputs = tidy(() => stepFunction(currentInput, states)); - if (mask == null) { - lastOutput = stepOutputs[0]; - states = stepOutputs[1]; - } else { - const maskedOutputs = tidy(() => { - const stepMask = perStepMasks[t]; - const negStepMask = onesLike(stepMask).sub(stepMask); - const output = stepOutputs[0].mul(stepMask).add(states[0].mul(negStepMask)); - const newStates = states.map((state, i) => { - return stepOutputs[1][i].mul(stepMask).add(state.mul(negStepMask)); - }); - return {output, newStates}; - }); - lastOutput = maskedOutputs.output; - states = maskedOutputs.newStates; - } - if (needPerStepOutputs) { - perStepOutputs.push(lastOutput); - } - } - let outputs; - if (needPerStepOutputs) { - const axis = 1; - outputs = stack(perStepOutputs, axis); - } - return [lastOutput, outputs, states]; - }); - } - var RNN = class extends Layer { - constructor(args) { - super(args); - let cell; - if (args.cell == null) { - throw new ValueError("cell property is missing for the constructor of RNN."); - } else if (Array.isArray(args.cell)) { - cell = new StackedRNNCells({cells: args.cell}); - } else { - cell = args.cell; - } - if (cell.stateSize == null) { - throw new ValueError("The RNN cell should have an attribute `stateSize` (tuple of integers, one integer per RNN state)."); - } - this.cell = cell; - this.returnSequences = args.returnSequences == null ? false : args.returnSequences; - this.returnState = args.returnState == null ? false : args.returnState; - this.goBackwards = args.goBackwards == null ? false : args.goBackwards; - this._stateful = args.stateful == null ? false : args.stateful; - this.unroll = args.unroll == null ? false : args.unroll; - this.supportsMasking = true; - this.inputSpec = [new InputSpec({ndim: 3})]; - this.stateSpec = null; - this.states_ = null; - this.numConstants = null; - this.keptStates = []; - } - getStates() { - if (this.states_ == null) { - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - return range5(0, numStates).map((x) => null); - } else { - return this.states_; - } - } - setStates(states) { - this.states_ = states; - } - computeOutputShape(inputShape) { - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - let stateSize = this.cell.stateSize; - if (!Array.isArray(stateSize)) { - stateSize = [stateSize]; - } - const outputDim = stateSize[0]; - let outputShape; - if (this.returnSequences) { - outputShape = [inputShape[0], inputShape[1], outputDim]; - } else { - outputShape = [inputShape[0], outputDim]; - } - if (this.returnState) { - const stateShape = []; - for (const dim of stateSize) { - stateShape.push([inputShape[0], dim]); - } - return [outputShape].concat(stateShape); - } else { - return outputShape; - } - } - computeMask(inputs, mask) { - return tidy(() => { - if (Array.isArray(mask)) { - mask = mask[0]; - } - const outputMask = this.returnSequences ? mask : null; - if (this.returnState) { - const stateMask = this.states.map((s) => null); - return [outputMask].concat(stateMask); - } else { - return outputMask; - } - }); - } - get states() { - if (this.states_ == null) { - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - const output = []; - for (let i = 0; i < numStates; ++i) { - output.push(null); - } - return output; - } else { - return this.states_; - } - } - set states(s) { - this.states_ = s; - } - build(inputShape) { - const constantShape = null; - if (this.numConstants != null) { - throw new NotImplementedError("Constants support is not implemented in RNN yet."); - } - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - const batchSize = this.stateful ? inputShape[0] : null; - const inputDim = inputShape.slice(2); - this.inputSpec[0] = new InputSpec({shape: [batchSize, null, ...inputDim]}); - const stepInputShape = [inputShape[0]].concat(inputShape.slice(2)); - if (constantShape != null) { - throw new NotImplementedError("Constants support is not implemented in RNN yet."); - } else { - this.cell.build(stepInputShape); - } - let stateSize; - if (Array.isArray(this.cell.stateSize)) { - stateSize = this.cell.stateSize; - } else { - stateSize = [this.cell.stateSize]; - } - if (this.stateSpec != null) { - if (!util_exports.arraysEqual(this.stateSpec.map((spec) => spec.shape[spec.shape.length - 1]), stateSize)) { - throw new ValueError(`An initialState was passed that is not compatible with cell.stateSize. Received stateSpec=${this.stateSpec}; However cell.stateSize is ${this.cell.stateSize}`); - } - } else { - this.stateSpec = stateSize.map((dim) => new InputSpec({shape: [null, dim]})); - } - if (this.stateful) { - this.resetStates(); - } - } - resetStates(states, training = false) { - tidy(() => { - if (!this.stateful) { - throw new AttributeError("Cannot call resetStates() on an RNN Layer that is not stateful."); - } - const batchSize = this.inputSpec[0].shape[0]; - if (batchSize == null) { - throw new ValueError("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer."); - } - if (this.states_ == null) { - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map((dim) => zeros([batchSize, dim])); - } else { - this.states_ = [zeros([batchSize, this.cell.stateSize])]; - } - } else if (states == null) { - dispose(this.states_); - if (this.keptStates != null) { - dispose(this.keptStates); - this.keptStates = []; - } - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map((dim) => zeros([batchSize, dim])); - } else { - this.states_[0] = zeros([batchSize, this.cell.stateSize]); - } - } else { - if (!Array.isArray(states)) { - states = [states]; - } - if (states.length !== this.states_.length) { - throw new ValueError(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${states.length} state value(s). Input received: ${states}`); - } - if (training === true) { - this.keptStates.push(this.states_.slice()); - } else { - dispose(this.states_); - } - for (let index = 0; index < this.states_.length; ++index) { - const value = states[index]; - const dim = Array.isArray(this.cell.stateSize) ? this.cell.stateSize[index] : this.cell.stateSize; - const expectedShape = [batchSize, dim]; - if (!util_exports.arraysEqual(value.shape, expectedShape)) { - throw new ValueError(`State ${index} is incompatible with layer ${this.name}: expected shape=${expectedShape}, received shape=${value.shape}`); - } - this.states_[index] = value; - } - } - this.states_ = this.states_.map((state) => keep(state.clone())); - }); - } - apply(inputs, kwargs) { - let initialState = kwargs == null ? null : kwargs["initialState"]; - let constants = kwargs == null ? null : kwargs["constants"]; - if (kwargs == null) { - kwargs = {}; - } - const standardized = standardizeArgs(inputs, initialState, constants, this.numConstants); - inputs = standardized.inputs; - initialState = standardized.initialState; - constants = standardized.constants; - let additionalInputs = []; - let additionalSpecs = []; - if (initialState != null) { - kwargs["initialState"] = initialState; - additionalInputs = additionalInputs.concat(initialState); - this.stateSpec = []; - for (const state of initialState) { - this.stateSpec.push(new InputSpec({shape: state.shape})); - } - additionalSpecs = additionalSpecs.concat(this.stateSpec); - } - if (constants != null) { - kwargs["constants"] = constants; - additionalInputs = additionalInputs.concat(constants); - this.numConstants = constants.length; - } - const isTensor = additionalInputs[0] instanceof SymbolicTensor; - if (isTensor) { - const fullInput = [inputs].concat(additionalInputs); - const fullInputSpec = this.inputSpec.concat(additionalSpecs); - const originalInputSpec = this.inputSpec; - this.inputSpec = fullInputSpec; - const output = super.apply(fullInput, kwargs); - this.inputSpec = originalInputSpec; - return output; - } else { - return super.apply(inputs, kwargs); - } - } - call(inputs, kwargs) { - return tidy(() => { - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - let initialState = kwargs == null ? null : kwargs["initialState"]; - inputs = getExactlyOneTensor(inputs); - if (initialState == null) { - if (this.stateful) { - initialState = this.states_; - } else { - initialState = this.getInitialState(inputs); - } - } - const numStates = Array.isArray(this.cell.stateSize) ? this.cell.stateSize.length : 1; - if (initialState.length !== numStates) { - throw new ValueError(`RNN Layer has ${numStates} state(s) but was passed ${initialState.length} initial state(s).`); - } - if (this.unroll) { - console.warn("Ignoring unroll = true for RNN layer, due to imperative backend."); - } - const cellCallKwargs = {training}; - const step5 = (inputs2, states2) => { - const outputs2 = this.cell.call([inputs2].concat(states2), cellCallKwargs); - return [outputs2[0], outputs2.slice(1)]; - }; - const rnnOutputs = rnn(step5, inputs, initialState, this.goBackwards, mask, null, this.unroll, this.returnSequences); - const lastOutput = rnnOutputs[0]; - const outputs = rnnOutputs[1]; - const states = rnnOutputs[2]; - if (this.stateful) { - this.resetStates(states, training); - } - const output = this.returnSequences ? outputs : lastOutput; - if (this.returnState) { - return [output].concat(states); - } else { - return output; - } - }); - } - getInitialState(inputs) { - return tidy(() => { - let initialState = zeros(inputs.shape); - initialState = sum2(initialState, [1, 2]); - initialState = expandDims5(initialState); - if (Array.isArray(this.cell.stateSize)) { - return this.cell.stateSize.map((dim) => dim > 1 ? tile5(initialState, [1, dim]) : initialState); - } else { - return this.cell.stateSize > 1 ? [tile5(initialState, [1, this.cell.stateSize])] : [initialState]; - } - }); - } - get trainableWeights() { - if (!this.trainable) { - return []; - } - return this.cell.trainableWeights; - } - get nonTrainableWeights() { - if (!this.trainable) { - return this.cell.weights; - } - return this.cell.nonTrainableWeights; - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.cell != null) { - this.cell.setFastWeightInitDuringBuild(value); - } - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - returnSequences: this.returnSequences, - returnState: this.returnState, - goBackwards: this.goBackwards, - stateful: this.stateful, - unroll: this.unroll - }; - if (this.numConstants != null) { - config3["numConstants"] = this.numConstants; - } - const cellConfig = this.cell.getConfig(); - if (this.getClassName() === RNN.className) { - config3["cell"] = { - className: this.cell.getClassName(), - config: cellConfig - }; - } - return Object.assign({}, cellConfig, baseConfig, config3); - } - static fromConfig(cls, config3, customObjects = {}) { - const cellConfig = config3["cell"]; - const cell = deserialize(cellConfig, customObjects); - return new cls(Object.assign(config3, {cell})); - } - }; - RNN.className = "RNN"; - serialization_exports.registerClass(RNN); - var RNNCell = class extends Layer { - }; - var SimpleRNNCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - this.units = args.units; - assertPositiveInteger(this.units, `units`); - this.activation = getActivation(args.activation == null ? this.DEFAULT_ACTIVATION : args.activation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.stateSize = this.units; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - this.kernel = this.addWeight("kernel", [inputShape[inputShape.length - 1], this.units], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (inputs.length !== 2) { - throw new ValueError(`SimpleRNNCell expects 2 input Tensors, got ${inputs.length}.`); - } - let prevOutput = inputs[1]; - inputs = inputs[0]; - const training = kwargs["training"] == null ? false : kwargs["training"]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(prevOutput), - rate: this.recurrentDropout, - training - }); - } - let h; - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - if (dpMask != null) { - h = dot2(mul(inputs, dpMask), this.kernel.read()); - } else { - h = dot2(inputs, this.kernel.read()); - } - if (this.bias != null) { - h = biasAdd(h, this.bias.read()); - } - if (recDpMask != null) { - prevOutput = mul(prevOutput, recDpMask); - } - let output = add2(h, dot2(prevOutput, this.recurrentKernel.read())); - if (this.activation != null) { - output = this.activation.apply(output); - } - return [output, output]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout - }; - return Object.assign({}, baseConfig, config3); - } - }; - SimpleRNNCell.className = "SimpleRNNCell"; - serialization_exports.registerClass(SimpleRNNCell); - var SimpleRNN = class extends RNN { - constructor(args) { - args.cell = new SimpleRNNCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - return new cls(config3); - } - }; - SimpleRNN.className = "SimpleRNN"; - serialization_exports.registerClass(SimpleRNN); - var GRUCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_RECURRENT_ACTIVATION = "hardSigmoid"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - if (args.resetAfter) { - throw new ValueError(`GRUCell does not support reset_after parameter set to true.`); - } - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation === void 0 ? this.DEFAULT_ACTIVATION : args.activation); - this.recurrentActivation = getActivation(args.recurrentActivation === void 0 ? this.DEFAULT_RECURRENT_ACTIVATION : args.recurrentActivation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.implementation = args.implementation; - this.stateSize = this.units; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const inputDim = inputShape[inputShape.length - 1]; - this.kernel = this.addWeight("kernel", [inputDim, this.units * 3], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units * 3], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units * 3], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (inputs.length !== 2) { - throw new ValueError(`GRUCell expects 2 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - const training = kwargs["training"] == null ? false : kwargs["training"]; - let hTMinus1 = inputs[1]; - inputs = inputs[0]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training, - count: 3 - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: 3 - }); - } - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - let z; - let r; - let hh; - if (0 < this.dropout && this.dropout < 1) { - inputs = mul(inputs, dpMask[0]); - } - let matrixX = dot2(inputs, this.kernel.read()); - if (this.useBias) { - matrixX = biasAdd(matrixX, this.bias.read()); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1) { - hTMinus1 = mul(hTMinus1, recDpMask[0]); - } - const recurrentKernelValue = this.recurrentKernel.read(); - const [rk1, rk2] = split(recurrentKernelValue, [2 * this.units, this.units], recurrentKernelValue.rank - 1); - const matrixInner = dot2(hTMinus1, rk1); - const [xZ, xR, xH] = split(matrixX, 3, matrixX.rank - 1); - const [recurrentZ, recurrentR] = split(matrixInner, 2, matrixInner.rank - 1); - z = this.recurrentActivation.apply(add2(xZ, recurrentZ)); - r = this.recurrentActivation.apply(add2(xR, recurrentR)); - const recurrentH = dot2(mul(r, hTMinus1), rk2); - hh = this.activation.apply(add2(xH, recurrentH)); - const h = add2(mul(z, hTMinus1), mul(add2(1, neg(z)), hh)); - return [h, h]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - recurrentActivation: serializeActivation(this.recurrentActivation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout, - implementation: this.implementation, - resetAfter: false - }; - return Object.assign({}, baseConfig, config3); - } - }; - GRUCell.className = "GRUCell"; - serialization_exports.registerClass(GRUCell); - var GRU = class extends RNN { - constructor(args) { - if (args.implementation === 0) { - console.warn("`implementation=0` has been deprecated, and now defaults to `implementation=1`. Please update your layer call."); - } - args.cell = new GRUCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - if (config3["implmentation"] === 0) { - config3["implementation"] = 1; - } - return new cls(config3); - } - }; - GRU.className = "GRU"; - serialization_exports.registerClass(GRU); - var LSTMCell = class extends RNNCell { - constructor(args) { - super(args); - this.DEFAULT_ACTIVATION = "tanh"; - this.DEFAULT_RECURRENT_ACTIVATION = "hardSigmoid"; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_RECURRENT_INITIALIZER = "orthogonal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation === void 0 ? this.DEFAULT_ACTIVATION : args.activation); - this.recurrentActivation = getActivation(args.recurrentActivation === void 0 ? this.DEFAULT_RECURRENT_ACTIVATION : args.recurrentActivation); - this.useBias = args.useBias == null ? true : args.useBias; - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.recurrentInitializer = getInitializer(args.recurrentInitializer || this.DEFAULT_RECURRENT_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.unitForgetBias = args.unitForgetBias; - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.recurrentRegularizer = getRegularizer(args.recurrentRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.recurrentConstraint = getConstraint(args.recurrentConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.dropout = min5([1, max5([0, args.dropout == null ? 0 : args.dropout])]); - this.recurrentDropout = min5([ - 1, - max5([0, args.recurrentDropout == null ? 0 : args.recurrentDropout]) - ]); - this.implementation = args.implementation; - this.stateSize = [this.units, this.units]; - this.dropoutMask = null; - this.recurrentDropoutMask = null; - } - build(inputShape) { - var _a; - inputShape = getExactlyOneShape(inputShape); - const inputDim = inputShape[inputShape.length - 1]; - this.kernel = this.addWeight("kernel", [inputDim, this.units * 4], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - this.recurrentKernel = this.addWeight("recurrent_kernel", [this.units, this.units * 4], null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - let biasInitializer; - if (this.useBias) { - if (this.unitForgetBias) { - const capturedBiasInit = this.biasInitializer; - const capturedUnits = this.units; - biasInitializer = new (_a = class CustomInit extends Initializer { - apply(shape, dtype) { - const bI = capturedBiasInit.apply([capturedUnits]); - const bF = new Ones().apply([capturedUnits]); - const bCAndH = capturedBiasInit.apply([capturedUnits * 2]); - return concatAlongFirstAxis(concatAlongFirstAxis(bI, bF), bCAndH); - } - }, _a.className = "CustomInit", _a)(); - } else { - biasInitializer = this.biasInitializer; - } - this.bias = this.addWeight("bias", [this.units * 4], null, biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } else { - this.bias = null; - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - const training = kwargs["training"] == null ? false : kwargs["training"]; - inputs = inputs; - if (inputs.length !== 3) { - throw new ValueError(`LSTMCell expects 3 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - let hTMinus1 = inputs[1]; - const cTMinus1 = inputs[2]; - inputs = inputs[0]; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(inputs), - rate: this.dropout, - training, - count: 4 - }); - } - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: 4 - }); - } - const dpMask = this.dropoutMask; - const recDpMask = this.recurrentDropoutMask; - let i; - let f; - let c; - let o; - if (0 < this.dropout && this.dropout < 1) { - inputs = mul(inputs, dpMask[0]); - } - let z = dot2(inputs, this.kernel.read()); - if (0 < this.recurrentDropout && this.recurrentDropout < 1) { - hTMinus1 = mul(hTMinus1, recDpMask[0]); - } - z = add2(z, dot2(hTMinus1, this.recurrentKernel.read())); - if (this.useBias) { - z = biasAdd(z, this.bias.read()); - } - const [z0, z1, z2, z3] = split(z, 4, z.rank - 1); - i = this.recurrentActivation.apply(z0); - f = this.recurrentActivation.apply(z1); - c = add2(mul(f, cTMinus1), mul(i, this.activation.apply(z2))); - o = this.recurrentActivation.apply(z3); - const h = mul(o, this.activation.apply(c)); - return [h, h, c]; - }); - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - recurrentActivation: serializeActivation(this.recurrentActivation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - recurrentInitializer: serializeInitializer(this.recurrentInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - unitForgetBias: this.unitForgetBias, - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - recurrentRegularizer: serializeRegularizer(this.recurrentRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - recurrentConstraint: serializeConstraint(this.recurrentConstraint), - biasConstraint: serializeConstraint(this.biasConstraint), - dropout: this.dropout, - recurrentDropout: this.recurrentDropout, - implementation: this.implementation - }; - return Object.assign({}, baseConfig, config3); - } - }; - LSTMCell.className = "LSTMCell"; - serialization_exports.registerClass(LSTMCell); - var LSTM = class extends RNN { - constructor(args) { - if (args.implementation === 0) { - console.warn("`implementation=0` has been deprecated, and now defaults to `implementation=1`. Please update your layer call."); - } - args.cell = new LSTMCell(args); - super(args); - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - static fromConfig(cls, config3) { - if (config3["implmentation"] === 0) { - config3["implementation"] = 1; - } - return new cls(config3); - } - }; - LSTM.className = "LSTM"; - serialization_exports.registerClass(LSTM); - var StackedRNNCells = class extends RNNCell { - constructor(args) { - super(args); - this.cells = args.cells; - } - get stateSize() { - const stateSize = []; - for (const cell of this.cells.slice().reverse()) { - if (Array.isArray(cell.stateSize)) { - stateSize.push(...cell.stateSize); - } else { - stateSize.push(cell.stateSize); - } - } - return stateSize; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - let states = inputs.slice(1); - const nestedStates = []; - for (const cell of this.cells.slice().reverse()) { - if (Array.isArray(cell.stateSize)) { - nestedStates.push(states.splice(0, cell.stateSize.length)); - } else { - nestedStates.push(states.splice(0, 1)); - } - } - nestedStates.reverse(); - const newNestedStates = []; - let callInputs; - for (let i = 0; i < this.cells.length; ++i) { - const cell = this.cells[i]; - states = nestedStates[i]; - if (i === 0) { - callInputs = [inputs[0]].concat(states); - } else { - callInputs = [callInputs[0]].concat(states); - } - callInputs = cell.call(callInputs, kwargs); - newNestedStates.push(callInputs.slice(1)); - } - states = []; - for (const cellStates of newNestedStates.slice().reverse()) { - states.push(...cellStates); - } - return [callInputs[0]].concat(states); - }); - } - build(inputShape) { - if (isArrayOfShapes(inputShape)) { - inputShape = inputShape[0]; - } - inputShape = inputShape; - let outputDim; - this.cells.forEach((cell, i) => { - nameScope(`RNNCell_${i}`, () => { - cell.build(inputShape); - if (Array.isArray(cell.stateSize)) { - outputDim = cell.stateSize[0]; - } else { - outputDim = cell.stateSize; - } - inputShape = [inputShape[0], outputDim]; - }); - }); - this.built = true; - } - getConfig() { - const baseConfig = super.getConfig(); - const getCellConfig = (cell) => { - return { - className: cell.getClassName(), - config: cell.getConfig() - }; - }; - const cellConfigs = this.cells.map(getCellConfig); - const config3 = {cells: cellConfigs}; - return Object.assign({}, baseConfig, config3); - } - static fromConfig(cls, config3, customObjects = {}) { - const cells = []; - for (const cellConfig of config3["cells"]) { - cells.push(deserialize(cellConfig, customObjects)); - } - return new cls({cells}); - } - get trainableWeights() { - if (!this.trainable) { - return []; - } - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.trainableWeights); - } - return weights; - } - get nonTrainableWeights() { - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.nonTrainableWeights); - } - if (!this.trainable) { - const trainableWeights = []; - for (const cell of this.cells) { - trainableWeights.push(...cell.trainableWeights); - } - return trainableWeights.concat(weights); - } - return weights; - } - getWeights() { - const weights = []; - for (const cell of this.cells) { - weights.push(...cell.weights); - } - return batchGetValue(weights); - } - setWeights(weights) { - const tuples = []; - for (const cell of this.cells) { - const numParams = cell.weights.length; - const inputWeights = weights.splice(numParams); - for (let i = 0; i < cell.weights.length; ++i) { - tuples.push([cell.weights[i], inputWeights[i]]); - } - } - batchSetValue(tuples); - } - }; - StackedRNNCells.className = "StackedRNNCells"; - serialization_exports.registerClass(StackedRNNCells); - function generateDropoutMask(args) { - const {ones: ones4, rate, training = false, count: count2 = 1} = args; - const droppedInputs = () => dropout2(ones4(), rate); - const createMask = () => inTrainPhase(droppedInputs, ones4, training); - if (!count2 || count2 <= 1) { - return keep(createMask().clone()); - } - const masks = Array(count2).fill(void 0).map(createMask); - return masks.map((m) => keep(m.clone())); - } - /** - * @license - * Copyright 2020 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var __rest = function(s, e) { - var t = {}; - for (var p2 in s) - if (Object.prototype.hasOwnProperty.call(s, p2) && e.indexOf(p2) < 0) - t[p2] = s[p2]; - if (s != null && typeof Object.getOwnPropertySymbols === "function") - for (var i = 0, p2 = Object.getOwnPropertySymbols(s); i < p2.length; i++) { - if (e.indexOf(p2[i]) < 0 && Object.prototype.propertyIsEnumerable.call(s, p2[i])) - t[p2[i]] = s[p2[i]]; - } - return t; - }; - var ConvRNN2D = class extends RNN { - constructor(args) { - if (args.unroll) { - throw new NotImplementedError("Unrolling is not possible with convolutional RNNs."); - } - if (Array.isArray(args.cell)) { - throw new NotImplementedError("It is not possible at the moment to stack convolutional cells."); - } - super(args); - this.inputSpec = [new InputSpec({ndim: 5})]; - } - call(inputs, kwargs) { - return tidy(() => { - if (this.cell.dropoutMask != null) { - dispose(this.cell.dropoutMask); - this.cell.dropoutMask = null; - } - if (this.cell.recurrentDropoutMask != null) { - dispose(this.cell.recurrentDropoutMask); - this.cell.recurrentDropoutMask = null; - } - if (kwargs && kwargs["constants"]) { - throw new ValueError("ConvRNN2D cell does not support constants"); - } - const mask = kwargs == null ? null : kwargs["mask"]; - const training = kwargs == null ? null : kwargs["training"]; - const initialState = kwargs == null ? null : kwargs["initialState"]; - return super.call(inputs, {mask, training, initialState}); - }); - } - computeOutputShape(inputShape) { - let outShape = this.computeSingleOutputShape(inputShape); - if (!this.returnSequences) { - outShape = [outShape[0], ...outShape.slice(2)]; - } - if (this.returnState) { - outShape = [outShape, ...Array(2).fill([inputShape[0], ...outShape.slice(-3)])]; - } - return outShape; - } - getInitialState(inputs) { - return tidy(() => { - const {stateSize} = this.cell; - const inputShape = inputs.shape; - const outputShape = this.computeSingleOutputShape(inputShape); - const stateShape = [outputShape[0], ...outputShape.slice(2)]; - const initialState = zeros(stateShape); - if (Array.isArray(stateSize)) { - return Array(stateSize.length).fill(initialState); - } - return [initialState]; - }); - } - resetStates(states, training = false) { - tidy(() => { - if (!this.stateful) { - throw new AttributeError("Cannot call resetStates() on an RNN Layer that is not stateful."); - } - const inputShape = this.inputSpec[0].shape; - const outputShape = this.computeSingleOutputShape(inputShape); - const stateShape = [outputShape[0], ...outputShape.slice(2)]; - const batchSize = inputShape[0]; - if (batchSize == null) { - throw new ValueError("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer."); - } - if (this.getStates() == null) { - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map(() => zeros(stateShape)); - } else { - this.states_ = [zeros(stateShape)]; - } - } else if (states == null) { - dispose(this.states_); - if (this.keptStates != null) { - dispose(this.keptStates); - this.keptStates = []; - } - if (Array.isArray(this.cell.stateSize)) { - this.states_ = this.cell.stateSize.map(() => zeros(stateShape)); - } else { - this.states_[0] = zeros(stateShape); - } - } else { - if (!Array.isArray(states)) { - states = [states]; - } - if (states.length !== this.states_.length) { - throw new ValueError(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${states.length} state value(s). Input received: ${states}`); - } - if (training) { - this.keptStates.push(this.states_.slice()); - } else { - dispose(this.states_); - } - for (let index = 0; index < this.states_.length; ++index) { - const value = states[index]; - const expectedShape = stateShape; - if (!util_exports.arraysEqual(value.shape, expectedShape)) { - throw new ValueError(`State ${index} is incompatible with layer ${this.name}: expected shape=${expectedShape}, received shape=${value.shape}`); - } - this.states_[index] = value; - } - } - this.states_ = this.states_.map((state) => keep(state.clone())); - }); - } - computeSingleOutputShape(inputShape) { - const {dataFormat, filters, kernelSize, padding, strides, dilationRate} = this.cell; - const isChannelsFirst = dataFormat === "channelsFirst"; - const h = inputShape[isChannelsFirst ? 3 : 2]; - const w = inputShape[isChannelsFirst ? 4 : 3]; - const hOut = convOutputLength(h, kernelSize[0], padding, strides[0], dilationRate[0]); - const wOut = convOutputLength(w, kernelSize[1], padding, strides[1], dilationRate[1]); - const outShape = [ - ...inputShape.slice(0, 2), - ...isChannelsFirst ? [filters, hOut, wOut] : [hOut, wOut, filters] - ]; - return outShape; - } - }; - ConvRNN2D.className = "ConvRNN2D"; - var ConvLSTM2DCell = class extends LSTMCell { - constructor(args) { - const {filters, kernelSize, strides, padding, dataFormat, dilationRate} = args; - super(Object.assign({}, args, {units: filters})); - this.filters = filters; - assertPositiveInteger(this.filters, "filters"); - this.kernelSize = normalizeArray(kernelSize, 2, "kernelSize"); - this.kernelSize.forEach((size) => assertPositiveInteger(size, "kernelSize")); - this.strides = normalizeArray(strides || 1, 2, "strides"); - this.strides.forEach((stride) => assertPositiveInteger(stride, "strides")); - this.padding = padding || "valid"; - checkPaddingMode(this.padding); - this.dataFormat = dataFormat || "channelsLast"; - checkDataFormat(this.dataFormat); - this.dilationRate = normalizeArray(dilationRate || 1, 2, "dilationRate"); - this.dilationRate.forEach((rate) => assertPositiveInteger(rate, "dilationRate")); - } - build(inputShape) { - var _a; - inputShape = getExactlyOneShape(inputShape); - const channelAxis = this.dataFormat === "channelsFirst" ? 1 : inputShape.length - 1; - if (inputShape[channelAxis] == null) { - throw new ValueError(`The channel dimension of the input should be defined. Found ${inputShape[channelAxis]}`); - } - const inputDim = inputShape[channelAxis]; - const numOfKernels = 4; - const kernelShape = this.kernelSize.concat([inputDim, this.filters * numOfKernels]); - this.kernel = this.addWeight("kernel", kernelShape, null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - const recurrentKernelShape = this.kernelSize.concat([this.filters, this.filters * numOfKernels]); - this.recurrentKernel = this.addWeight("recurrent_kernel", recurrentKernelShape, null, this.recurrentInitializer, this.recurrentRegularizer, true, this.recurrentConstraint); - if (this.useBias) { - let biasInitializer; - if (this.unitForgetBias) { - const init2 = this.biasInitializer; - const filters = this.filters; - biasInitializer = new (_a = class CustomInit extends Initializer { - apply(shape, dtype) { - const biasI = init2.apply([filters]); - const biasF = ones2([filters]); - const biasCAndO = init2.apply([filters * 2]); - return concatenate([biasI, biasF, biasCAndO]); - } - }, _a.className = "CustomInit", _a)(); - } else { - biasInitializer = this.biasInitializer; - } - this.bias = this.addWeight("bias", [this.filters * numOfKernels], null, biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - if (inputs.length !== 3) { - throw new ValueError(`ConvLSTM2DCell expects 3 input Tensors (inputs, h, c), got ${inputs.length}.`); - } - const training = kwargs["training"] || false; - const x = inputs[0]; - const hTMinus1 = inputs[1]; - const cTMinus1 = inputs[2]; - const numOfKernels = 4; - if (0 < this.dropout && this.dropout < 1 && this.dropoutMask == null) { - this.dropoutMask = generateDropoutMask({ - ones: () => onesLike(x), - rate: this.dropout, - training, - count: numOfKernels - }); - } - const dropoutMask = this.dropoutMask; - const applyDropout = (x2, mask, index) => { - if (!mask || !mask[index]) { - return x2; - } - return mul(mask[index], x2); - }; - let xI = applyDropout(x, dropoutMask, 0); - let xF = applyDropout(x, dropoutMask, 1); - let xC = applyDropout(x, dropoutMask, 2); - let xO = applyDropout(x, dropoutMask, 3); - if (0 < this.recurrentDropout && this.recurrentDropout < 1 && this.recurrentDropoutMask == null) { - this.recurrentDropoutMask = generateDropoutMask({ - ones: () => onesLike(hTMinus1), - rate: this.recurrentDropout, - training, - count: numOfKernels - }); - } - const recDropoutMask = this.recurrentDropoutMask; - let hI = applyDropout(hTMinus1, recDropoutMask, 0); - let hF = applyDropout(hTMinus1, recDropoutMask, 1); - let hC = applyDropout(hTMinus1, recDropoutMask, 2); - let hO = applyDropout(hTMinus1, recDropoutMask, 3); - const kernelChannelAxis = 3; - const [kernelI, kernelF, kernelC, kernelO] = split(this.kernel.read(), numOfKernels, kernelChannelAxis); - const [biasI, biasF, biasC, biasO] = this.useBias ? split(this.bias.read(), numOfKernels) : [null, null, null, null]; - xI = this.inputConv(xI, kernelI, biasI, this.padding); - xF = this.inputConv(xF, kernelF, biasF, this.padding); - xC = this.inputConv(xC, kernelC, biasC, this.padding); - xO = this.inputConv(xO, kernelO, biasO, this.padding); - const [recKernelI, recKernelF, recKernelC, recKernelO] = split(this.recurrentKernel.read(), numOfKernels, kernelChannelAxis); - hI = this.recurrentConv(hI, recKernelI); - hF = this.recurrentConv(hF, recKernelF); - hC = this.recurrentConv(hC, recKernelC); - hO = this.recurrentConv(hO, recKernelO); - const i = this.recurrentActivation.apply(add2(xI, hI)); - const f = this.recurrentActivation.apply(add2(xF, hF)); - const c = add2(mul(f, cTMinus1), mul(i, this.activation.apply(add2(xC, hC)))); - const h = mul(this.recurrentActivation.apply(add2(xO, hO)), this.activation.apply(c)); - return [h, h, c]; - }); - } - getConfig() { - const _a = super.getConfig(), {units: _} = _a, baseConfig = __rest(_a, ["units"]); - const config3 = { - filters: this.filters, - kernelSize: this.kernelSize, - padding: this.padding, - dataFormat: this.dataFormat, - dilationRate: this.dilationRate, - strides: this.strides - }; - return Object.assign({}, baseConfig, config3); - } - inputConv(x, w, b, padding) { - const out = conv2d(x, w, this.strides, padding || "valid", this.dataFormat === "channelsFirst" ? "NCHW" : "NHWC", this.dilationRate); - if (b) { - return biasAdd(out, b, this.dataFormat); - } - return out; - } - recurrentConv(x, w) { - const strides = 1; - return conv2d(x, w, strides, "same", this.dataFormat === "channelsFirst" ? "NCHW" : "NHWC"); - } - }; - ConvLSTM2DCell.className = "ConvLSTM2DCell"; - serialization_exports.registerClass(ConvLSTM2DCell); - var ConvLSTM2D = class extends ConvRNN2D { - constructor(args) { - const cell = new ConvLSTM2DCell(args); - super(Object.assign({}, args, {cell})); - } - static fromConfig(cls, config3) { - return new cls(config3); - } - }; - ConvLSTM2D.className = "ConvLSTM2D"; - serialization_exports.registerClass(ConvLSTM2D); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Dropout = class extends Layer { - constructor(args) { - super(args); - this.rate = Math.max(Math.min(args.rate, 1), 0); - this.noiseShape = args.noiseShape; - this.seed = args.seed; - this.supportsMasking = true; - } - getNoiseShape(input2) { - if (this.noiseShape == null) { - return this.noiseShape; - } - const inputShape = input2.shape; - const noiseShape = []; - for (let i = 0; i < this.noiseShape.length; ++i) { - noiseShape.push(this.noiseShape[i] == null ? inputShape[i] : this.noiseShape[i]); - } - return noiseShape; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - if (0 < this.rate && this.rate < 1) { - const training = kwargs["training"] == null ? false : kwargs["training"]; - const noiseShape = this.getNoiseShape(input2); - const output = inTrainPhase(() => dropout2(input2, this.rate, noiseShape, this.seed), () => input2, training); - return output; - } - return inputs; - }); - } - getConfig() { - const config3 = { - rate: this.rate, - noiseShape: this.noiseShape, - seed: this.seed - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - dispose() { - return super.dispose(); - } - }; - Dropout.className = "Dropout"; - serialization_exports.registerClass(Dropout); - var SpatialDropout1D = class extends Dropout { - constructor(args) { - super(args); - this.inputSpec = [{ndim: 3}]; - } - getNoiseShape(input2) { - const inputShape = input2.shape; - return [inputShape[0], 1, inputShape[2]]; - } - }; - SpatialDropout1D.className = "SpatialDropout1D"; - serialization_exports.registerClass(SpatialDropout1D); - var Dense = class extends Layer { - constructor(args) { - super(args); - this.activation = null; - this.useBias = true; - this.kernel = null; - this.bias = null; - this.DEFAULT_KERNEL_INITIALIZER = "glorotNormal"; - this.DEFAULT_BIAS_INITIALIZER = "zeros"; - if (args.batchInputShape == null && args.inputShape == null && args.inputDim != null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - this.batchInputShape = [batchSize, args.inputDim]; - } - this.units = args.units; - assertPositiveInteger(this.units, "units"); - this.activation = getActivation(args.activation); - if (args.useBias != null) { - this.useBias = args.useBias; - } - this.kernelInitializer = getInitializer(args.kernelInitializer || this.DEFAULT_KERNEL_INITIALIZER); - this.biasInitializer = getInitializer(args.biasInitializer || this.DEFAULT_BIAS_INITIALIZER); - this.kernelConstraint = getConstraint(args.kernelConstraint); - this.biasConstraint = getConstraint(args.biasConstraint); - this.kernelRegularizer = getRegularizer(args.kernelRegularizer); - this.biasRegularizer = getRegularizer(args.biasRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.supportsMasking = true; - this.inputSpec = [{minNDim: 2}]; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const inputLastDim = inputShape[inputShape.length - 1]; - if (this.kernel == null) { - this.kernel = this.addWeight("kernel", [inputLastDim, this.units], null, this.kernelInitializer, this.kernelRegularizer, true, this.kernelConstraint); - if (this.useBias) { - this.bias = this.addWeight("bias", [this.units], null, this.biasInitializer, this.biasRegularizer, true, this.biasConstraint); - } - } - this.inputSpec = [{minNDim: 2, axes: {[-1]: inputLastDim}}]; - this.built = true; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - outputShape[outputShape.length - 1] = this.units; - return outputShape; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const fusedActivationName = mapActivationToFusedKernel(this.activation.getClassName()); - let output; - if (fusedActivationName != null) { - output = dot2(input2, this.kernel.read(), fusedActivationName, this.bias ? this.bias.read() : null); - } else { - output = dot2(input2, this.kernel.read()); - if (this.bias != null) { - output = biasAdd(output, this.bias.read()); - } - if (this.activation != null) { - output = this.activation.apply(output); - } - } - return output; - }); - } - getConfig() { - const config3 = { - units: this.units, - activation: serializeActivation(this.activation), - useBias: this.useBias, - kernelInitializer: serializeInitializer(this.kernelInitializer), - biasInitializer: serializeInitializer(this.biasInitializer), - kernelRegularizer: serializeRegularizer(this.kernelRegularizer), - biasRegularizer: serializeRegularizer(this.biasRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - kernelConstraint: serializeConstraint(this.kernelConstraint), - biasConstraint: serializeConstraint(this.biasConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Dense.className = "Dense"; - serialization_exports.registerClass(Dense); - var Flatten = class extends Layer { - constructor(args) { - args = args || {}; - super(args); - this.inputSpec = [{minNDim: 3}]; - this.dataFormat = args.dataFormat; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - for (const dim of inputShape.slice(1)) { - if (dim == null) { - throw new ValueError(`The shape of the input to "Flatten" is not fully defined (got ${inputShape.slice(1)}). Make sure to pass a complete "input_shape" or "batch_input_shape" argument to the first layer in your model.`); - } - } - return [inputShape[0], arrayProd(inputShape, 1)]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - let input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsFirst" && input2.rank > 1) { - const permutation = [0]; - for (let i = 2; i < input2.rank; ++i) { - permutation.push(i); - } - permutation.push(1); - input2 = input2.transpose(permutation); - } - return batchFlatten(input2); - }); - } - getConfig() { - const config3 = {}; - if (this.dataFormat != null) { - config3["dataFormat"] = this.dataFormat; - } - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Flatten.className = "Flatten"; - serialization_exports.registerClass(Flatten); - var Activation2 = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.activation = getActivation(args.activation); - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - return this.activation.apply(input2); - }); - } - getConfig() { - const config3 = {activation: serializeActivation(this.activation)}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Activation2.className = "Activation"; - serialization_exports.registerClass(Activation2); - var RepeatVector = class extends Layer { - constructor(args) { - super(args); - this.n = args.n; - this.inputSpec = [{ndim: 2}]; - } - computeOutputShape(inputShape) { - return [inputShape[0], this.n, inputShape[1]]; - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - return repeat(inputs, this.n); - }); - } - getConfig() { - const config3 = { - n: this.n - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - RepeatVector.className = "RepeatVector"; - serialization_exports.registerClass(RepeatVector); - var Reshape2 = class extends Layer { - constructor(args) { - super(args); - this.targetShape = args.targetShape; - for (let i = 0; i < this.targetShape.length; ++i) { - if (this.isUnknown(this.targetShape[i])) { - this.targetShape[i] = null; - } - } - } - isUnknown(dim) { - return dim < 0 || dim == null; - } - fixUnknownDimension(inputShape, outputShape) { - const errorMsg = "Total size of new array must be unchanged."; - const finalShape = outputShape.slice(); - let known = 1; - let unknown = null; - for (let i = 0; i < finalShape.length; ++i) { - const dim = finalShape[i]; - if (this.isUnknown(dim)) { - if (unknown === null) { - unknown = i; - } else { - throw new ValueError("Can only specifiy one unknown dimension."); - } - } else { - known *= dim; - } - } - const originalSize = arrayProd(inputShape); - if (unknown !== null) { - if (known === 0 || originalSize % known !== 0) { - throw new ValueError(errorMsg); - } - finalShape[unknown] = originalSize / known; - } else if (originalSize !== known) { - throw new ValueError(errorMsg); - } - return finalShape; - } - computeOutputShape(inputShape) { - let anyUnknownDims = false; - for (let i = 0; i < inputShape.length; ++i) { - if (this.isUnknown(inputShape[i])) { - anyUnknownDims = true; - break; - } - } - if (anyUnknownDims) { - return inputShape.slice(0, 1).concat(this.targetShape); - } else { - return inputShape.slice(0, 1).concat(this.fixUnknownDimension(inputShape.slice(1), this.targetShape)); - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const outputShape = inputShape.slice(0, 1).concat(this.fixUnknownDimension(inputShape.slice(1), this.targetShape)); - return input2.reshape(outputShape); - }); - } - getConfig() { - const config3 = { - targetShape: this.targetShape - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Reshape2.className = "Reshape"; - serialization_exports.registerClass(Reshape2); - var Permute = class extends Layer { - constructor(args) { - super(args); - if (args.dims == null) { - throw new Error("Required configuration field `dims` is missing during Permute constructor call."); - } - if (!Array.isArray(args.dims)) { - throw new Error(`Permute constructor requires \`dims\` to be an Array, but received ${args.dims} instead.`); - } - const expectedSortedIndices = range5(1, args.dims.length + 1); - if (!util_exports.arraysEqual(args.dims.slice().sort(), expectedSortedIndices)) { - throw new Error("Invalid permutation `dims`: " + JSON.stringify(args.dims) + " `dims` must contain consecutive integers starting from 1."); - } - this.dims = args.dims; - this.dimsIncludingBatch = [0].concat(this.dims); - this.inputSpec = [new InputSpec({ndim: this.dims.length + 1})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const outputShape = inputShape.slice(); - this.dims.forEach((dim, i) => { - outputShape[i + 1] = inputShape[dim]; - }); - return outputShape; - } - call(inputs, kwargs) { - return transpose(getExactlyOneTensor(inputs), this.dimsIncludingBatch); - } - getConfig() { - const config3 = { - dims: this.dims - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Permute.className = "Permute"; - serialization_exports.registerClass(Permute); - var Masking = class extends Layer { - constructor(args) { - super(args == null ? {} : args); - this.supportsMasking = true; - if (args != null) { - this.maskValue = args.maskValue == null ? 0 : args.maskValue; - } else { - this.maskValue = 0; - } - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {maskValue: this.maskValue}; - Object.assign(config3, baseConfig); - return config3; - } - computeMask(inputs, mask) { - const input2 = getExactlyOneTensor(inputs); - const axis = -1; - return any(notEqual(input2, this.maskValue), axis); - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const axis = -1; - const keepDims = true; - const booleanMask = any(notEqual(input2, this.maskValue), axis, keepDims); - const output = input2.mul(booleanMask.asType(input2.dtype)); - return output; - }); - } - }; - Masking.className = "Masking"; - serialization_exports.registerClass(Masking); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Embedding = class extends Layer { - constructor(args) { - super(args); - this.embeddings = null; - this.DEFAULT_EMBEDDINGS_INITIALIZER = "randomUniform"; - if (args.batchInputShape == null && args.inputShape == null) { - let batchSize = null; - if (args.batchSize != null) { - batchSize = args.batchSize; - } - if (args.inputLength == null) { - this.batchInputShape = [batchSize, null]; - } else { - this.batchInputShape = [batchSize].concat(toList(args.inputLength)); - } - } - this.inputDim = args.inputDim; - assertPositiveInteger(this.inputDim, "inputDim"); - this.outputDim = args.outputDim; - assertPositiveInteger(this.outputDim, "outputDim"); - this.embeddingsInitializer = getInitializer(args.embeddingsInitializer || this.DEFAULT_EMBEDDINGS_INITIALIZER); - this.embeddingsRegularizer = getRegularizer(args.embeddingsRegularizer); - this.activityRegularizer = getRegularizer(args.activityRegularizer); - this.embeddingsConstraint = getConstraint(args.embeddingsConstraint); - this.maskZero = args.maskZero; - this.supportsMasking = args.maskZero; - this.inputLength = args.inputLength; - } - build(inputShape) { - this.embeddings = this.addWeight("embeddings", [this.inputDim, this.outputDim], this.dtype, this.embeddingsInitializer, this.embeddingsRegularizer, true, this.embeddingsConstraint); - this.built = true; - } - warnOnIncompatibleInputShape(inputShape) { - } - computeMask(inputs, mask) { - return tidy(() => { - if (!this.maskZero) { - return null; - } else { - inputs = getExactlyOneTensor(inputs); - return notEqual(inputs, zerosLike(inputs)); - } - }); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (this.inputLength == null) { - return [...inputShape, this.outputDim]; - } - const inLens = toList(this.inputLength); - if (inLens.length !== inputShape.length - 1) { - throw new ValueError(`"inputLength" is ${this.inputLength}, but received input shape has shape ${inputShape}`); - } else { - let i = 0; - for (let k = 0; k < inLens.length; ++k) { - const s1 = inLens[k]; - const s2 = inputShape[k + 1]; - if (s1 != null && s2 != null && s1 !== s2) { - throw new ValueError(`"inputLength" is ${this.inputLength}, but received input shape has shape ${inputShape}`); - } else if (s1 == null) { - inLens[i] = s2; - } - i++; - } - } - return [inputShape[0], ...inLens, this.outputDim]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - let input2 = getExactlyOneTensor(inputs); - if (input2.dtype !== "int32") { - input2 = cast5(input2, "int32"); - } - const output = gather2(this.embeddings.read(), input2.as1D()); - return output.reshape(getExactlyOneShape(this.computeOutputShape(input2.shape))); - }); - } - getConfig() { - const config3 = { - inputDim: this.inputDim, - outputDim: this.outputDim, - embeddingsInitializer: serializeInitializer(this.embeddingsInitializer), - embeddingsRegularizer: serializeRegularizer(this.embeddingsRegularizer), - activityRegularizer: serializeRegularizer(this.activityRegularizer), - embeddingsConstraint: serializeConstraint(this.embeddingsConstraint), - maskZero: this.maskZero, - inputLength: this.inputLength - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Embedding.className = "Embedding"; - serialization_exports.registerClass(Embedding); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Merge = class extends Layer { - constructor(args) { - super(args || {}); - this.supportsMasking = true; - } - mergeFunction(inputs) { - throw new NotImplementedError(); - } - computeElementwiseOpOutputShape(shape1, shape2) { - if (shape1 == null || shape2 == null) { - return null; - } else if (shape1.length < shape2.length) { - return this.computeElementwiseOpOutputShape(shape2, shape1); - } else if (shape2.length === 0) { - return shape1; - } - const outputShape = shape1.slice(0, shape1.length - shape2.length); - for (let k = 0; k < shape2.length; ++k) { - const i = shape1[shape1.length - shape2.length + k]; - const j = shape2[k]; - if (i == null || j == null || i < 0 || j < 0) { - outputShape.push(null); - } else if (i === 1) { - outputShape.push(j); - } else if (j === 1) { - outputShape.push(i); - } else { - if (i !== j) { - throw new ValueError("Operands could not be broadcast together with shapes " + JSON.stringify(shape1) + " " + JSON.stringify(shape2)); - } - outputShape.push(i); - } - } - return outputShape; - } - build(inputShape) { - if (Array.isArray(inputShape) && !Array.isArray(inputShape[0])) { - inputShape = [getExactlyOneShape(inputShape)]; - } - inputShape = inputShape; - if (inputShape.length < 2) { - throw new ValueError(`A merge layer should be called on an Array of at least 2 inputs. Got ${inputShape.length} input(s).`); - } - let batchSizes = []; - for (const shape of inputShape) { - if (shape != null && shape[0] !== null) { - batchSizes.push(shape[0]); - } - } - batchSizes = unique4(batchSizes); - if (batchSizes.length > 1) { - throw new ValueError(`Can not merge tensors with different batch sizes. Got tensors with shapes: ${JSON.stringify(inputShape)}.`); - } - let outputShape = inputShape[0] == null ? null : inputShape[0].slice(1); - for (let i = 1; i < inputShape.length; ++i) { - const shape = inputShape[i] == null ? null : inputShape[i].slice(1); - outputShape = this.computeElementwiseOpOutputShape(outputShape, shape); - } - const allRanks = inputShape.map((shape) => shape.length); - if (inputShape.indexOf(null) === -1 && unique4(allRanks).length === 1) { - this.reshapeRequired = false; - } else { - this.reshapeRequired = true; - } - } - call(inputs, kwargs) { - return tidy(() => { - inputs = inputs; - if (this.reshapeRequired) { - const reshapedInputs = []; - const inputDims = inputs.map((input2) => input2.rank); - if (inputDims.indexOf(null) === -1) { - const maxNDim = max5(inputDims); - for (let x of inputs) { - const xNDim = x.rank; - for (let k = 0; k < maxNDim - xNDim; ++k) { - x = expandDims5(x, 1); - } - reshapedInputs.push(x); - } - return this.mergeFunction(reshapedInputs); - } else { - let transposed = false; - for (const x of inputs) { - const xNDim = x.rank; - if (xNDim == null) { - const xShape = x.shape; - const batchSize = xShape[0]; - const newShape = xShape.slice(1).concat([batchSize]); - let xTransposed = x.reshape([batchSize].concat(arrayProd(xShape.slice(1)))); - xTransposed = transpose(xTransposed, [1, 0]); - xTransposed = xTransposed.reshape(newShape); - reshapedInputs.push(xTransposed); - transposed = true; - } else if (xNDim > 1) { - const dims = range5(1, xNDim).concat([0]); - reshapedInputs.push(transpose(x, dims)); - transposed = true; - } else { - reshapedInputs.push(x); - } - } - let y = this.mergeFunction(reshapedInputs); - const yNDim = y.rank; - if (transposed) { - if (yNDim == null) { - const yShape = y.shape; - const yNDim2 = yShape.length; - const batchSize = yShape[yNDim2 - 1]; - const newShape = [batchSize].concat(yShape.slice(0, yShape.length - 1)); - y = transpose(y.reshape([-1, batchSize]), [1, 0]).reshape(newShape); - } else if (yNDim > 1) { - const dims = [yNDim - 1].concat(range5(0, yNDim - 1)); - y = transpose(y, dims); - } - } - return y; - } - } else { - return this.mergeFunction(inputs); - } - }); - } - computeOutputShape(inputShape) { - inputShape = inputShape; - let outputShape; - if (inputShape[0] == null) { - outputShape = null; - } else { - outputShape = inputShape[0].slice(1); - } - for (let i = 1; i < inputShape.length; ++i) { - const shape = inputShape[i] == null ? null : inputShape[i].slice(1); - outputShape = this.computeElementwiseOpOutputShape(outputShape, shape); - } - let batchSizes = []; - for (const shape of inputShape) { - if (shape != null && shape[0] !== null) { - batchSizes.push(shape[0]); - } - } - batchSizes = unique4(batchSizes); - if (batchSizes.length === 1) { - outputShape = batchSizes.concat(outputShape); - } else { - outputShape = [null].concat(outputShape); - } - return outputShape; - } - computeMask(inputs, mask) { - return tidy(() => { - if (mask == null) { - return null; - } - if (!Array.isArray(mask)) { - throw new ValueError("`mask` should be an Array"); - } - if (!Array.isArray(inputs)) { - throw new ValueError("`inputs` should be an Array"); - } - if (mask.length !== inputs.length) { - throw new ValueError(`The Array 'inputs' and 'mask' are expected to have the same length, but have different lengths (${inputs.length} vs ${mask.length})`); - } - if (mask.every((m) => m == null)) { - return null; - } - mask = mask.map((m) => m == null ? m : expandDims(m, 0)); - let output = mask[0]; - for (let i = 1; i < mask.length - 1; ++i) { - output = logicalAnd(output, mask[i]); - } - return output; - }); - } - }; - var Add2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = add2(output, inputs[i]); - } - return output; - }); - } - }; - Add2.className = "Add"; - serialization_exports.registerClass(Add2); - var Multiply2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = mul(output, inputs[i]); - } - return output; - }); - } - }; - Multiply2.className = "Multiply"; - serialization_exports.registerClass(Multiply2); - var Average = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0].clone(); - for (let i = 1; i < inputs.length; ++i) { - output = add2(output, inputs[i]); - } - return mul(1 / inputs.length, output); - }); - } - }; - Average.className = "Average"; - serialization_exports.registerClass(Average); - var Maximum2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0]; - for (let i = 1; i < inputs.length; ++i) { - output = maximum(output, inputs[i]); - } - return output; - }); - } - }; - Maximum2.className = "Maximum"; - serialization_exports.registerClass(Maximum2); - var Minimum2 = class extends Merge { - constructor(args) { - super(args); - } - mergeFunction(inputs) { - return tidy(() => { - let output = inputs[0]; - for (let i = 1; i < inputs.length; ++i) { - output = minimum(output, inputs[i]); - } - return output; - }); - } - }; - Minimum2.className = "Minimum"; - serialization_exports.registerClass(Minimum2); - var Concatenate = class extends Merge { - constructor(args) { - super(args); - this.DEFAULT_AXIS = -1; - if (args == null) { - args = {}; - } - this.axis = args.axis == null ? this.DEFAULT_AXIS : args.axis; - this.supportsMasking = true; - this.reshapeRequired = false; - } - build(inputShape) { - if (!(Array.isArray(inputShape) && Array.isArray(inputShape[0])) || inputShape.length === 1) { - throw new ValueError("A `Concatenate` layer should be called on a list of at least 2 inputs"); - } - inputShape = inputShape; - let allNoneShape = true; - for (const shape of inputShape) { - if (shape != null) { - allNoneShape = false; - break; - } - } - if (allNoneShape) { - return; - } - const shapeSet = []; - for (let i = 0; i < inputShape.length; ++i) { - const shapeWithoutConcatAxis = inputShape[i].slice(); - shapeWithoutConcatAxis.splice(this.axis, 1); - let exists = false; - for (const shape of shapeSet) { - if (util_exports.arraysEqual(shape, shapeWithoutConcatAxis)) { - exists = true; - break; - } - } - if (!exists) { - shapeSet.push(shapeWithoutConcatAxis); - } - } - if (shapeSet.length > 1) { - throw new ValueError("A `Concatenate` layer requires inputs with matching shapes except for the concat axis. Got input shapes: " + JSON.stringify(inputShape)); - } - } - mergeFunction(inputs) { - return tidy(() => { - return concatenate(inputs, this.axis); - }); - } - computeOutputShape(inputShape) { - if (!(Array.isArray(inputShape) && Array.isArray(inputShape[0]))) { - throw new ValueError("A `Concatenate` layer should be called on a list of inputs."); - } - const inputShapes = inputShape; - const outputShape = inputShapes[0].slice(); - const axis = this.axis < 0 ? outputShape.length + this.axis : this.axis; - for (const shape of inputShapes.slice(1)) { - if (outputShape[axis] == null || shape[axis] == null) { - outputShape[axis] = null; - break; - } - outputShape[axis] += shape[axis]; - } - return outputShape; - } - computeMask(inputs, mask) { - if (mask == null) { - return null; - } - if (!Array.isArray(mask)) { - throw new ValueError("`mask` should be an array for Concatenate"); - } - if (!Array.isArray(inputs)) { - throw new ValueError("`inputs` should be an array for Concatenate"); - } - if (mask.length !== inputs.length) { - throw new ValueError(`Mismatch in the length of mask (${mask.length}) and the legnth of inputs (${inputs.length})`); - } - return tidy(() => { - let allNullMasks = true; - mask.forEach((m) => { - if (m != null) { - allNullMasks = false; - return; - } - }); - if (allNullMasks) { - return null; - } - const outputMasks = []; - for (let i = 0; i < inputs.length; ++i) { - if (mask[i] == null) { - outputMasks.push(onesLike(inputs[i]).asType("bool")); - } else if (mask[i].rank < inputs[i].rank) { - outputMasks.push(expandDims(mask[i], -1)); - } else { - outputMasks.push(mask[i]); - } - } - const concatenatedMasks = concat(outputMasks, this.axis); - return all(concatenatedMasks, -1, false); - }); - } - getConfig() { - const config3 = { - axis: this.axis - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Concatenate.className = "Concatenate"; - serialization_exports.registerClass(Concatenate); - function interpretAxis(axis, dim) { - while (axis < 0) { - axis += dim; - } - return axis; - } - function batchDot(x, y, axes) { - if (x.shape.length > 3 || y.shape.length > 3) { - throw new NotImplementedError("batchDot is not implemented for tensors of 4D or higher rank yet"); - } - util_exports.assert(x.shape.length >= 2, () => `batchDot requires the rank of x to be >= 2, but got ${x.shape.length}`); - util_exports.assert(x.shape.length >= 2, () => `batchDot requires the rank of y to be >= 2, but got ${y.shape.length}`); - if (typeof axes === "number") { - axes = [axes, axes]; - } - if (x.dtype === "complex64" || y.dtype === "complex64") { - throw new NotImplementedError("batchDot is not implemented for complex64-type Tensors yet."); - } - const xNDim = x.shape.length; - const yNDim = y.shape.length; - if (axes == null) { - axes = [xNDim - 1, yNDim - 2]; - } - const axesArray = axes; - return tidy(() => { - let diff; - if (xNDim > yNDim) { - diff = xNDim - yNDim; - const diffShape = []; - for (let i = 0; i < diff; ++i) { - diffShape.push(1); - } - y = y.reshape(y.shape.concat(diffShape)); - } else if (yNDim > xNDim) { - diff = yNDim - xNDim; - const diffShape = []; - for (let i = 0; i < diff; ++i) { - diffShape.push(1); - } - x = x.reshape(x.shape.concat(diffShape)); - } else { - diff = 0; - } - let out; - if (x.shape.length === 2 && y.shape.length === 2) { - if (axesArray[0] === axesArray[1]) { - out = x.mul(y).sum(axesArray[0]); - } else { - out = x.transpose([1, 0]).mul(y).sum(axesArray[1]); - } - } else { - const adjX = axesArray[0] !== x.shape.length - 1; - const adjY = axesArray[1] === y.shape.length - 1; - out = x.matMul(y, adjX, adjY); - } - if (diff > 0) { - let idx; - if (xNDim > yNDim) { - idx = xNDim + yNDim - 3; - } else { - idx = xNDim - 1; - } - const squeezeAxes = []; - for (let i = idx; i < idx + diff; ++i) { - squeezeAxes.push(i); - } - out = out.squeeze(squeezeAxes); - } - if (out.shape.length === 1) { - out = out.expandDims(1); - } - return out; - }); - } - var Dot = class extends Merge { - constructor(args) { - super(args); - this.axes = args.axes; - this.normalize = args.normalize == null ? false : args.normalize; - this.supportsMasking = true; - this.reshapeRequired = false; - } - build(inputShape) { - util_exports.assert(Array.isArray(inputShape) && inputShape.length === 2 && Array.isArray(inputShape[0]) && Array.isArray(inputShape[1]), () => "A `Dot` layer should be called on a list of exactly 2 inputs."); - const shape1 = inputShape[0]; - const shape2 = inputShape[1]; - if (shape1.length > 3 || shape2.length > 3) { - throw new NotImplementedError("Dot layer does not support tensors of 4D or higher rank yet."); - } - const axes = this.interpretAxes(shape1, shape2); - if (shape1[axes[0]] !== shape2[axes[1]]) { - throw new ValueError(`Dimension incompatibility: ${shape1[axes[0]]} !== ${shape2[axes[1]]}`); - } - } - mergeFunction(inputs) { - if (inputs.length !== 2) { - throw new ValueError(`A \`Dot\` layer must be called on exactly 2 inputs, but received ${inputs.length} input(s).`); - } - let x1 = inputs[0]; - let x2 = inputs[1]; - let axes; - if (!Array.isArray(this.axes)) { - axes = [ - interpretAxis(this.axes, x1.shape.length), - interpretAxis(this.axes, x2.shape.length) - ]; - } else { - axes = this.axes.map((axis, i) => interpretAxis(axis, inputs[i].shape.length)); - } - if (this.normalize) { - x1 = l2Normalize(x1, axes[0]); - x2 = l2Normalize(x2, axes[1]); - } - return batchDot(x1, x2, axes); - } - interpretAxes(shape1, shape2) { - let axes; - if (!Array.isArray(this.axes)) { - axes = [ - interpretAxis(this.axes, shape1.length), - interpretAxis(this.axes, shape2.length) - ]; - } else { - axes = this.axes; - } - return axes; - } - computeOutputShape(inputShape) { - util_exports.assert(Array.isArray(inputShape) && inputShape.length === 2 && Array.isArray(inputShape[0]) && Array.isArray(inputShape[1]), () => "A `Dot` layer should be called on a list of exactly 2 inputs."); - const shape1 = inputShape[0].slice(); - const shape2 = inputShape[1].slice(); - if (shape1.length > 3 || shape2.length > 3) { - throw new NotImplementedError("Dot layer does not support tensors of 4D or higher rank yet."); - } - const axes = this.interpretAxes(shape1, shape2); - shape1.splice(axes[0], 1); - shape2.splice(axes[1], 1); - shape2.splice(0, 1); - const outputShape = shape1.concat(shape2); - if (outputShape.length === 1) { - outputShape.push(1); - } - return outputShape; - } - computeMask(inputs, mask) { - return null; - } - getConfig() { - const config3 = { - axes: this.axes, - normalize: this.normalize - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - Dot.className = "Dot"; - serialization_exports.registerClass(Dot); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var GaussianNoise = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.stddev = args.stddev; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {stddev: this.stddev}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - const noised = () => randomNormal2(input2.shape, 0, this.stddev).add(input2); - const output = inTrainPhase(noised, () => input2, kwargs["training"] || false); - return output; - }); - } - }; - GaussianNoise.className = "GaussianNoise"; - serialization_exports.registerClass(GaussianNoise); - var GaussianDropout = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.rate = args.rate; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {rate: this.rate}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - const input2 = getExactlyOneTensor(inputs); - if (this.rate > 0 && this.rate < 1) { - const noised = () => { - const stddev = Math.sqrt(this.rate / (1 - this.rate)); - return input2.mul(randomNormal2(input2.shape, 1, stddev)); - }; - return inTrainPhase(noised, () => input2, kwargs["training"] || false); - } - return input2; - }); - } - }; - GaussianDropout.className = "GaussianDropout"; - serialization_exports.registerClass(GaussianDropout); - var AlphaDropout = class extends Layer { - constructor(args) { - super(args); - this.supportsMasking = true; - this.rate = args.rate; - this.noiseShape = args.noiseShape; - } - _getNoiseShape(inputs) { - return this.noiseShape || getExactlyOneTensor(inputs).shape; - } - computeOutputShape(inputShape) { - return inputShape; - } - getConfig() { - const baseConfig = super.getConfig(); - const config3 = {rate: this.rate}; - Object.assign(config3, baseConfig); - return config3; - } - call(inputs, kwargs) { - return tidy(() => { - if (this.rate < 1 && this.rate > 0) { - const noiseShape = this._getNoiseShape(inputs); - const droppedInputs = () => { - const input2 = getExactlyOneTensor(inputs); - const alpha = 1.6732632423543772; - const scale2 = 1.0507009873554805; - const alphaP = -alpha * scale2; - let keptIdx = greaterEqual(randomUniform(noiseShape), this.rate); - keptIdx = cast5(keptIdx, "float32"); - const a = ((1 - this.rate) * (1 + this.rate * alphaP ** 2)) ** -0.5; - const b = -a * alphaP * this.rate; - const x = input2.mul(keptIdx).add(keptIdx.add(-1).mul(alphaP)); - return x.mul(a).add(b); - }; - return inTrainPhase(droppedInputs, () => getExactlyOneTensor(inputs), kwargs["training"] || false); - } - return inputs; - }); - } - }; - AlphaDropout.className = "AlphaDropout"; - serialization_exports.registerClass(AlphaDropout); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function batchNormalization(x, mean4, variance, beta, gamma, epsilon3 = 1e-3) { - let out; - if (x.rank === 2) { - out = batchNorm2d(x, mean4, variance, beta, gamma, epsilon3); - } else if (x.rank === 3) { - out = batchNorm3d(x, mean4, variance, beta, gamma, epsilon3); - } else if (x.rank === 4) { - out = batchNorm4d(x, mean4, variance, beta, gamma, epsilon3); - } else { - throw new NotImplementedError(`batchNormalization is not implemented for array of rank ${x.rank} yet`); - } - return out; - } - function regularNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - return tidy(() => { - const meanAndVariance = moments(x, reductionAxes); - const mean4 = meanAndVariance.mean; - const variance = meanAndVariance.variance; - const normed = batchNormalization(x, mean4, variance, beta, gamma, epsilon3); - return [normed, mean4, variance]; - }); - } - function broadcastNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - return tidy(() => { - const meanAndVariance = moments(x, reductionAxes); - const mean4 = meanAndVariance.mean; - const variance = meanAndVariance.variance; - const targetShape = []; - for (const axis of range5(0, x.rank)) { - if (reductionAxes.indexOf(axis) !== -1) { - targetShape.push(1); - } else { - targetShape.push(x.shape[axis]); - } - } - const broadcastMean = mean4.reshape(targetShape); - const broadcastVariance = variance.reshape(targetShape); - const broadcastGamma = gamma == null ? null : gamma.reshape(targetShape); - const broadcastBeta = beta == null ? null : beta.reshape(targetShape); - const normed = batchNormalization(x, broadcastMean, broadcastVariance, broadcastBeta, broadcastGamma, epsilon3); - return [normed, mean4, variance]; - }); - } - function normalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3 = 1e-3) { - if (util_exports.arraysEqual(reductionAxes.slice().sort(), range5(0, x.rank - 1))) { - return regularNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3); - } else { - return broadcastNormalizeBatchInTraining(x, gamma, beta, reductionAxes, epsilon3); - } - } - var BatchNormalization = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.supportsMasking = true; - this.axis = args.axis == null ? -1 : args.axis; - this.momentum = args.momentum == null ? 0.99 : args.momentum; - this.epsilon = args.epsilon == null ? 1e-3 : args.epsilon; - this.center = args.center == null ? true : args.center; - this.scale = args.scale == null ? true : args.scale; - this.betaInitializer = getInitializer(args.betaInitializer || "zeros"); - this.gammaInitializer = getInitializer(args.gammaInitializer || "ones"); - this.movingMeanInitializer = getInitializer(args.movingMeanInitializer || "zeros"); - this.movingVarianceInitializer = getInitializer(args.movingVarianceInitializer || "ones"); - this.betaConstraint = getConstraint(args.betaConstraint); - this.gammaConstraint = getConstraint(args.gammaConstraint); - this.betaRegularizer = getRegularizer(args.betaRegularizer); - this.gammaRegularizer = getRegularizer(args.gammaRegularizer); - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const axis = this.axis >= 0 ? this.axis : this.axis + inputShape.length; - const dim = inputShape[axis]; - if (dim == null) { - throw new ValueError(`Axis ${axis} of input tensor should have a defined dimension but the layer received an input with shape ${JSON.stringify(inputShape)}.`); - } - this.inputSpec = [new InputSpec({ndim: inputShape.length, axes: {[axis]: dim}})]; - const shape = [dim]; - if (this.scale) { - this.gamma = this.addWeight("gamma", shape, null, this.gammaInitializer, this.gammaRegularizer, true, this.gammaConstraint); - } - if (this.center) { - this.beta = this.addWeight("beta", shape, null, this.betaInitializer, this.betaRegularizer, true, this.betaConstraint); - } - this.movingMean = this.addWeight("moving_mean", shape, null, this.movingMeanInitializer, null, false); - this.movingVariance = this.addWeight("moving_variance", shape, null, this.movingVarianceInitializer, null, false); - this.built = true; - } - call(inputs, kwargs) { - return tidy(() => { - const training = kwargs["training"] == null ? false : kwargs["training"]; - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const ndim = inputShape.length; - const reductionAxes = range5(0, ndim); - const axis = this.axis >= 0 ? this.axis : this.axis + ndim; - reductionAxes.splice(axis, 1); - const broadcastShape = pyListRepeat(1, ndim); - broadcastShape[axis] = inputShape[axis]; - const sortedReductionAxes = reductionAxes.slice(); - sortedReductionAxes.sort(); - const needsBroadcasting = !util_exports.arraysEqual(sortedReductionAxes, range5(0, ndim).slice(0, ndim - 1)); - const normalizeInference = () => { - if (needsBroadcasting) { - const broadcastMovingMean = this.movingMean.read().reshape(broadcastShape); - const broadcastMovingVariance = this.movingVariance.read().reshape(broadcastShape); - const broadcastBeta = this.center ? this.beta.read().reshape(broadcastShape) : null; - const broadcastGamma = this.scale ? this.gamma.read().reshape(broadcastShape) : null; - return batchNormalization(input2, broadcastMovingMean, broadcastMovingVariance, broadcastBeta, broadcastGamma, this.epsilon); - } else { - return batchNormalization(input2, this.movingMean.read(), this.movingVariance.read(), this.beta == null ? null : this.beta.read(), this.gamma == null ? null : this.gamma.read(), this.epsilon); - } - }; - if (!training) { - return normalizeInference(); - } - const [normedTraining, mean4, variance] = normalizeBatchInTraining(input2, this.gamma.read(), this.beta.read(), reductionAxes, this.epsilon); - const doMovingAverage = (variable2, value, momentum) => { - tidy(() => { - const decay = 1 - momentum; - const origValue = variable2.read(); - const updateDelta = origValue.sub(value).mul(decay); - variable2.write(origValue.sub(updateDelta)); - }); - }; - const updateMovingMeanAndVariance = () => { - doMovingAverage(this.movingMean, mean4, this.momentum); - doMovingAverage(this.movingVariance, variance, this.momentum); - }; - updateMovingMeanAndVariance(); - return normedTraining; - }); - } - getConfig() { - const config3 = { - axis: this.axis, - momentum: this.momentum, - epsilon: this.epsilon, - center: this.center, - scale: this.scale, - betaInitializer: serializeInitializer(this.betaInitializer), - gammaInitializer: serializeInitializer(this.gammaInitializer), - movingMeanInitializer: serializeInitializer(this.movingMeanInitializer), - movingVarianceInitializer: serializeInitializer(this.movingVarianceInitializer), - betaRegularizer: serializeRegularizer(this.betaRegularizer), - gammaRegularizer: serializeRegularizer(this.gammaRegularizer), - betaConstraint: serializeConstraint(this.betaConstraint), - gammaConstraint: serializeConstraint(this.gammaConstraint) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - BatchNormalization.className = "BatchNormalization"; - serialization_exports.registerClass(BatchNormalization); - var LayerNormalization = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.axis = args.axis == null ? -1 : args.axis; - if (typeof this.axis === "number") { - if (!Number.isInteger(this.axis)) { - throw new Error(`Expected axis to be an integer, but received ${this.axis}`); - } - } else if (Array.isArray(this.axis)) { - for (const axis of this.axis) { - if (!Number.isInteger(axis)) { - throw new Error(`Expected axis to be an array of integers, but received ${JSON.stringify(this.axis)}`); - } - } - } else { - throw new Error(`Expected axis to be an integer or an array of integers, but received ${JSON.stringify(this.axis)}`); - } - this.epsilon = args.epsilon == null ? 1e-3 : args.epsilon; - this.center = args.center == null ? true : args.center; - this.scale = args.scale == null ? true : args.scale; - this.betaInitializer = getInitializer(args.betaInitializer || "zeros"); - this.gammaInitializer = getInitializer(args.gammaInitializer || "ones"); - this.betaRegularizer = getRegularizer(args.betaRegularizer); - this.gammaRegularizer = getRegularizer(args.gammaRegularizer); - this.supportsMasking = true; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const nDims = inputShape.length; - if (typeof this.axis === "number") { - this.axis = [this.axis]; - } - for (let i = 0; i < this.axis.length; ++i) { - if (this.axis[i] < 0) { - this.axis[i] += nDims; - } - } - for (const axis of this.axis) { - if (axis < 0 || axis >= nDims) { - throw new Error(`Invalid axis: ${axis}`); - } - } - if (this.axis.length !== unique4(this.axis).length) { - throw new Error(`Found duplicate axes in: ${this.axis}`); - } - const paramShape = this.axis.map((axis) => inputShape[axis]); - const trainable = true; - if (this.scale) { - this.gamma = this.addWeight("gamma", paramShape, "float32", this.gammaInitializer, this.gammaRegularizer, trainable); - } else { - this.gamma = null; - } - if (this.center) { - this.beta = this.addWeight("beta", paramShape, "float32", this.betaInitializer, this.betaRegularizer, trainable); - } else { - this.beta = null; - } - this.built = true; - } - call(inputs, kwargs) { - const input2 = getExactlyOneTensor(inputs); - const inputShape = input2.shape; - const nDims = inputShape.length; - return tidy(() => { - const keepDims = true; - let {mean: mean4, variance} = moments(input2, this.axis, keepDims); - const broadcastShape = pyListRepeat(1, nDims); - for (const dim of this.axis) { - broadcastShape[dim] = inputShape[dim]; - } - const broadcast = (v) => { - if (v != null && v.shape.length !== nDims && this.axis !== [nDims - 1]) { - return v.reshape(broadcastShape); - } else { - return v; - } - }; - let scale2 = broadcast(this.gamma.read()); - let offset = broadcast(this.beta.read()); - const momentsTiling = []; - const scaleOffsetTiling = []; - for (let i = 0; i < nDims; ++i) { - if (this.axis.indexOf(i) !== -1) { - momentsTiling.push(inputShape[i]); - scaleOffsetTiling.push(1); - } else { - momentsTiling.push(1); - scaleOffsetTiling.push(inputShape[i]); - } - } - mean4 = mean4.tile(momentsTiling); - variance = variance.tile(momentsTiling); - scale2 = scale2.tile(scaleOffsetTiling); - offset = offset.tile(scaleOffsetTiling); - return batchNormalization(input2, mean4, variance, offset, scale2, this.epsilon); - }); - } - getConfig() { - const config3 = { - axis: this.axis, - epsilon: this.epsilon, - center: this.center, - scale: this.scale, - betaInitializer: serializeInitializer(this.betaInitializer), - gammaInitializer: serializeInitializer(this.gammaInitializer), - betaRegularizer: serializeRegularizer(this.betaRegularizer), - gammaRegularizer: serializeRegularizer(this.gammaRegularizer) - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - LayerNormalization.className = "LayerNormalization"; - serialization_exports.registerClass(LayerNormalization); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function spatial2dPadding(x, padding, dataFormat) { - return tidy(() => { - if (x.rank !== 4) { - throw new ValueError(`temporalPadding expects input tensor to be 4-D, but received a ${x.rank}-D tensor.`); - } - if (padding == null) { - padding = [[1, 1], [1, 1]]; - } - if (padding.length !== 2 || padding[0].length !== 2 || padding[1].length !== 2) { - throw new ValueError("spatial2dPadding expects `padding` to be an Array of two Arrays, each of which is an Array of two integers."); - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (dataFormat !== "channelsLast" && dataFormat !== "channelsFirst") { - throw new ValueError(`Unknown data format: ${dataFormat}. Supported data formats are 'channelsLast' and 'channelsFirst.`); - } - let pattern; - if (dataFormat === "channelsFirst") { - pattern = [[0, 0], [0, 0], padding[0], padding[1]]; - } else { - pattern = [[0, 0], padding[0], padding[1], [0, 0]]; - } - return pad(x, pattern); - }); - } - var ZeroPadding2D = class extends Layer { - constructor(args) { - if (args == null) { - args = {}; - } - super(args); - this.dataFormat = args.dataFormat == null ? imageDataFormat() : args.dataFormat; - if (args.padding == null) { - this.padding = [[1, 1], [1, 1]]; - } else if (typeof args.padding === "number") { - this.padding = [[args.padding, args.padding], [args.padding, args.padding]]; - } else { - args.padding = args.padding; - if (args.padding.length !== 2) { - throw new ValueError(`ZeroPadding2D expects padding to be a length-2 array, but received a length-${args.padding.length} array.`); - } - let heightPadding; - let widthPadding; - if (typeof args.padding[0] === "number") { - heightPadding = [args.padding[0], args.padding[0]]; - widthPadding = [args.padding[1], args.padding[1]]; - } else { - args.padding = args.padding; - if (args.padding[0].length !== 2) { - throw new ValueError(`ZeroPadding2D expects height padding to be a length-2 array, but received a length-${args.padding[0].length} array.`); - } - heightPadding = args.padding[0]; - if (args.padding[1].length !== 2) { - throw new ValueError(`ZeroPadding2D expects width padding to be a length-2 array, but received a length-${args.padding[1].length} array.`); - } - widthPadding = args.padding[1]; - } - this.padding = [heightPadding, widthPadding]; - } - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let rows; - let cols; - if (this.dataFormat === "channelsFirst") { - if (inputShape[2] != null && inputShape[2] >= 0) { - rows = inputShape[2] + this.padding[0][0] + this.padding[0][1]; - } else { - rows = null; - } - if (inputShape[3] != null && inputShape[3] >= 0) { - cols = inputShape[3] + this.padding[1][0] + this.padding[1][1]; - } else { - cols = null; - } - return [inputShape[0], inputShape[1], rows, cols]; - } else { - if (inputShape[1] != null && inputShape[1] >= 0) { - rows = inputShape[1] + this.padding[0][0] + this.padding[0][1]; - } else { - rows = null; - } - if (inputShape[2] != null && inputShape[2] >= 0) { - cols = inputShape[2] + this.padding[1][0] + this.padding[1][1]; - } else { - cols = null; - } - return [inputShape[0], rows, cols, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => spatial2dPadding(getExactlyOneTensor(inputs), this.padding, this.dataFormat)); - } - getConfig() { - const config3 = { - padding: this.padding, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - ZeroPadding2D.className = "ZeroPadding2D"; - serialization_exports.registerClass(ZeroPadding2D); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function pool2d(x, poolSize, strides, padding, dataFormat, poolMode) { - return tidy(() => { - checkDataFormat(dataFormat); - checkPoolMode(poolMode); - checkPaddingMode(padding); - if (strides == null) { - strides = [1, 1]; - } - if (padding == null) { - padding = "valid"; - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (poolMode == null) { - poolMode = "max"; - } - x = preprocessConv2DInput(x, dataFormat); - let y; - const paddingString = padding === "same" ? "same" : "valid"; - if (poolMode === "max") { - y = maxPool(x, poolSize, strides, paddingString); - } else { - y = avgPool(x, poolSize, strides, paddingString); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 3, 1, 2]); - } - return y; - }); - } - function pool3d2(x, poolSize, strides, padding, dataFormat, poolMode) { - return tidy(() => { - checkDataFormat(dataFormat); - checkPoolMode(poolMode); - checkPaddingMode(padding); - if (strides == null) { - strides = [1, 1, 1]; - } - if (padding == null) { - padding = "valid"; - } - if (dataFormat == null) { - dataFormat = imageDataFormat(); - } - if (poolMode == null) { - poolMode = "max"; - } - x = preprocessConv3DInput(x, dataFormat); - let y; - const paddingString = padding === "same" ? "same" : "valid"; - if (poolMode === "max") { - y = maxPool3d(x, poolSize, strides, paddingString); - } else { - y = avgPool3d(x, poolSize, strides, paddingString); - } - if (dataFormat === "channelsFirst") { - y = transpose(y, [0, 4, 1, 2, 3]); - } - return y; - }); - } - var Pooling1D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = 2; - } - super(args); - if (typeof args.poolSize === "number") { - this.poolSize = [args.poolSize]; - } else if (Array.isArray(args.poolSize) && args.poolSize.length === 1 && typeof args.poolSize[0] === "number") { - this.poolSize = args.poolSize; - } else { - throw new ValueError(`poolSize for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(args.poolSize)}`); - } - assertPositiveInteger(this.poolSize, "poolSize"); - if (args.strides == null) { - this.strides = this.poolSize; - } else { - if (typeof args.strides === "number") { - this.strides = [args.strides]; - } else if (Array.isArray(args.strides) && args.strides.length === 1 && typeof args.strides[0] === "number") { - this.strides = args.strides; - } else { - throw new ValueError(`strides for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(args.strides)}`); - } - } - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 3})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const length = convOutputLength(inputShape[1], this.poolSize[0], this.padding, this.strides[0]); - return [inputShape[0], length, inputShape[2]]; - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - inputs = expandDims5(getExactlyOneTensor(inputs), 2); - const output = this.poolingFunction(getExactlyOneTensor(inputs), [this.poolSize[0], 1], [this.strides[0], 1], this.padding, "channelsLast"); - return squeeze(output, [2]); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - var MaxPooling1D = class extends Pooling1D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "max"); - } - }; - MaxPooling1D.className = "MaxPooling1D"; - serialization_exports.registerClass(MaxPooling1D); - var AveragePooling1D = class extends Pooling1D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "avg"); - } - }; - AveragePooling1D.className = "AveragePooling1D"; - serialization_exports.registerClass(AveragePooling1D); - var Pooling2D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = [2, 2]; - } - super(args); - this.poolSize = Array.isArray(args.poolSize) ? args.poolSize : [args.poolSize, args.poolSize]; - if (args.strides == null) { - this.strides = this.poolSize; - } else if (Array.isArray(args.strides)) { - if (args.strides.length !== 2) { - throw new ValueError(`If the strides property of a 2D pooling layer is an Array, it is expected to have a length of 2, but received length ${args.strides.length}.`); - } - this.strides = args.strides; - } else { - this.strides = [args.strides, args.strides]; - } - assertPositiveInteger(this.poolSize, "poolSize"); - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let rows = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - let cols = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - rows = convOutputLength(rows, this.poolSize[0], this.padding, this.strides[0]); - cols = convOutputLength(cols, this.poolSize[1], this.padding, this.strides[1]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], inputShape[1], rows, cols]; - } else { - return [inputShape[0], rows, cols, inputShape[3]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - return this.poolingFunction(getExactlyOneTensor(inputs), this.poolSize, this.strides, this.padding, this.dataFormat); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - var MaxPooling2D = class extends Pooling2D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "max"); - } - }; - MaxPooling2D.className = "MaxPooling2D"; - serialization_exports.registerClass(MaxPooling2D); - var AveragePooling2D = class extends Pooling2D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool2d(inputs, poolSize, strides, padding, dataFormat, "avg"); - } - }; - AveragePooling2D.className = "AveragePooling2D"; - serialization_exports.registerClass(AveragePooling2D); - var Pooling3D = class extends Layer { - constructor(args) { - if (args.poolSize == null) { - args.poolSize = [2, 2, 2]; - } - super(args); - this.poolSize = Array.isArray(args.poolSize) ? args.poolSize : [args.poolSize, args.poolSize, args.poolSize]; - if (args.strides == null) { - this.strides = this.poolSize; - } else if (Array.isArray(args.strides)) { - if (args.strides.length !== 3) { - throw new ValueError(`If the strides property of a 3D pooling layer is an Array, it is expected to have a length of 3, but received length ${args.strides.length}.`); - } - this.strides = args.strides; - } else { - this.strides = [args.strides, args.strides, args.strides]; - } - assertPositiveInteger(this.poolSize, "poolSize"); - assertPositiveInteger(this.strides, "strides"); - this.padding = args.padding == null ? "valid" : args.padding; - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - checkPaddingMode(this.padding); - this.inputSpec = [new InputSpec({ndim: 5})]; - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - let depths = this.dataFormat === "channelsFirst" ? inputShape[2] : inputShape[1]; - let rows = this.dataFormat === "channelsFirst" ? inputShape[3] : inputShape[2]; - let cols = this.dataFormat === "channelsFirst" ? inputShape[4] : inputShape[3]; - depths = convOutputLength(depths, this.poolSize[0], this.padding, this.strides[0]); - rows = convOutputLength(rows, this.poolSize[1], this.padding, this.strides[1]); - cols = convOutputLength(cols, this.poolSize[2], this.padding, this.strides[2]); - if (this.dataFormat === "channelsFirst") { - return [inputShape[0], inputShape[1], depths, rows, cols]; - } else { - return [inputShape[0], depths, rows, cols, inputShape[4]]; - } - } - call(inputs, kwargs) { - return tidy(() => { - this.invokeCallHook(inputs, kwargs); - return this.poolingFunction(getExactlyOneTensor(inputs), this.poolSize, this.strides, this.padding, this.dataFormat); - }); - } - getConfig() { - const config3 = { - poolSize: this.poolSize, - padding: this.padding, - strides: this.strides, - dataFormat: this.dataFormat - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - var MaxPooling3D = class extends Pooling3D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool3d2(inputs, poolSize, strides, padding, dataFormat, "max"); - } - }; - MaxPooling3D.className = "MaxPooling3D"; - serialization_exports.registerClass(MaxPooling3D); - var AveragePooling3D = class extends Pooling3D { - constructor(args) { - super(args); - } - poolingFunction(inputs, poolSize, strides, padding, dataFormat) { - checkDataFormat(dataFormat); - checkPaddingMode(padding); - return pool3d2(inputs, poolSize, strides, padding, dataFormat, "avg"); - } - }; - AveragePooling3D.className = "AveragePooling3D"; - serialization_exports.registerClass(AveragePooling3D); - var GlobalPooling1D = class extends Layer { - constructor(args) { - super(args); - this.inputSpec = [new InputSpec({ndim: 3})]; - } - computeOutputShape(inputShape) { - return [inputShape[0], inputShape[2]]; - } - call(inputs, kwargs) { - throw new NotImplementedError(); - } - }; - var GlobalAveragePooling1D = class extends GlobalPooling1D { - constructor(args) { - super(args || {}); - } - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - return mean(input2, 1); - }); - } - }; - GlobalAveragePooling1D.className = "GlobalAveragePooling1D"; - serialization_exports.registerClass(GlobalAveragePooling1D); - var GlobalMaxPooling1D = class extends GlobalPooling1D { - constructor(args) { - super(args || {}); - } - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - return max(input2, 1); - }); - } - }; - GlobalMaxPooling1D.className = "GlobalMaxPooling1D"; - serialization_exports.registerClass(GlobalMaxPooling1D); - var GlobalPooling2D = class extends Layer { - constructor(args) { - super(args); - this.dataFormat = args.dataFormat == null ? "channelsLast" : args.dataFormat; - checkDataFormat(this.dataFormat); - this.inputSpec = [new InputSpec({ndim: 4})]; - } - computeOutputShape(inputShape) { - inputShape = inputShape; - if (this.dataFormat === "channelsLast") { - return [inputShape[0], inputShape[3]]; - } else { - return [inputShape[0], inputShape[1]]; - } - } - call(inputs, kwargs) { - throw new NotImplementedError(); - } - getConfig() { - const config3 = {dataFormat: this.dataFormat}; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - }; - var GlobalAveragePooling2D = class extends GlobalPooling2D { - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - return mean(input2, [1, 2]); - } else { - return mean(input2, [2, 3]); - } - }); - } - }; - GlobalAveragePooling2D.className = "GlobalAveragePooling2D"; - serialization_exports.registerClass(GlobalAveragePooling2D); - var GlobalMaxPooling2D = class extends GlobalPooling2D { - call(inputs, kwargs) { - return tidy(() => { - const input2 = getExactlyOneTensor(inputs); - if (this.dataFormat === "channelsLast") { - return max(input2, [1, 2]); - } else { - return max(input2, [2, 3]); - } - }); - } - }; - GlobalMaxPooling2D.className = "GlobalMaxPooling2D"; - serialization_exports.registerClass(GlobalMaxPooling2D); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Wrapper = class extends Layer { - constructor(args) { - super(args); - this.layer = args.layer; - } - build(inputShape) { - this.built = true; - } - get trainable() { - if (this.layer != null) { - return this.layer.trainable; - } else { - return false; - } - } - set trainable(value) { - if (this.layer != null) { - this.layer.trainable = value; - } - } - get trainableWeights() { - return this.layer.trainableWeights; - } - get nonTrainableWeights() { - return this.layer.nonTrainableWeights; - } - get updates() { - return this.layer._updates; - } - get losses() { - return this.layer.losses; - } - getWeights() { - return this.layer.getWeights(); - } - setWeights(weights) { - this.layer.setWeights(weights); - } - getConfig() { - const config3 = { - layer: { - className: this.layer.getClassName(), - config: this.layer.getConfig() - } - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.layer != null) { - this.layer.setFastWeightInitDuringBuild(value); - } - } - static fromConfig(cls, config3, customObjects = {}) { - const layerConfig = config3["layer"]; - const layer = deserialize(layerConfig, customObjects); - delete config3["layer"]; - const newConfig = {layer}; - Object.assign(newConfig, config3); - return new cls(newConfig); - } - }; - var TimeDistributed = class extends Wrapper { - constructor(args) { - super(args); - this.supportsMasking = true; - } - build(inputShape) { - inputShape = getExactlyOneShape(inputShape); - if (inputShape.length < 3) { - throw new ValueError(`TimeDistributed layer expects an input shape >= 3D, but received input shape ${JSON.stringify(inputShape)}`); - } - this.inputSpec = [{shape: inputShape}]; - const childInputShape = [inputShape[0]].concat(inputShape.slice(2)); - if (!this.layer.built) { - this.layer.build(childInputShape); - this.layer.built = true; - } - super.build(inputShape); - } - computeOutputShape(inputShape) { - inputShape = getExactlyOneShape(inputShape); - const childInputShape = [inputShape[0]].concat(inputShape.slice(2)); - const childOutputShape = this.layer.computeOutputShape(childInputShape); - const timesteps = inputShape[1]; - return [childOutputShape[0], timesteps].concat(childOutputShape.slice(1)); - } - call(inputs, kwargs) { - return tidy(() => { - inputs = getExactlyOneTensor(inputs); - const step5 = (inputs2, states) => { - const output = getExactlyOneTensor(this.layer.call(inputs2, kwargs)); - return [output, []]; - }; - const rnnOutputs = rnn(step5, inputs, [], false, null, null, false, true); - const y = rnnOutputs[1]; - return y; - }); - } - }; - TimeDistributed.className = "TimeDistributed"; - serialization_exports.registerClass(TimeDistributed); - function checkBidirectionalMergeMode(value) { - checkStringTypeUnionValue(VALID_BIDIRECTIONAL_MERGE_MODES, "BidirectionalMergeMode", value); - } - var DEFAULT_BIDIRECTIONAL_MERGE_MODE = "concat"; - var Bidirectional = class extends Wrapper { - constructor(args) { - super(args); - const layerConfig = args.layer.getConfig(); - const forwDict = {}; - forwDict["className"] = args.layer.getClassName(); - forwDict["config"] = layerConfig; - this.forwardLayer = deserialize(forwDict); - layerConfig["goBackwards"] = layerConfig["goBackwards"] === true ? false : true; - const backDict = {}; - backDict["className"] = args.layer.getClassName(); - backDict["config"] = layerConfig; - this.backwardLayer = deserialize(backDict); - this.forwardLayer.name = "forward_" + this.forwardLayer.name; - this.backwardLayer.name = "backward_" + this.backwardLayer.name; - this.mergeMode = args.mergeMode === void 0 ? DEFAULT_BIDIRECTIONAL_MERGE_MODE : args.mergeMode; - checkBidirectionalMergeMode(this.mergeMode); - if (args.weights) { - throw new NotImplementedError("weights support is not implemented for Bidirectional layer yet."); - } - this._stateful = args.layer.stateful; - this.returnSequences = args.layer.returnSequences; - this.returnState = args.layer.returnState; - this.supportsMasking = true; - this._trainable = true; - this.inputSpec = args.layer.inputSpec; - this.numConstants = null; - } - get trainable() { - return this._trainable; - } - set trainable(value) { - this._trainable = value; - if (this.forwardLayer != null) { - this.forwardLayer.trainable = value; - } - if (this.backwardLayer != null) { - this.backwardLayer.trainable = value; - } - } - getWeights() { - return this.forwardLayer.getWeights().concat(this.backwardLayer.getWeights()); - } - setWeights(weights) { - const numWeights = weights.length; - const numeightsOver2 = Math.floor(numWeights / 2); - this.forwardLayer.setWeights(weights.slice(0, numeightsOver2)); - this.backwardLayer.setWeights(weights.slice(numeightsOver2)); - } - computeOutputShape(inputShape) { - let layerShapes = this.forwardLayer.computeOutputShape(inputShape); - if (!(Array.isArray(layerShapes) && Array.isArray(layerShapes[0]))) { - layerShapes = [layerShapes]; - } - layerShapes = layerShapes; - let outputShape; - let outputShapes; - let stateShape; - if (this.returnState) { - stateShape = layerShapes.slice(1); - outputShape = layerShapes[0]; - } else { - outputShape = layerShapes[0]; - } - outputShape = outputShape; - if (this.mergeMode === "concat") { - outputShape[outputShape.length - 1] *= 2; - outputShapes = [outputShape]; - } else if (this.mergeMode == null) { - outputShapes = [outputShape, outputShape.slice()]; - } else { - outputShapes = [outputShape]; - } - if (this.returnState) { - if (this.mergeMode == null) { - return outputShapes.concat(stateShape).concat(stateShape.slice()); - } - return [outputShape].concat(stateShape).concat(stateShape.slice()); - } - return singletonOrArray(outputShapes); - } - apply(inputs, kwargs) { - let initialState = kwargs == null ? null : kwargs["initialState"]; - let constants = kwargs == null ? null : kwargs["constants"]; - if (kwargs == null) { - kwargs = {}; - } - const standardized = standardizeArgs(inputs, initialState, constants, this.numConstants); - inputs = standardized.inputs; - initialState = standardized.initialState; - constants = standardized.constants; - if (Array.isArray(inputs)) { - initialState = inputs.slice(1); - inputs = inputs[0]; - } - if ((initialState == null || initialState.length === 0) && constants == null) { - return super.apply(inputs, kwargs); - } - const additionalInputs = []; - const additionalSpecs = []; - if (initialState != null) { - const numStates = initialState.length; - if (numStates % 2 > 0) { - throw new ValueError("When passing `initialState` to a Bidrectional RNN, the state should be an Array containing the states of the underlying RNNs."); - } - kwargs["initialState"] = initialState; - additionalInputs.push(...initialState); - const stateSpecs = initialState.map((state) => new InputSpec({shape: state.shape})); - this.forwardLayer.stateSpec = stateSpecs.slice(0, numStates / 2); - this.backwardLayer.stateSpec = stateSpecs.slice(numStates / 2); - additionalSpecs.push(...stateSpecs); - } - if (constants != null) { - throw new NotImplementedError("Support for constants in Bidirectional layers is not implemented yet."); - } - const isSymbolicTensor = additionalInputs[0] instanceof SymbolicTensor; - for (const tensor2 of additionalInputs) { - if (tensor2 instanceof SymbolicTensor !== isSymbolicTensor) { - throw new ValueError("The initial state of a Bidirectional layer cannot be specified as a mix of symbolic and non-symbolic tensors"); - } - } - if (isSymbolicTensor) { - const fullInput = [inputs].concat(additionalInputs); - const fullInputSpec = this.inputSpec.concat(additionalSpecs); - const originalInputSpec = this.inputSpec; - this.inputSpec = fullInputSpec; - const output = super.apply(fullInput, kwargs); - this.inputSpec = originalInputSpec; - return output; - } else { - return super.apply(inputs, kwargs); - } - } - call(inputs, kwargs) { - return tidy(() => { - const initialState = kwargs["initialState"]; - let y; - let yRev; - if (initialState == null) { - y = this.forwardLayer.call(inputs, kwargs); - yRev = this.backwardLayer.call(inputs, kwargs); - } else { - const forwardState = initialState.slice(0, initialState.length / 2); - const backwardState = initialState.slice(initialState.length / 2); - y = this.forwardLayer.call(inputs, Object.assign(kwargs, {initialState: forwardState})); - yRev = this.backwardLayer.call(inputs, Object.assign(kwargs, {initialState: backwardState})); - } - let states; - if (this.returnState) { - if (Array.isArray(y)) { - states = y.slice(1).concat(yRev.slice(1)); - } else { - } - y = y[0]; - yRev = yRev[0]; - } - if (this.returnSequences) { - yRev = reverse(yRev, 1); - } - let output; - if (this.mergeMode === "concat") { - output = concatenate([y, yRev]); - } else if (this.mergeMode === "sum") { - output = add2(y, yRev); - } else if (this.mergeMode === "ave") { - output = mul(0.5, add2(y, yRev)); - } else if (this.mergeMode === "mul") { - output = mul(y, yRev); - } else if (this.mergeMode == null) { - output = [y, yRev]; - } - if (this.returnState) { - if (this.mergeMode == null) { - return output.concat(states); - } - return [output].concat(states); - } - return output; - }); - } - resetStates(states) { - this.forwardLayer.resetStates(); - this.backwardLayer.resetStates(); - } - build(inputShape) { - nameScope(this.forwardLayer.name, () => { - this.forwardLayer.build(inputShape); - }); - nameScope(this.backwardLayer.name, () => { - this.backwardLayer.build(inputShape); - }); - this.built = true; - } - computeMask(inputs, mask) { - if (Array.isArray(mask)) { - mask = mask[0]; - } - let outputMask; - if (this.returnSequences) { - if (this.mergeMode == null) { - outputMask = [mask, mask]; - } else { - outputMask = mask; - } - } else { - if (this.mergeMode == null) { - outputMask = [null, null]; - } else { - outputMask = null; - } - } - if (this.returnState) { - const states = this.forwardLayer.states; - const stateMask = states.map((state) => null); - if (Array.isArray(outputMask)) { - return outputMask.concat(stateMask).concat(stateMask); - } else { - return [outputMask].concat(stateMask).concat(stateMask); - } - } else { - return outputMask; - } - } - get trainableWeights() { - return this.forwardLayer.trainableWeights.concat(this.backwardLayer.trainableWeights); - } - get nonTrainableWeights() { - return this.forwardLayer.nonTrainableWeights.concat(this.backwardLayer.nonTrainableWeights); - } - setFastWeightInitDuringBuild(value) { - super.setFastWeightInitDuringBuild(value); - if (this.forwardLayer != null) { - this.forwardLayer.setFastWeightInitDuringBuild(value); - } - if (this.backwardLayer != null) { - this.backwardLayer.setFastWeightInitDuringBuild(value); - } - } - getConfig() { - const config3 = { - mergeMode: this.mergeMode - }; - const baseConfig = super.getConfig(); - Object.assign(config3, baseConfig); - return config3; - } - static fromConfig(cls, config3) { - const rnnLayer = deserialize(config3["layer"]); - delete config3["layer"]; - if (config3["numConstants"] != null) { - throw new NotImplementedError(`Deserialization of a Bidirectional layer with numConstants present is not supported yet.`); - } - const newConfig = config3; - newConfig["layer"] = rnnLayer; - return new cls(newConfig); - } - }; - Bidirectional.className = "Bidirectional"; - serialization_exports.registerClass(Bidirectional); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function inputLayer(args) { - return new InputLayer(args); - } - function elu5(args) { - return new ELU4(args); - } - function reLU(args) { - return new ReLU(args); - } - function leakyReLU(args) { - return new LeakyReLU(args); - } - function prelu5(args) { - return new PReLU(args); - } - function softmax5(args) { - return new Softmax3(args); - } - function thresholdedReLU(args) { - return new ThresholdedReLU(args); - } - function conv1d2(args) { - return new Conv1D(args); - } - function conv2d5(args) { - return new Conv2D2(args); - } - function conv2dTranspose2(args) { - return new Conv2DTranspose(args); - } - function conv3d2(args) { - return new Conv3D2(args); - } - function separableConv2d2(args) { - return new SeparableConv2D(args); - } - function cropping2D(args) { - return new Cropping2D(args); - } - function upSampling2d(args) { - return new UpSampling2D(args); - } - function depthwiseConv2d5(args) { - return new DepthwiseConv2D(args); - } - function activation(args) { - return new Activation2(args); - } - function dense(args) { - return new Dense(args); - } - function dropout3(args) { - return new Dropout(args); - } - function spatialDropout1d(args) { - return new SpatialDropout1D(args); - } - function flatten3(args) { - return new Flatten(args); - } - function repeatVector(args) { - return new RepeatVector(args); - } - function reshape5(args) { - return new Reshape2(args); - } - function permute(args) { - return new Permute(args); - } - function embedding(args) { - return new Embedding(args); - } - function add4(args) { - return new Add2(args); - } - function average(args) { - return new Average(args); - } - function concatenate2(args) { - return new Concatenate(args); - } - function maximum4(args) { - return new Maximum2(args); - } - function minimum4(args) { - return new Minimum2(args); - } - function multiply3(args) { - return new Multiply2(args); - } - function dot3(args) { - return new Dot(args); - } - function batchNormalization2(args) { - return new BatchNormalization(args); - } - function layerNormalization(args) { - return new LayerNormalization(args); - } - function zeroPadding2d(args) { - return new ZeroPadding2D(args); - } - function averagePooling1d(args) { - return new AveragePooling1D(args); - } - function avgPool1d(args) { - return averagePooling1d(args); - } - function avgPooling1d(args) { - return averagePooling1d(args); - } - function averagePooling2d(args) { - return new AveragePooling2D(args); - } - function avgPool2d(args) { - return averagePooling2d(args); - } - function avgPooling2d(args) { - return averagePooling2d(args); - } - function averagePooling3d(args) { - return new AveragePooling3D(args); - } - function avgPool3d2(args) { - return averagePooling3d(args); - } - function avgPooling3d(args) { - return averagePooling3d(args); - } - function globalAveragePooling1d(args) { - return new GlobalAveragePooling1D(args); - } - function globalAveragePooling2d(args) { - return new GlobalAveragePooling2D(args); - } - function globalMaxPooling1d(args) { - return new GlobalMaxPooling1D(args); - } - function globalMaxPooling2d(args) { - return new GlobalMaxPooling2D(args); - } - function maxPooling1d(args) { - return new MaxPooling1D(args); - } - function maxPooling2d(args) { - return new MaxPooling2D(args); - } - function maxPooling3d(args) { - return new MaxPooling3D(args); - } - function gru(args) { - return new GRU(args); - } - function gruCell(args) { - return new GRUCell(args); - } - function lstm(args) { - return new LSTM(args); - } - function lstmCell(args) { - return new LSTMCell(args); - } - function simpleRNN(args) { - return new SimpleRNN(args); - } - function simpleRNNCell(args) { - return new SimpleRNNCell(args); - } - function convLstm2d(args) { - return new ConvLSTM2D(args); - } - function convLstm2dCell(args) { - return new ConvLSTM2DCell(args); - } - function rnn2(args) { - return new RNN(args); - } - function stackedRNNCells(args) { - return new StackedRNNCells(args); - } - function bidirectional(args) { - return new Bidirectional(args); - } - function timeDistributed(args) { - return new TimeDistributed(args); - } - var globalMaxPool1d = globalMaxPooling1d; - var globalMaxPool2d = globalMaxPooling2d; - var maxPool1d = maxPooling1d; - var maxPool2d = maxPooling2d; - function gaussianNoise(args) { - return new GaussianNoise(args); - } - function gaussianDropout(args) { - return new GaussianDropout(args); - } - function alphaDropout(args) { - return new AlphaDropout(args); - } - function masking(args) { - return new Masking(args); - } - var exports_metrics_exports = {}; - __export2(exports_metrics_exports, { - MAPE: () => MAPE2, - MSE: () => MSE2, - binaryAccuracy: () => binaryAccuracy2, - binaryCrossentropy: () => binaryCrossentropy3, - categoricalAccuracy: () => categoricalAccuracy2, - categoricalCrossentropy: () => categoricalCrossentropy3, - cosineProximity: () => cosineProximity2, - mape: () => mape2, - meanAbsoluteError: () => meanAbsoluteError2, - meanAbsolutePercentageError: () => meanAbsolutePercentageError2, - meanSquaredError: () => meanSquaredError3, - mse: () => mse2, - precision: () => precision2, - recall: () => recall2, - sparseCategoricalAccuracy: () => sparseCategoricalAccuracy2 - }); - function binaryAccuracy2(yTrue, yPred) { - return binaryAccuracy(yTrue, yPred); - } - function binaryCrossentropy3(yTrue, yPred) { - return binaryCrossentropy2(yTrue, yPred); - } - function sparseCategoricalAccuracy2(yTrue, yPred) { - return sparseCategoricalAccuracy(yTrue, yPred); - } - function categoricalAccuracy2(yTrue, yPred) { - return categoricalAccuracy(yTrue, yPred); - } - function categoricalCrossentropy3(yTrue, yPred) { - return categoricalCrossentropy2(yTrue, yPred); - } - function precision2(yTrue, yPred) { - return precision(yTrue, yPred); - } - function recall2(yTrue, yPred) { - return recall(yTrue, yPred); - } - function cosineProximity2(yTrue, yPred) { - return cosineProximity(yTrue, yPred); - } - function meanAbsoluteError2(yTrue, yPred) { - return meanAbsoluteError(yTrue, yPred); - } - function meanAbsolutePercentageError2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); - } - function MAPE2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); - } - function mape2(yTrue, yPred) { - return meanAbsolutePercentageError(yTrue, yPred); - } - function meanSquaredError3(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); - } - function MSE2(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); - } - function mse2(yTrue, yPred) { - return meanSquaredError2(yTrue, yPred); - } - var exports_models_exports = {}; - __export2(exports_models_exports, { - modelFromJSON: () => modelFromJSON - }); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var exports_regularizers_exports = {}; - __export2(exports_regularizers_exports, { - l1: () => l12, - l1l2: () => l1l2, - l2: () => l22 - }); - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - function l1l2(config3) { - return new L1L2(config3); - } - function l12(config3) { - return l1(config3); - } - function l22(config3) { - return l2(config3); - } - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - var Callback = class extends BaseCallback { - constructor() { - super(...arguments); - this.model = null; - } - setModel(model22) { - if (!(model22 instanceof LayersModel)) { - throw new Error("model must be a LayersModel, not some other Container"); - } - this.model = model22; - } - }; - function less4(currVal, prevVal) { - return currVal < prevVal; - } - function greater4(currVal, prevVal) { - return currVal > prevVal; - } - var EarlyStopping = class extends Callback { - constructor(args) { - super(); - if (args == null) { - args = {}; - } - if (args.restoreBestWeights) { - throw new NotImplementedError("restoreBestWeights = True is not implemented in EarlyStopping yet."); - } - this.monitor = args.monitor || "val_loss"; - this.minDelta = Math.abs(args.minDelta || 0); - this.patience = args.patience || 0; - this.verbose = args.verbose || 0; - this.mode = args.mode || "auto"; - this.baseline = args.baseline; - if (["auto", "min", "max"].indexOf(this.mode) === -1) { - console.warn(`EarlyStopping mode '${this.mode}' is invalid. Falling back to mode 'auto'.`); - this.mode = "auto"; - } - if (this.mode === "min") { - this.monitorFunc = less4; - } else if (this.mode === "max") { - this.monitorFunc = greater4; - } else { - if (this.monitor.indexOf("acc") !== -1) { - this.monitorFunc = greater4; - } else { - this.monitorFunc = less4; - } - } - if (this.monitorFunc === less4) { - this.minDelta *= -1; - } - } - async onTrainBegin(logs) { - this.wait = 0; - this.stoppedEpoch = 0; - if (this.baseline != null) { - this.best = this.baseline; - } else { - this.best = this.monitorFunc === less4 ? Infinity : -Infinity; - } - } - async onEpochEnd(epoch, logs) { - await resolveScalarsInLogs(logs); - const current = this.getMonitorValue(logs); - if (current == null) { - return; - } - if (this.monitorFunc(current - this.minDelta, this.best)) { - this.best = current; - this.wait = 0; - } else { - this.wait++; - if (this.wait >= this.patience) { - this.stoppedEpoch = epoch; - this.model.stopTraining = true; - } - } - } - async onTrainEnd(logs) { - if (this.stoppedEpoch > 0 && this.verbose) { - console.log(`Epoch ${this.stoppedEpoch}: early stopping.`); - } - } - getMonitorValue(logs) { - if (logs == null) { - logs = {}; - } - const monitorValue = logs[this.monitor]; - if (monitorValue == null) { - console.warn(`Metric for EarlyStopping ${this.monitor} is not available. Available metrics are: ${Object.keys(logs)}`); - } - return monitorValue; - } - }; - function earlyStopping(args) { - return new EarlyStopping(args); - } - var callbacks = {earlyStopping}; - /** - * @license - * Copyright 2018 Google LLC - * - * Use of this source code is governed by an MIT-style - * license that can be found in the LICENSE file or at - * https://opensource.org/licenses/MIT. - * ============================================================================= - */ - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var DataType; - (function(DataType2) { - DataType2[DataType2["DT_INVALID"] = 0] = "DT_INVALID"; - DataType2[DataType2["DT_FLOAT"] = 1] = "DT_FLOAT"; - DataType2[DataType2["DT_DOUBLE"] = 2] = "DT_DOUBLE"; - DataType2[DataType2["DT_INT32"] = 3] = "DT_INT32"; - DataType2[DataType2["DT_UINT8"] = 4] = "DT_UINT8"; - DataType2[DataType2["DT_INT16"] = 5] = "DT_INT16"; - DataType2[DataType2["DT_INT8"] = 6] = "DT_INT8"; - DataType2[DataType2["DT_STRING"] = 7] = "DT_STRING"; - DataType2[DataType2["DT_COMPLEX64"] = 8] = "DT_COMPLEX64"; - DataType2[DataType2["DT_INT64"] = 9] = "DT_INT64"; - DataType2[DataType2["DT_BOOL"] = 10] = "DT_BOOL"; - DataType2[DataType2["DT_QINT8"] = 11] = "DT_QINT8"; - DataType2[DataType2["DT_QUINT8"] = 12] = "DT_QUINT8"; - DataType2[DataType2["DT_QINT32"] = 13] = "DT_QINT32"; - DataType2[DataType2["DT_BFLOAT16"] = 14] = "DT_BFLOAT16"; - DataType2[DataType2["DT_FLOAT_REF"] = 101] = "DT_FLOAT_REF"; - DataType2[DataType2["DT_DOUBLE_REF"] = 102] = "DT_DOUBLE_REF"; - DataType2[DataType2["DT_INT32_REF"] = 103] = "DT_INT32_REF"; - DataType2[DataType2["DT_UINT8_REF"] = 104] = "DT_UINT8_REF"; - DataType2[DataType2["DT_INT16_REF"] = 105] = "DT_INT16_REF"; - DataType2[DataType2["DT_INT8_REF"] = 106] = "DT_INT8_REF"; - DataType2[DataType2["DT_STRING_REF"] = 107] = "DT_STRING_REF"; - DataType2[DataType2["DT_COMPLEX64_REF"] = 108] = "DT_COMPLEX64_REF"; - DataType2[DataType2["DT_INT64_REF"] = 109] = "DT_INT64_REF"; - DataType2[DataType2["DT_BOOL_REF"] = 110] = "DT_BOOL_REF"; - DataType2[DataType2["DT_QINT8_REF"] = 111] = "DT_QINT8_REF"; - DataType2[DataType2["DT_QUINT8_REF"] = 112] = "DT_QUINT8_REF"; - DataType2[DataType2["DT_QINT32_REF"] = 113] = "DT_QINT32_REF"; - DataType2[DataType2["DT_BFLOAT16_REF"] = 114] = "DT_BFLOAT16_REF"; - })(DataType || (DataType = {})); - var SaverDef; - (function(SaverDef2) { - let CheckpointFormatVersion; - (function(CheckpointFormatVersion2) { - CheckpointFormatVersion2[CheckpointFormatVersion2["LEGACY"] = 0] = "LEGACY"; - CheckpointFormatVersion2[CheckpointFormatVersion2["V1"] = 1] = "V1"; - CheckpointFormatVersion2[CheckpointFormatVersion2["V2"] = 2] = "V2"; - })(CheckpointFormatVersion = SaverDef2.CheckpointFormatVersion || (SaverDef2.CheckpointFormatVersion = {})); - })(SaverDef || (SaverDef = {})); - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var CUSTOM_OPS = {}; - function registerOp(name, opFunc) { - const opMapper = { - tfOpName: name, - category: "custom", - inputs: [], - attrs: [], - customExecutor: opFunc - }; - CUSTOM_OPS[name] = opMapper; - } - function getRegisteredOp(name) { - return CUSTOM_OPS[name]; - } - function deregisterOp(name) { - delete CUSTOM_OPS[name]; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getParamValue(paramName, node, tensorMap, context, resourceManager) { - const inputParam = node.inputParams[paramName]; - if (inputParam && inputParam.inputIndexStart !== void 0) { - const start = inputParam.inputIndexStart; - const end = inputParam.inputIndexEnd === 0 ? void 0 : inputParam.inputIndexEnd === void 0 ? start + 1 : inputParam.inputIndexEnd; - if (inputParam.type === "tensor") { - return getTensor(node.inputNames[inputParam.inputIndexStart], tensorMap, context, resourceManager); - } - if (inputParam.type === "tensors") { - const inputs = node.inputNames.slice(start, end); - return inputs.map((name) => getTensor(name, tensorMap, context, resourceManager)); - } - const tensor2 = getTensor(node.inputNames.slice(start)[0], tensorMap, context, resourceManager); - const data2 = tensor2.dataSync(); - return inputParam.type === "number" ? data2[0] : util_exports.toNestedArray(tensor2.shape, data2); - } - const attrParam = node.attrParams[paramName]; - return attrParam && attrParam.value; - } - function getTensor(name, tensorsMap, context, resourceManager) { - const [nodeName, index] = parseNodeName(name); - if (resourceManager != null) { - const tensor2 = resourceManager.getHashTableHandleByName(nodeName); - if (tensor2 != null) { - return tensor2; - } - } - const contextId = context.currentContextIds.find((contextId2) => { - return !!tensorsMap[getNodeNameWithContextId(nodeName, contextId2)]; - }); - return contextId !== void 0 ? tensorsMap[getNodeNameWithContextId(nodeName, contextId)][index] : void 0; - } - function getTensorsForCurrentContenxt(name, tensorsMap, context) { - return tensorsMap[getNodeNameWithContextId(name, context.currentContextId)]; - } - function getNodeNameAndIndex(inputName, context) { - const [nodeName, index] = parseNodeName(inputName); - return [ - getNodeNameWithContextId(nodeName, context && context.currentContextId), - index - ]; - } - function getNodeNameWithContextId(name, contextId) { - return !!contextId ? `${name}-${contextId}` : name; - } - function parseNodeName(name) { - const parts = name.split(":"); - if (parts.length === 1) { - return [name, 0]; - } - const nodeName = parts[0]; - return [nodeName, Number(parts[parts.length - 1])]; - } - function getPadding(node, tensorMap, context) { - let pad3 = getParamValue("pad", node, tensorMap, context); - if (pad3 === "explicit") { - pad3 = getParamValue("explicitPaddings", node, tensorMap, context); - const explicitPadding = [[0, 0], [0, 0], [0, 0], [0, 0]]; - for (let i = 0; i < 4; i++) { - explicitPadding[i][0] = pad3[i * 2]; - explicitPadding[i][1] = pad3[i * 2 + 1]; - } - return explicitPadding; - } - return pad3; - } - function cloneTensor(tensor2) { - return tensor2.kept ? tensor2 : clone(tensor2); - } - var arithmetic_exports = {}; - __export2(arithmetic_exports, { - json: () => json - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json = [ - { - tfOpName: "Add", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AddV2", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AddN", - category: "arithmetic", - inputs: [{start: 0, end: 0, name: "tensors", type: "tensors"}] - }, - { - tfOpName: "BiasAdd", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "Sub", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "RealDiv", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Div", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "DivNoNan", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "FloorDiv", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Mul", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Maximum", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Minimum", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Pow", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "SquaredDifference", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Mod", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "FloorMod", - category: "arithmetic", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } - ]; - var basic_math_exports = {}; - __export2(basic_math_exports, { - json: () => json2 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json2 = [ - { - tfOpName: "Abs", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Acos", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Asin", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atan", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atan2", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "y", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Ceil", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ClipByValue", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "clipValueMin", type: "number"}, - {start: 2, name: "clipValueMax", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Complex", - category: "basic_math", - inputs: [ - {start: 0, name: "real", type: "tensor"}, - {start: 1, name: "imag", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ComplexAbs", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Cos", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Cosh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Elu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Exp", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Floor", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Log", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Imag", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "outputType", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "Neg", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Real", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "outputType", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "Prelu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "alpha", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Relu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Relu6", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Selu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sigmoid", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sin", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sinh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sqrt", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Rsqrt", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Square", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Tan", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Tanh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Sign", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Round", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Expm1", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Log1p", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Reciprocal", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Softplus", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Asinh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Acosh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Atanh", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Erf", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Prod", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axes", type: "number[]"} - ], - attrs: [ - { - tfName: "keep_dims", - name: "keepDims", - type: "bool", - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LeakyRelu", - category: "basic_math", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "alpha", - name: "alpha", - type: "number", - defaultValue: 0.2 - }, - { - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - } - ] - } - ]; - var control_exports = {}; - __export2(control_exports, { - json: () => json3 - }); - var json3 = [ - { - tfOpName: "EmptyTensorList", - category: "control", - inputs: [ - {start: 0, name: "elementShape", type: "shape"}, - {start: 1, name: "maxNumElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "LoopCond", - category: "control", - inputs: [{start: 0, name: "pred", type: "tensor"}] - }, - { - tfOpName: "Switch", - category: "control", - inputs: [ - {start: 0, name: "data", type: "tensor"}, - {start: 1, name: "pred", type: "tensor"} - ] - }, - { - tfOpName: "Merge", - category: "control", - inputs: [{start: 0, end: 0, name: "tensors", type: "tensors"}] - }, - { - tfOpName: "Enter", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "frame_name", name: "frameName", type: "string"}, - {tfName: "is_constant", name: "isConstant", type: "bool"} - ] - }, - { - tfOpName: "Exit", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "NextIteration", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "TensorArrayV3", - category: "control", - inputs: [ - {start: 0, name: "size", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "element_shape", name: "elementShape", type: "shape"}, - {tfName: "dynamic_size", name: "dynamicSize", type: "bool"}, - {tfName: "clear_after_read", name: "clearAfterRead", type: "bool"}, - { - tfName: "identical_element_shapes", - name: "identicalElementShapes", - type: "bool" - }, - {tfName: "tensor_array_name", name: "name", type: "string"} - ] - }, - { - tfOpName: "TensorArrayWriteV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "tensor", type: "tensor"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "TensorArrayReadV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "flowIn", type: "number"} - ], - attrs: [{ - tfName: "dtype", - name: "dtype", - type: "dtype", - notSupported: true - }] - }, - { - tfOpName: "TensorArrayGatherV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "element_shape", name: "elementShape", type: "shape"} - ] - }, - { - tfOpName: "TensorArrayScatterV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "tensor", type: "tensor"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TensorArrayConcatV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "flowIn", type: "number"} - ], - attrs: [ - {tfName: "dtype", name: "dtype", type: "dtype"}, - { - tfName: "element_shape_except0", - name: "elementShapeExcept0", - type: "shape", - notSupported: true - } - ] - }, - { - tfOpName: "TensorArraySplitV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "tensor", type: "tensor"}, - {start: 2, name: "lengths", type: "number[]"}, - {start: 3, name: "flowIn", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TensorArraySizeV3", - category: "control", - inputs: [ - {start: 0, name: "tensorArrayId", type: "tensor"}, - {start: 1, name: "flowIn", type: "number"} - ] - }, - { - tfOpName: "TensorArrayCloseV3", - category: "control", - inputs: [{start: 0, name: "tensorArrayId", type: "tensor"}] - }, - { - tfOpName: "StatelessIf", - category: "control", - inputs: [ - {start: 0, name: "cond", type: "tensor"}, - {start: 1, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "then_branch", name: "thenBranch", type: "func"}, - {tfName: "else_branch", name: "elseBranch", type: "func"} - ] - }, - { - tfOpName: "If", - category: "control", - inputs: [ - {start: 0, name: "cond", type: "tensor"}, - {start: 1, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "then_branch", name: "thenBranch", type: "func"}, - {tfName: "else_branch", name: "elseBranch", type: "func"} - ] - }, - { - tfOpName: "StatelessWhile", - category: "control", - inputs: [ - {start: 0, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "cond", name: "cond", type: "func"}, - {tfName: "body", name: "body", type: "func"} - ] - }, - { - tfOpName: "While", - category: "control", - inputs: [ - {start: 0, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "cond", name: "cond", type: "func"}, - {tfName: "body", name: "body", type: "func"} - ] - }, - { - tfOpName: "TensorListScatter", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListScatterV2", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"}, - {start: 3, name: "numElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListGather", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "indices", type: "number[]"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListGetItem", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListSetItem", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "index", type: "number"}, - {start: 2, name: "tensor", type: "tensor"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListReserve", - category: "control", - inputs: [ - {start: 0, name: "elementShape", type: "shape"}, - {start: 1, name: "numElements", type: "number"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListFromTensor", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListStack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [ - {tfName: "element_dtype", name: "elementDType", type: "dtype"}, - {tfName: "num_elements", name: "numElements", type: "dtype"} - ] - }, - { - tfOpName: "TensorListSplit", - category: "control", - inputs: [ - {start: 0, name: "tensor", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"}, - {start: 2, name: "lengths", type: "number[]"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListConcat", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"} - ], - attrs: [ - {tfName: "element_shape", name: "elementShape", type: "shape"}, - {tfName: "element_dtype", name: "elementDType", type: "dtype"} - ] - }, - { - tfOpName: "TensorListPopBack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "elementShape", type: "shape"} - ], - attrs: [{tfName: "element_dtype", name: "elementDType", type: "dtype"}] - }, - { - tfOpName: "TensorListPushBack", - category: "control", - inputs: [ - {start: 0, name: "tensorListId", type: "tensor"}, - {start: 1, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "element_dtype", name: "elementDType", type: "dtype"} - ] - } - ]; - var convolution_exports = {}; - __export2(convolution_exports, { - json: () => json4 - }); - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json4 = [ - { - tfOpName: "AvgPool", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPool", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [], - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPoolWithArgmax", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - { - tfName: "include_batch_in_index", - name: "includeBatchInIndex", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "AvgPool3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MaxPool3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - {tfName: "ksize", name: "kernelSize", type: "number[]"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Conv1D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "stride", name: "stride", type: "number"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NWC" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "dilation", - name: "dilation", - type: "number", - defaultValue: 1 - } - ] - }, - { - tfOpName: "Conv2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - {tfName: "useCudnnOnGpu", name: "useCudnnOnGpu", type: "bool"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "_FusedConv2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - { - tfName: "use_cudnn_on_gpu", - name: "useCudnnOnGpu", - type: "bool", - defaultValue: true - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - defaultValue: [1, 1, 1, 1] - }, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-4 - }, - { - tfName: "leakyrelu_alpha", - name: "leakyreluAlpha", - type: "number" - } - ] - }, - { - tfOpName: "Conv2DBackpropInput", - category: "convolution", - inputs: [ - {start: 2, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 0, name: "outputShape", type: "number[]"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - notSupported: true - } - ] - }, - { - tfOpName: "DepthwiseConv2d", - category: "convolution", - inputs: [ - {start: 0, name: "input", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "DepthwiseConv2dNative", - category: "convolution", - inputs: [ - {start: 0, name: "input", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "FusedDepthwiseConv2dNative", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - { - tfName: "dilations", - name: "dilations", - type: "number[]", - defaultValue: [1, 1, 1, 1] - }, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "explicit_paddings", - name: "explicitPaddings", - type: "number[]", - defaultValue: [] - } - ] - }, - { - tfOpName: "Conv3D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"}, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - defaultValue: "NHWC" - }, - {tfName: "dilations", name: "dilations", type: "number[]"} - ] - }, - { - tfOpName: "Dilation2D", - category: "convolution", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "filter", type: "tensor"} - ], - attrs: [ - {tfName: "strides", name: "strides", type: "number[]"}, - {tfName: "rates", name: "dilations", type: "number[]"}, - {tfName: "padding", name: "pad", type: "string"} - ] - } - ]; - var creation_exports = {}; - __export2(creation_exports, { - json: () => json5 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json5 = [ - { - tfOpName: "Fill", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"}, - {start: 1, name: "value", type: "number"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "LinSpace", - category: "creation", - inputs: [ - {start: 0, name: "start", type: "number"}, - {start: 1, name: "stop", type: "number"}, - {start: 2, name: "num", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "OneHot", - category: "creation", - inputs: [ - {start: 0, name: "indices", type: "tensor"}, - {start: 1, name: "depth", type: "number"}, - {start: 2, name: "onValue", type: "number", defaultValue: 1}, - {start: 3, name: "offValue", type: "number", defaultValue: 0} - ], - attrs: [ - { - tfName: "axis", - name: "axis", - type: "number", - notSupported: true - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Ones", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "OnesLike", - category: "creation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{tfName: "dtype", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "RandomUniform", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [ - { - tfName: "minval", - name: "minval", - type: "number", - defaultValue: 0 - }, - { - tfName: "maxval", - name: "maxval", - type: "number", - defaultValue: 1 - }, - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "seed", name: "seed", type: "number", defaultValue: 0}, - { - tfName: "seed2", - name: "seed2", - type: "number", - defaultValue: 0, - notSupported: true - }, - {tfName: "T", name: "T", type: "number", notSupported: true} - ] - }, - { - tfOpName: "Range", - category: "creation", - inputs: [ - {start: 0, name: "start", type: "number"}, - {start: 1, name: "stop", type: "number"}, - {start: 2, name: "step", type: "number", defaultValue: 0} - ], - attrs: [{tfName: "Tidx", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "TruncatedNormal", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [ - { - tfName: "means", - name: "mean", - type: "number", - defaultValue: 0 - }, - { - tfName: "stddev", - name: "stdDev", - type: "number", - defaultValue: 1 - }, - {tfName: "seed", name: "seed", type: "number"}, - { - tfName: "seed2", - name: "seed2", - type: "number", - defaultValue: 0, - notSupported: true - }, - {tfName: "dtype", name: "dtype", type: "dtype"}, - {tfName: "T", name: "T", type: "number", notSupported: true} - ] - }, - { - tfOpName: "Zeros", - category: "creation", - inputs: [ - {start: 0, name: "shape", type: "number[]"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "ZerosLike", - category: "creation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{tfName: "T", name: "dtype", type: "dtype"}] - }, - { - tfOpName: "Multinomial", - category: "creation", - inputs: [ - {start: 0, name: "logits", type: "tensor"}, - {start: 1, name: "numSamples", type: "number"} - ], - attrs: [ - {tfName: "seed", name: "seed", type: "number"}, - {tfName: "seed2", name: "seed2", type: "number"}, - {tfName: "T", name: "dtype", type: "dtype"}, - {tfName: "output_dtype", name: "output_dtype", type: "dtype"} - ] - } - ]; - var dynamic_exports = {}; - __export2(dynamic_exports, { - json: () => json6 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json6 = [ - { - tfOpName: "NonMaxSuppressionV2", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"} - ] - }, - { - tfOpName: "NonMaxSuppressionV3", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"} - ] - }, - { - tfOpName: "NonMaxSuppressionV4", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true}, - { - tfName: "T_threshold", - name: "threshold", - type: "dtype", - notSupported: true - }, - { - tfName: "pad_to_max_output_size", - name: "padToMaxOutputSize", - type: "bool" - } - ] - }, - { - tfOpName: "NonMaxSuppressionV5", - category: "dynamic", - inputs: [ - {start: 0, name: "boxes", type: "tensor"}, - {start: 1, name: "scores", type: "tensor"}, - {start: 2, name: "maxOutputSize", type: "number"}, - {start: 3, name: "iouThreshold", type: "number"}, - {start: 4, name: "scoreThreshold", type: "number"}, - {start: 5, name: "softNmsSigma", type: "number"} - ] - }, - { - tfOpName: "Where", - category: "dynamic", - inputs: [ - {start: 0, name: "condition", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ListDiff", - category: "dynamic", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "y", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } - ]; - var evaluation_exports = {}; - __export2(evaluation_exports, { - json: () => json7 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json7 = [ - { - tfOpName: "TopKV2", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "k", type: "number"} - ], - attrs: [{tfName: "sorted", name: "sorted", type: "bool"}] - }, - { - tfOpName: "Unique", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ] - }, - { - tfOpName: "UniqueV2", - category: "evaluation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - } - ]; - var graph_exports = {}; - __export2(graph_exports, { - json: () => json8 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json8 = [ - { - tfOpName: "PlaceholderWithDefault", - category: "graph", - inputs: [ - {start: 0, name: "default", type: "tensor"} - ], - attrs: [ - {tfName: "shape", name: "shape", type: "shape"}, - {tfName: "dtype", name: "dtype", type: "dtype"} - ] - }, - { - tfOpName: "Placeholder", - category: "graph", - attrs: [ - {tfName: "shape", name: "shape", type: "shape"}, - {tfName: "dtype", name: "dtype", type: "dtype"} - ] - }, - {tfOpName: "Const", category: "graph"}, - { - tfOpName: "Identity", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "IdentityN", - category: "graph", - inputs: [{start: 0, end: 0, name: "x", type: "tensors"}] - }, - { - tfOpName: "Snapshot", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Rank", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Size", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "Shape", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "ShapeN", - category: "graph", - inputs: [{start: 0, end: 0, name: "x", type: "tensors"}] - }, - { - tfOpName: "Print", - category: "graph", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "data", type: "tensors"} - ], - attrs: [ - {tfName: "message", name: "message", type: "string"}, - { - tfName: "first_n", - name: "firstN", - type: "number", - notSupported: true - }, - { - tfName: "summarize", - name: "summarize", - type: "number", - defaultValue: 3 - } - ] - }, - {tfOpName: "NoOp", category: "graph", inputs: []}, - { - tfOpName: "StopGradient", - category: "graph", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "FakeQuantWithMinMaxVars", - category: "graph", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "min", name: "min", type: "number"}, - {tfName: "max", name: "max", type: "number"} - ] - } - ]; - var hash_table_exports = {}; - __export2(hash_table_exports, { - json: () => json9 - }); - var json9 = [ - { - tfOpName: "HashTable", - category: "hash_table", - inputs: [], - attrs: [ - {tfName: "shared_name", name: "sharedName", type: "string"}, - { - tfName: "use_node_name_sharing", - name: "useNodeNameSharing", - type: "bool" - }, - {tfName: "key_dtype", name: "keyDType", type: "dtype"}, - {tfName: "value_dtype", name: "valueDType", type: "dtype"} - ] - }, - { - tfOpName: "HashTableV2", - category: "hash_table", - inputs: [], - attrs: [ - {tfName: "shared_name", name: "sharedName", type: "string"}, - { - tfName: "use_node_name_sharing", - name: "useNodeNameSharing", - type: "bool" - }, - {tfName: "key_dtype", name: "keyDType", type: "dtype"}, - {tfName: "value_dtype", name: "valueDType", type: "dtype"} - ] - }, - { - tfOpName: "LookupTableImport", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "values", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableImportV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "values", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableFind", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "defaultValue", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableFindV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"}, - {start: 1, name: "keys", type: "tensor"}, - {start: 2, name: "defaultValue", type: "tensor"} - ], - attrs: [ - {tfName: "Tin", name: "tIn", type: "dtype", notSupported: true}, - { - tfName: "Tout", - name: "tOut", - type: "dtype", - notSupported: true - } - ] - }, - { - tfOpName: "LookupTableSize", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"} - ] - }, - { - tfOpName: "LookupTableSizeV2", - category: "hash_table", - inputs: [ - {start: 0, name: "tableHandle", type: "tensor"} - ] - } - ]; - var image_exports = {}; - __export2(image_exports, { - json: () => json10 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json10 = [ - { - tfOpName: "ResizeBilinear", - category: "image", - inputs: [ - {start: 0, name: "images", type: "tensor"}, - {start: 1, name: "size", type: "number[]"} - ], - attrs: [ - {tfName: "align_corners", name: "alignCorners", type: "bool"}, - { - tfName: "half_pixel_centers", - name: "halfPixelCenters", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "ResizeNearestNeighbor", - category: "image", - inputs: [ - {start: 0, name: "images", type: "tensor"}, - {start: 1, name: "size", type: "number[]"} - ], - attrs: [ - {tfName: "align_corners", name: "alignCorners", type: "bool"}, - { - tfName: "half_pixel_centers", - name: "halfPixelCenters", - type: "bool" - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "CropAndResize", - category: "image", - inputs: [ - {start: 0, name: "image", type: "tensor"}, - {start: 1, name: "boxes", type: "tensor"}, - {start: 2, name: "boxInd", type: "tensor"}, - {start: 3, name: "cropSize", type: "number[]"} - ], - attrs: [ - {tfName: "method", name: "method", type: "string"}, - { - tfName: "extrapolation_value", - name: "extrapolationValue", - type: "number" - } - ] - } - ]; - var logical_exports = {}; - __export2(logical_exports, { - json: () => json11 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json11 = [ - { - tfOpName: "Equal", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "NotEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Greater", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "GreaterEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Less", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LessEqual", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalAnd", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalNot", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "LogicalOr", - category: "logical", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Select", - category: "logical", - inputs: [ - {start: 0, name: "condition", type: "tensor"}, - {start: 1, name: "a", type: "tensor"}, - {start: 2, name: "b", type: "tensor"} - ], - attrs: [ - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "SelectV2", - category: "logical", - inputs: [ - {start: 0, name: "condition", type: "tensor"}, - {start: 1, name: "a", type: "tensor"}, - {start: 2, name: "b", type: "tensor"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } - ]; - var matrices_exports = {}; - __export2(matrices_exports, { - json: () => json12 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json12 = [ - { - tfOpName: "_FusedMatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"}, - {start: 2, end: 0, name: "args", type: "tensors"} - ], - attrs: [ - {tfName: "num_args", name: "numArgs", type: "number"}, - { - tfName: "fused_ops", - name: "fusedOps", - type: "string[]", - defaultValue: [] - }, - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-4 - }, - { - tfName: "transpose_a", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "transpose_b", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "MatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "transpose_a", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "transpose_b", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "BatchMatMul", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "adj_x", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "adj_y", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "BatchMatMulV2", - category: "matrices", - inputs: [ - {start: 0, name: "a", type: "tensor"}, - {start: 1, name: "b", type: "tensor"} - ], - attrs: [ - { - tfName: "adj_x", - name: "transposeA", - type: "bool", - defaultValue: false - }, - { - tfName: "adj_y", - name: "transposeB", - type: "bool", - defaultValue: false - }, - {tfName: "T", name: "dtype", type: "dtype", notSupported: true} - ] - }, - { - tfOpName: "Transpose", - category: "matrices", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "perm", type: "number[]"} - ], - attrs: [{ - tfName: "T", - name: "dtype", - type: "dtype", - notSupported: true - }] - } - ]; - var normalization_exports = {}; - __export2(normalization_exports, { - json: () => json13 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json13 = [ - { - tfOpName: "FusedBatchNorm", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "FusedBatchNormV2", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "FusedBatchNormV3", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "scale", type: "tensor"}, - {start: 2, name: "offset", type: "tensor"}, - {start: 3, name: "mean", type: "tensor"}, - {start: 4, name: "variance", type: "tensor"} - ], - attrs: [ - { - tfName: "epsilon", - name: "epsilon", - type: "number", - defaultValue: 1e-3 - }, - { - tfName: "data_format", - name: "dataFormat", - type: "string", - notSupported: true - } - ] - }, - { - tfOpName: "LRN", - category: "normalization", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "depth_radius", - name: "radius", - type: "number", - defaultValue: 5 - }, - {tfName: "bias", name: "bias", type: "number", defaultValue: 1}, - { - tfName: "alpha", - name: "alpha", - type: "number", - defaultValue: 1 - }, - { - tfName: "beta", - name: "beta", - type: "number", - defaultValue: 0.5 - } - ] - }, - { - tfOpName: "Softmax", - category: "normalization", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "LogSoftmax", - category: "normalization", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "SparseToDense", - category: "normalization", - inputs: [ - {start: 0, name: "sparseIndices", type: "tensor"}, - {start: 1, name: "outputShape", type: "number[]"}, - {start: 2, name: "sparseValues", type: "tensor"}, - {start: 3, name: "defaultValue", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - defaultValue: true, - notSupported: true - }] - } - ]; - var reduction_exports = {}; - __export2(reduction_exports, { - json: () => json14 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json14 = [ - { - tfOpName: "Bincount", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "size", type: "number"}, - {start: 2, name: "weights", type: "tensor"} - ] - }, - { - tfOpName: "DenseBincount", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "size", type: "number"}, - {start: 2, name: "weights", type: "tensor"} - ], - attrs: [{tfName: "binary_output", name: "binaryOutput", type: "bool"}] - }, - { - tfOpName: "Max", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Mean", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Min", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Sum", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "All", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Any", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "ArgMax", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "ArgMin", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "Prod", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ], - attrs: [{tfName: "keep_dims", name: "keepDims", type: "bool"}] - }, - { - tfOpName: "Cumsum", - category: "reduction", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ], - attrs: [ - {tfName: "exclusive", name: "exclusive", type: "bool"}, - {tfName: "reverse", name: "reverse", type: "bool"} - ] - } - ]; - var slice_join_exports = {}; - __export2(slice_join_exports, { - json: () => json15 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json15 = [ - { - tfOpName: "ConcatV2", - category: "slice_join", - inputs: [ - {start: 0, end: -1, name: "tensors", type: "tensors"}, - {start: -1, name: "axis", type: "number"} - ], - attrs: [{tfName: "N", name: "n", type: "number", defaultValue: 2}] - }, - { - tfOpName: "Concat", - category: "slice_join", - inputs: [ - {start: 1, end: 0, name: "tensors", type: "tensors"}, - {start: 0, name: "axis", type: "number"} - ], - attrs: [{tfName: "N", name: "n", type: "number", defaultValue: 2}] - }, - { - tfOpName: "GatherV2", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"}, - {start: 2, name: "axis", type: "number", defaultValue: 0} - ], - attrs: [{ - tfName: "batch_dims", - name: "batchDims", - type: "number", - defaultValue: 0 - }] - }, - { - tfOpName: "Gather", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - notSupported: true - }] - }, - { - tfOpName: "Reverse", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "dims", type: "bool[]"} - ] - }, - { - tfOpName: "ReverseV2", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number[]"} - ] - }, - { - tfOpName: "Slice", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "begin", type: "number[]"}, - {start: 2, name: "size", type: "number[]"} - ] - }, - { - tfOpName: "StridedSlice", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "begin", type: "number[]"}, - {start: 2, name: "end", type: "number[]"}, - {start: 3, name: "strides", type: "number[]"} - ], - attrs: [ - { - tfName: "begin_mask", - name: "beginMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "end_mask", - name: "endMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "new_axis_mask", - name: "newAxisMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "ellipsis_mask", - name: "ellipsisMask", - type: "number", - defaultValue: 0 - }, - { - tfName: "shrink_axis_mask", - name: "shrinkAxisMask", - type: "number", - defaultValue: 0 - } - ] - }, - { - tfOpName: "Pack", - category: "slice_join", - inputs: [ - {start: 0, end: 0, name: "tensors", type: "tensors"} - ], - attrs: [ - {tfName: "axis", name: "axis", type: "number", defaultValue: 0} - ] - }, - { - tfOpName: "Unpack", - category: "slice_join", - inputs: [ - {start: 0, name: "tensor", type: "tensor"} - ], - attrs: [ - {tfName: "axis", name: "axis", type: "number", defaultValue: 0}, - { - tfName: "num", - name: "num", - type: "number", - defaultValue: 0, - notSupported: true - } - ] - }, - { - tfOpName: "Tile", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "reps", type: "number[]"} - ] - }, - { - tfOpName: "Split", - category: "slice_join", - inputs: [ - {start: 0, name: "axis", type: "number", defaultValue: 0}, - {start: 1, name: "x", type: "tensor"} - ], - attrs: [{ - tfName: "num_split", - name: "numOrSizeSplits", - type: "number", - defaultValue: 1 - }] - }, - { - tfOpName: "SplitV", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "numOrSizeSplits", type: "number[]"}, - {start: 2, name: "axis", type: "number", defaultValue: 0} - ] - }, - { - tfOpName: "ScatterNd", - category: "slice_join", - inputs: [ - {start: 0, name: "indices", type: "tensor"}, - {start: 1, name: "values", type: "tensor"}, - {start: 2, name: "shape", type: "number[]"} - ] - }, - { - tfOpName: "GatherNd", - category: "slice_join", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "indices", type: "tensor"} - ] - }, - { - tfOpName: "SparseToDense", - category: "slice_join", - inputs: [ - {start: 0, name: "sparseIndices", type: "tensor"}, - {start: 1, name: "outputShape", type: "number[]"}, - {start: 2, name: "sparseValues", type: "tensor"}, - {start: 3, name: "defaultValue", type: "tensor"} - ], - attrs: [{ - tfName: "validate_indices", - name: "validateIndices", - type: "bool", - defaultValue: false, - notSupported: true - }] - } - ]; - var spectral_exports = {}; - __export2(spectral_exports, { - json: () => json16 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json16 = [ - { - tfOpName: "FFT", - category: "spectral", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "IFFT", - category: "spectral", - inputs: [{start: 0, name: "x", type: "tensor"}] - }, - { - tfOpName: "RFFT", - category: "spectral", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - { - start: 1, - name: "fft_length", - type: "number", - notSupported: true - } - ] - }, - { - tfOpName: "IRFFT", - category: "spectral", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - { - start: 1, - name: "fft_length", - type: "number", - notSupported: true - } - ] - } - ]; - var transformation_exports = {}; - __export2(transformation_exports, { - json: () => json17 - }); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var json17 = [ - { - tfOpName: "Cast", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - { - tfName: "SrcT", - name: "sdtype", - type: "dtype", - notSupported: true - }, - {tfName: "DstT", name: "dtype", type: "dtype"} - ] - }, - { - tfOpName: "ExpandDims", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "axis", type: "number"} - ] - }, - { - tfOpName: "MirrorPad", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"} - ], - attrs: [{tfName: "mode", name: "mode", type: "string"}] - }, - { - tfOpName: "Pad", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"} - ], - attrs: [{ - tfName: "constant_value", - name: "constantValue", - type: "number", - defaultValue: 0 - }] - }, - { - tfOpName: "PadV2", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "padding", type: "number[]"}, - { - start: 2, - name: "constantValue", - type: "number", - defaultValue: 0 - } - ] - }, - { - tfOpName: "Reshape", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "shape", type: "number[]"} - ] - }, - { - tfOpName: "Squeeze", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [{ - tfName: "axis", - tfDeprecatedName: "squeeze_dims", - name: "axis", - type: "number[]" - }] - }, - { - tfOpName: "SpaceToBatchND", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "blockShape", type: "number[]"}, - {start: 2, name: "paddings", type: "number[]"} - ] - }, - { - tfOpName: "BatchToSpaceND", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "blockShape", type: "number[]"}, - {start: 2, name: "crops", type: "number[]"} - ] - }, - { - tfOpName: "DepthToSpace", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"} - ], - attrs: [ - {tfName: "block_size", name: "blockSize", type: "number"}, - {tfName: "data_format", name: "dataFormat", type: "string"} - ] - }, - { - tfOpName: "BroadcastTo", - category: "transformation", - inputs: [ - {start: 0, name: "x", type: "tensor"}, - {start: 1, name: "shape", type: "number[]"} - ], - attrs: [] - } - ]; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var OperationMapper = class { - static get Instance() { - return this._instance || (this._instance = new this()); - } - constructor() { - const ops = [ - arithmetic_exports, - basic_math_exports, - control_exports, - convolution_exports, - creation_exports, - dynamic_exports, - evaluation_exports, - logical_exports, - image_exports, - graph_exports, - matrices_exports, - normalization_exports, - reduction_exports, - slice_join_exports, - spectral_exports, - transformation_exports, - hash_table_exports - ]; - const mappersJson = [].concat(...ops.map((op2) => op2.json)); - this.opMappers = mappersJson.reduce((map, mapper) => { - map[mapper.tfOpName] = mapper; - return map; - }, {}); - } - transformGraph(graph2, signature = {}) { - const tfNodes = graph2.node; - const placeholders = []; - const weights = []; - const initNodes = []; - const nodes = tfNodes.reduce((map, node) => { - map[node.name] = this.mapNode(node); - if (node.op.startsWith("Placeholder")) { - placeholders.push(map[node.name]); - } else if (node.op === "Const") { - weights.push(map[node.name]); - } else if (node.input == null || node.input.length === 0) { - initNodes.push(map[node.name]); - } - return map; - }, {}); - let inputs = []; - const outputs = []; - let inputNodeNameToKey = {}; - let outputNodeNameToKey = {}; - if (signature != null) { - inputNodeNameToKey = this.mapSignatureEntries(signature.inputs); - outputNodeNameToKey = this.mapSignatureEntries(signature.outputs); - } - const allNodes = Object.keys(nodes); - allNodes.forEach((key) => { - const node = nodes[key]; - node.inputNames.forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - node.inputs.push(nodes[nodeName]); - nodes[nodeName].children.push(node); - }); - }); - if (Object.keys(outputNodeNameToKey).length === 0) { - allNodes.forEach((key) => { - const node = nodes[key]; - if (node.children.length === 0) { - outputs.push(node); - } - }); - } else { - Object.keys(outputNodeNameToKey).forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - const node = nodes[nodeName]; - if (node != null) { - node.signatureKey = outputNodeNameToKey[name]; - outputs.push(node); - } - }); - } - if (Object.keys(inputNodeNameToKey).length > 0) { - Object.keys(inputNodeNameToKey).forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - const node = nodes[nodeName]; - if (node) { - node.signatureKey = inputNodeNameToKey[name]; - inputs.push(node); - } - }); - } else { - inputs = placeholders; - } - let functions = {}; - if (graph2.library != null && graph2.library.function != null) { - functions = graph2.library.function.reduce((functions2, func2) => { - functions2[func2.signature.name] = this.mapFunction(func2); - return functions2; - }, {}); - } - const result = {nodes, inputs, outputs, weights, placeholders, signature, functions}; - if (initNodes.length > 0) { - result.initNodes = initNodes; - } - return result; - } - mapSignatureEntries(entries) { - return Object.keys(entries || {}).reduce((prev, curr) => { - prev[entries[curr].name] = curr; - return prev; - }, {}); - } - mapNode(node) { - const mapper = getRegisteredOp(node.op) || this.opMappers[node.op] || {}; - if (node.attr == null) { - node.attr = {}; - } - const newNode = { - name: node.name, - op: node.op, - category: mapper.category, - inputNames: (node.input || []).map((input2) => input2.startsWith("^") ? input2.substr(1) : input2), - inputs: [], - children: [], - inputParams: {}, - attrParams: {}, - rawAttrs: node.attr - }; - if (mapper.inputs != null) { - newNode.inputParams = mapper.inputs.reduce((map, param) => { - map[param.name] = { - type: param.type, - inputIndexStart: param.start, - inputIndexEnd: param.end - }; - return map; - }, {}); - } - if (mapper.attrs != null) { - newNode.attrParams = mapper.attrs.reduce((map, param) => { - const type = param.type; - let value = void 0; - switch (param.type) { - case "string": - value = getStringParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getStringParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "string[]": - value = getStringArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getStringArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "number": - value = getNumberParam(node.attr, param.tfName, param.defaultValue || 0); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getNumberParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "number[]": - value = getNumericArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getNumericArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "bool": - value = getBoolParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getBoolParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "bool[]": - value = getBoolArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getBoolArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "shape": - value = getTensorShapeParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getTensorShapeParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "shape[]": - value = getTensorShapeArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getTensorShapeArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "dtype": - value = getDtypeParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getDtypeParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "dtype[]": - value = getDtypeArrayParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getDtypeArrayParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "func": - value = getFuncParam(node.attr, param.tfName, param.defaultValue); - if (value === void 0 && !!param.tfDeprecatedName) { - value = getFuncParam(node.attr, param.tfDeprecatedName, param.defaultValue); - } - break; - case "tensor": - case "tensors": - break; - default: - throw new Error(`Unsupported param type: ${param.type} for op: ${node.op}`); - } - map[param.name] = {value, type}; - return map; - }, {}); - } - return newNode; - } - mapFunction(functionDef) { - const tfNodes = functionDef.nodeDef; - const placeholders = []; - const weights = []; - let nodes = {}; - if (tfNodes != null) { - nodes = tfNodes.reduce((map, node) => { - map[node.name] = this.mapNode(node); - if (node.op === "Const") { - weights.push(map[node.name]); - } - return map; - }, {}); - } - const inputs = []; - const outputs = []; - functionDef.signature.inputArg.forEach((arg) => { - const [nodeName] = getNodeNameAndIndex(arg.name); - const node = { - name: nodeName, - op: "Placeholder", - inputs: [], - inputNames: [], - category: "graph", - inputParams: {}, - attrParams: {dtype: {value: parseDtypeParam(arg.type), type: "dtype"}}, - children: [] - }; - node.signatureKey = arg.name; - inputs.push(node); - nodes[nodeName] = node; - }); - const allNodes = Object.keys(nodes); - allNodes.forEach((key) => { - const node = nodes[key]; - node.inputNames.forEach((name) => { - const [nodeName] = getNodeNameAndIndex(name); - node.inputs.push(nodes[nodeName]); - nodes[nodeName].children.push(node); - }); - }); - const returnNodeMap = functionDef.ret; - functionDef.signature.outputArg.forEach((output) => { - const [nodeName, index] = getNodeNameAndIndex(returnNodeMap[output.name]); - const node = nodes[nodeName]; - if (node != null) { - node.defaultOutput = index; - outputs.push(node); - } - }); - const signature = this.mapArgsToSignature(functionDef); - return {nodes, inputs, outputs, weights, placeholders, signature}; - } - mapArgsToSignature(functionDef) { - return { - methodName: functionDef.signature.name, - inputs: functionDef.signature.inputArg.reduce((map, arg) => { - map[arg.name] = this.mapArgToTensorInfo(arg); - return map; - }, {}), - outputs: functionDef.signature.outputArg.reduce((map, arg) => { - map[arg.name] = this.mapArgToTensorInfo(arg, functionDef.ret); - return map; - }, {}) - }; - } - mapArgToTensorInfo(arg, nameMap2) { - let name = arg.name; - if (nameMap2 != null) { - name = nameMap2[name]; - } - return {name, dtype: arg.type}; - } - }; - function decodeBase64(text) { - const global2 = env().global; - if (typeof global2.atob !== "undefined") { - return global2.atob(text); - } else if (typeof Buffer !== "undefined") { - return new Buffer(text, "base64").toString(); - } else { - throw new Error("Unable to decode base64 in this environment. Missing built-in atob() or Buffer()"); - } - } - function parseStringParam(s, keepCase) { - const value = Array.isArray(s) ? String.fromCharCode.apply(null, s) : decodeBase64(s); - return keepCase ? value : value.toLowerCase(); - } - function getStringParam(attrs, name, def, keepCase = false) { - const param = attrs[name]; - if (param != null) { - return parseStringParam(param.s, keepCase); - } - return def; - } - function getBoolParam(attrs, name, def) { - const param = attrs[name]; - return param ? param.b : def; - } - function getNumberParam(attrs, name, def) { - const param = attrs[name] || {}; - const value = param["i"] != null ? param["i"] : param["f"] != null ? param["f"] : def; - return typeof value === "number" ? value : parseInt(value, 10); - } - function parseDtypeParam(value) { - if (typeof value === "string") { - value = DataType[value]; - } - switch (value) { - case DataType.DT_FLOAT: - return "float32"; - case DataType.DT_INT32: - case DataType.DT_INT64: - case DataType.DT_INT8: - case DataType.DT_UINT8: - return "int32"; - case DataType.DT_BOOL: - return "bool"; - case DataType.DT_DOUBLE: - return "float32"; - case DataType.DT_STRING: - return "string"; - default: - return null; - } - } - function getFuncParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.func) { - return param.func.name; - } - return def; - } - function getDtypeParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.type) { - return parseDtypeParam(param.type); - } - return def; - } - function getDtypeArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.type) { - return param.list.type.map((v) => parseDtypeParam(v)); - } - return def; - } - function parseTensorShapeParam(shape) { - if (shape.unknownRank) { - return void 0; - } - if (shape.dim != null) { - return shape.dim.map((dim) => typeof dim.size === "number" ? dim.size : parseInt(dim.size, 10)); - } - return []; - } - function getTensorShapeParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.shape) { - return parseTensorShapeParam(param.shape); - } - return def; - } - function getNumericArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param) { - return ((param.list.f && param.list.f.length ? param.list.f : param.list.i) || []).map((v) => typeof v === "number" ? v : parseInt(v, 10)); - } - return def; - } - function getStringArrayParam(attrs, name, def, keepCase = false) { - const param = attrs[name]; - if (param && param.list && param.list.s) { - return param.list.s.map((v) => { - return parseStringParam(v, keepCase); - }); - } - return def; - } - function getTensorShapeArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.shape) { - return param.list.shape.map((v) => { - return parseTensorShapeParam(v); - }); - } - return def; - } - function getBoolArrayParam(attrs, name, def) { - const param = attrs[name]; - if (param && param.list && param.list.b) { - return param.list.b; - } - return def; - } - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var NodeValueImpl = class { - constructor(node, tensorMap, context) { - this.node = node; - this.tensorMap = tensorMap; - this.context = context; - this.inputs = []; - this.attrs = {}; - this.inputs = node.inputNames.map((name) => this.getInput(name)); - if (node.rawAttrs != null) { - this.attrs = Object.keys(node.rawAttrs).reduce((attrs, key) => { - attrs[key] = this.getAttr(key); - return attrs; - }, {}); - } - } - getInput(name) { - return getTensor(name, this.tensorMap, this.context); - } - getAttr(name, defaultValue) { - const value = this.node.rawAttrs[name]; - if (value.tensor != null) { - return getTensor(name, this.tensorMap, this.context); - } - if (value.i != null || value.f != null) { - return getNumberParam(this.node.rawAttrs, name, defaultValue); - } - if (value.s != null) { - return getStringParam(this.node.rawAttrs, name, defaultValue); - } - if (value.b != null) { - return getBoolParam(this.node.rawAttrs, name, defaultValue); - } - if (value.shape != null) { - return getTensorShapeParam(this.node.rawAttrs, name, defaultValue); - } - if (value.type != null) { - return getDtypeParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list != null) { - if (value.list.i != null || value.list.f != null) { - return getNumericArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.s != null) { - return getStringArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.shape != null) { - return getTensorShapeArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.b != null) { - return getBoolArrayParam(this.node.rawAttrs, name, defaultValue); - } - if (value.list.type != null) { - return getDtypeArrayParam(this.node.rawAttrs, name, defaultValue); - } - } - return defaultValue; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp = (node, tensorMap, context) => { - switch (node.op) { - case "BiasAdd": - case "AddV2": - case "Add": { - return [add2(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "AddN": { - return [addN(getParamValue("tensors", node, tensorMap, context))]; - } - case "FloorMod": - case "Mod": - return [mod(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - case "Mul": - return [mul(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - case "RealDiv": - case "Div": { - return [div(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "DivNoNan": { - return [divNoNan(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "FloorDiv": { - return [floorDiv(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Sub": { - return [sub(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Minimum": { - return [minimum(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Maximum": { - return [maximum(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Pow": { - return [pow(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "SquaredDifference": { - return [squaredDifference(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp2 = (node, tensorMap, context) => { - switch (node.op) { - case "Abs": - case "ComplexAbs": - return [abs(getParamValue("x", node, tensorMap, context))]; - case "Acos": - return [acos(getParamValue("x", node, tensorMap, context))]; - case "Acosh": - return [acosh(getParamValue("x", node, tensorMap, context))]; - case "Asin": - return [asin(getParamValue("x", node, tensorMap, context))]; - case "Asinh": - return [asinh(getParamValue("x", node, tensorMap, context))]; - case "Atan": - return [atan(getParamValue("x", node, tensorMap, context))]; - case "Atan2": - return [atan2(getParamValue("x", node, tensorMap, context), getParamValue("y", node, tensorMap, context))]; - case "Atanh": - return [atanh(getParamValue("x", node, tensorMap, context))]; - case "Ceil": - return [ceil(getParamValue("x", node, tensorMap, context))]; - case "Complex": - return [complex(getParamValue("real", node, tensorMap, context), getParamValue("imag", node, tensorMap, context))]; - case "Cos": - return [cos(getParamValue("x", node, tensorMap, context))]; - case "Cosh": - return [cosh(getParamValue("x", node, tensorMap, context))]; - case "Elu": - return [elu(getParamValue("x", node, tensorMap, context))]; - case "Erf": - return [erf(getParamValue("x", node, tensorMap, context))]; - case "Exp": - return [exp(getParamValue("x", node, tensorMap, context))]; - case "Expm1": { - return [expm1(getParamValue("x", node, tensorMap, context))]; - } - case "Floor": - return [floor(getParamValue("x", node, tensorMap, context))]; - case "Log": - return [log2(getParamValue("x", node, tensorMap, context))]; - case "Log1p": { - return [log1p(getParamValue("x", node, tensorMap, context))]; - } - case "Imag": - return [imag(getParamValue("x", node, tensorMap, context))]; - case "Neg": - return [neg(getParamValue("x", node, tensorMap, context))]; - case "Reciprocal": { - return [reciprocal(getParamValue("x", node, tensorMap, context))]; - } - case "Real": - return [real(getParamValue("x", node, tensorMap, context))]; - case "Relu": - return [relu(getParamValue("x", node, tensorMap, context))]; - case "Round": { - return [round2(getParamValue("x", node, tensorMap, context))]; - } - case "Selu": - return [selu(getParamValue("x", node, tensorMap, context))]; - case "Sigmoid": - return [sigmoid(getParamValue("x", node, tensorMap, context))]; - case "Sin": - return [sin(getParamValue("x", node, tensorMap, context))]; - case "Sign": { - return [sign(getParamValue("x", node, tensorMap, context))]; - } - case "Sinh": { - return [sinh(getParamValue("x", node, tensorMap, context))]; - } - case "Softplus": { - return [softplus(getParamValue("x", node, tensorMap, context))]; - } - case "Sqrt": { - return [sqrt(getParamValue("x", node, tensorMap, context))]; - } - case "Square": { - return [square(getParamValue("x", node, tensorMap, context))]; - } - case "Tanh": { - return [tanh2(getParamValue("x", node, tensorMap, context))]; - } - case "Tan": - return [tan(getParamValue("x", node, tensorMap, context))]; - case "ClipByValue": - return [clipByValue(getParamValue("x", node, tensorMap, context), getParamValue("clipValueMin", node, tensorMap, context), getParamValue("clipValueMax", node, tensorMap, context))]; - case "Relu6": - return [relu6(getParamValue("x", node, tensorMap, context))]; - case "Rsqrt": - return [rsqrt(getTensor(node.inputNames[0], tensorMap, context))]; - case "Prod": - return [prod(getParamValue("x", node, tensorMap, context), getParamValue("axes", node, tensorMap, context))]; - case "LeakyRelu": - return [leakyRelu(getParamValue("x", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context))]; - case "Prelu": - return [prelu(getParamValue("x", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context))]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function assertShapesMatchAllowUndefinedSize(shapeA, shapeB, errorMessagePrefix = "") { - if (typeof shapeA === "number" || typeof shapeB === "number") { - return; - } - util_exports.assert(shapeA.length === shapeB.length, () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); - for (let i = 0; i < shapeA.length; i++) { - const dim0 = shapeA[i]; - const dim1 = shapeB[i]; - util_exports.assert(dim0 < 0 || dim1 < 0 || dim0 === dim1, () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); - } - } - function fullDefinedShape(elementShape) { - if (typeof elementShape === "number" || elementShape.some((dim) => dim < 0)) { - return false; - } - return true; - } - function inferElementShape(listElementShape, tensors, elementShape) { - let partialShape = mergeElementShape(listElementShape, elementShape); - const notfullDefinedShape = !fullDefinedShape(partialShape); - if (notfullDefinedShape && tensors.length === 0) { - throw new Error(`Tried to calculate elements of an empty list with non-fully-defined elementShape: ${partialShape}`); - } - if (notfullDefinedShape) { - tensors.forEach((tensor2) => { - partialShape = mergeElementShape(tensor2.shape, partialShape); - }); - } - if (!fullDefinedShape(partialShape)) { - throw new Error(`Non-fully-defined elementShape: ${partialShape}`); - } - return partialShape; - } - function mergeElementShape(elementShapeA, elementShapeB) { - if (typeof elementShapeA === "number") { - return elementShapeB; - } - if (typeof elementShapeB === "number") { - return elementShapeA; - } - if (elementShapeA.length !== elementShapeB.length) { - throw new Error(`Incompatible ranks during merge: ${elementShapeA} vs. ${elementShapeB}`); - } - const result = []; - for (let i = 0; i < elementShapeA.length; ++i) { - const dim0 = elementShapeA[i]; - const dim1 = elementShapeB[i]; - if (dim0 >= 0 && dim1 >= 0 && dim0 !== dim1) { - throw new Error(`Incompatible shape during merge: ${elementShapeA} vs. ${elementShapeB}`); - } - result[i] = dim0 >= 0 ? dim0 : dim1; - } - return result; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TensorArray = class { - constructor(name, dtype, maxSize2, elementShape, identicalElementShapes, dynamicSize, clearAfterRead) { - this.name = name; - this.dtype = dtype; - this.maxSize = maxSize2; - this.elementShape = elementShape; - this.identicalElementShapes = identicalElementShapes; - this.dynamicSize = dynamicSize; - this.clearAfterRead = clearAfterRead; - this.tensors = []; - this.closed_ = false; - this.idTensor = scalar(0); - keep(this.idTensor); - } - get id() { - return this.idTensor.id; - } - get closed() { - return this.closed_; - } - clearAndClose(keepIds) { - this.tensors.forEach((tensor2) => { - if (keepIds == null || !keepIds.has(tensor2.tensor.id)) { - tensor2.tensor.dispose(); - } - }); - this.tensors = []; - this.closed_ = true; - this.idTensor.dispose(); - } - size() { - return this.tensors.length; - } - read(index) { - if (this.closed_) { - throw new Error(`TensorArray ${this.name} has already been closed.`); - } - if (index < 0 || index >= this.size()) { - throw new Error(`Tried to read from index ${index}, but array size is: ${this.size()}`); - } - const tensorWithState = this.tensors[index]; - if (tensorWithState.cleared) { - throw new Error(`TensorArray ${this.name}: Could not read index ${index} twice because it was cleared after a previous read (perhaps try setting clear_after_read = false?).`); - } - if (this.clearAfterRead) { - tensorWithState.cleared = true; - } - tensorWithState.read = true; - return tensorWithState.tensor; - } - readMany(indices) { - return indices.map((index) => this.read(index)); - } - write(index, tensor2) { - if (this.closed_) { - throw new Error(`TensorArray ${this.name} has already been closed.`); - } - if (index < 0 || !this.dynamicSize && index >= this.maxSize) { - throw new Error(`Tried to write to index ${index}, but array is not resizeable and size is: ${this.maxSize}`); - } - const t = this.tensors[index] || {}; - if (tensor2.dtype !== this.dtype) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, - because the value dtype is ${tensor2.dtype}, but TensorArray dtype is ${this.dtype}.`); - } - if (this.size() === 0 && (this.elementShape == null || this.elementShape.length === 0)) { - this.elementShape = tensor2.shape; - } - assertShapesMatchAllowUndefinedSize(this.elementShape, tensor2.shape, `TensorArray ${this.name}: Could not write to TensorArray index ${index}.`); - if (t.read) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, because it has already been read.`); - } - if (t.written) { - throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${index}, because it has already been written.`); - } - t.tensor = tensor2; - keep(tensor2); - t.written = true; - this.tensors[index] = t; - } - writeMany(indices, tensors) { - if (indices.length !== tensors.length) { - throw new Error(`TensorArray ${this.name}: could not write multiple tensors,because the index size: ${indices.length} is not the same as tensors size: ${tensors.length}.`); - } - indices.forEach((i, index) => this.write(i, tensors[index])); - } - gather(indices, dtype) { - if (!!dtype && dtype !== this.dtype) { - throw new Error(`TensorArray dtype is ${this.dtype} but gather requested dtype ${dtype}`); - } - if (!indices) { - indices = []; - for (let i = 0; i < this.size(); i++) { - indices.push(i); - } - } else { - indices = indices.slice(0, this.size()); - } - if (indices.length === 0) { - return tensor([], [0].concat(this.elementShape)); - } - const tensors = this.readMany(indices); - assertShapesMatchAllowUndefinedSize(this.elementShape, tensors[0].shape, "TensorArray shape mismatch: "); - return stack(tensors, 0); - } - concat(dtype) { - if (!!dtype && dtype !== this.dtype) { - throw new Error(`TensorArray dtype is ${this.dtype} but concat requested dtype ${dtype}`); - } - if (this.size() === 0) { - return tensor([], [0].concat(this.elementShape)); - } - const indices = []; - for (let i = 0; i < this.size(); i++) { - indices.push(i); - } - const tensors = this.readMany(indices); - assertShapesMatchAllowUndefinedSize(this.elementShape, tensors[0].shape, `TensorArray shape mismatch: tensor array shape (${this.elementShape}) vs first tensor shape 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compiled before being used.");return this.model.evaluate(e,t,n)}async evaluateDataset(e,t){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.evaluateDataset(e,t)}predict(e,t={}){return this.model==null&&this.build(),this.model.predict(e,t)}predictOnBatch(e){return this.model==null&&this.build(),this.model.predictOnBatch(e)}compile(e){this.build(),this.model.compile(e),this.optimizer_=this.model.optimizer,this.isOptimizerOwned=this.model.isOptimizerOwned,this.loss=this.model.loss,this.metrics=this.model.metrics,this.metricsTensors=this.model.metricsTensors,this.metricsNames=this.model.metricsNames}get optimizer(){return this.model==null?void 0:this.model.optimizer}set optimizer(e){this.model.optimizer=e}async fit(e,t,n={}){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.fit(e,t,n)}async fitDataset(e,t){if(!this.built)throw new br("The model needs to be compiled before being used.");return this.model.fitDataset(e,t)}async trainOnBatch(e,t){return this.model.trainOnBatch(e,t)}static fromConfig(e,t,n={},r=!1){let a,s={};if(t instanceof Array){if(t[0].className==null||t[0].className==="Merge")throw new B("Legacy serialization format not supported yet.");a=t}else v.assert(t.layers!=null,()=>"When the config data for a Sequential model is not an Array, it must be an Object that contains the 'layers' field."),a=t.layers,delete t.layers,s=t;let i=new e(s);if(!(i instanceof Bl))throw new $e(`Sequential.fromConfig called on non-Sequential input: ${i}`);for(let o of a){let l=kr(o,void 0,r);r&&l.setFastWeightInitDuringBuild(!0),i.add(l)}return i}set stopTraining(e){if(this.model==null)throw new B("Cannot set the stopTraining property of a sequential model before it is compiled.");this.model.stopTraining=e}get stopTraining(){if(this.model==null)throw new B("Cannot get the stopTraining property of a sequential model before it is compiled.");return this.model.stopTraining}getConfig(){let e=[];for(let t of this.layers){let n={};n.className=t.getClassName(),n.config=t.getConfig(),e.push(n)}return{name:this.name,layers:e}}};Bl.className="Sequential";re.registerClass(Bl);function Mte(e){return new ca(e)}function Fte(e){return new Bl(e)}function $te(e,t){return t==null&&(t={}),Ete(e,t)}function s7(e){return f7(e)}function Dte(e,t){ur.registerCallbackConstructor(e,t)}var Pn=class extends re.Serializable{getConfig(){return{}}},V7=class extends Pn{apply(e,t=1){return pQ(e,t)}};V7.className="elu";re.registerClass(V7);var U7=class extends Pn{apply(e){return Rd(e)}};U7.className="selu";re.registerClass(U7);var j7=class extends Pn{apply(e){return zr(e)}};j7.className="relu";re.registerClass(j7);var H7=class extends Pn{apply(e){return z(()=>ml(6,zr(e)))}};H7.className="relu6";re.registerClass(H7);var G7=class extends Pn{apply(e){return e}};G7.className="linear";re.registerClass(G7);var q7=class extends Pn{apply(e){return Rn(e)}};q7.className="sigmoid";re.registerClass(q7);var X7=class extends Pn{apply(e){return mQ(e)}};X7.className="hardSigmoid";re.registerClass(X7);var K7=class extends Pn{apply(e){return pl(e)}};K7.className="softplus";re.registerClass(K7);var Z7=class extends Pn{apply(e){return fQ(e)}};Z7.className="softsign";re.registerClass(Z7);var Y7=class extends Pn{apply(e){return ll(e)}};Y7.className="tanh";re.registerClass(Y7);var ry=class extends Pn{apply(e,t=-1){return ec(e,t)}};ry.className="softmax";re.registerClass(ry);var J7=class extends Pn{apply(e,t=-1){return kd(e,t)}};J7.className="logSoftmax";re.registerClass(J7);var Q7=class extends Pn{apply(e,t=1){return z(()=>Rn(e.mul(t)).mul(e))}};Q7.className="swish";re.registerClass(Q7);function Ha(e){return e.getClassName()}function ay(e,t={}){return bc(e,re.SerializationMap.getMap().classNameMap,t,"activation")}function Ga(e){if(e==null){let t={};return t.className="linear",t.config={},ay(t)}if(typeof e=="string"){let t={};return t.className=e,t.config={},ay(t)}else return e instanceof Pn?e:ay(e)}function sy(e){if(e!=null&&typeof e!="object")throw new Error(`Argument to L1L2 regularizer's constructor is expected to be an object, but received: ${e}`)}var ev=class extends re.Serializable{},Fc=class extends ev{constructor(e){super();sy(e),this.l1=e==null||e.l1==null?.01:e.l1,this.l2=e==null||e.l2==null?.01:e.l2,this.hasL1=this.l1!==0,this.hasL2=this.l2!==0}apply(e){return z(()=>{let t=Ct([1]);return this.hasL1&&(t=se(t,Ce(P(this.l1,Dt(e))))),this.hasL2&&(t=se(t,Ce(P(this.l2,Nc(e))))),t.asScalar()})}getConfig(){return{l1:this.l1,l2:this.l2}}static fromConfig(e,t){return new e({l1:t.l1,l2:t.l2})}};Fc.className="L1L2";re.registerClass(Fc);function Ote(e){return sy(e),new Fc({l1:e!=null?e.l1:null,l2:0})}function zte(e){return sy(e),new Fc({l2:e!=null?e.l2:null,l1:0})}var tv={l1l2:"L1L2"};function ut(e){return xA(e)}function nv(e,t={}){return bc(e,re.SerializationMap.getMap().classNameMap,t,"regularizer")}function gt(e){if(e==null)return null;if(typeof e=="string"){let t={className:e in tv?tv[e]:e,config:{}};return nv(t)}else return e instanceof ev?e:nv(e)}var iy=class extends qe{constructor(e){super(e==null?{}:e);this.supportsMasking=!0,e!=null&&(this.maxValue=e.maxValue)}call(e,t){e=Pe(e);let n=zr(e);return this.maxValue!=null&&(n=bn(n,0,this.maxValue)),n}computeOutputShape(e){return e}getConfig(){let e={maxValue:this.maxValue},t=super.getConfig();return Object.assign(e,t),e}};iy.className="ReLU";re.registerClass(iy);var oy=class extends qe{constructor(e){super(e==null?{}:e);this.DEFAULT_ALPHA=.3,e==null&&(e={}),this.alpha=e.alpha==null?this.DEFAULT_ALPHA:e.alpha}call(e,t){let n=Pe(e);return qu(n,this.alpha)}computeOutputShape(e){return e}getConfig(){let e={alpha:this.alpha},t=super.getConfig();return Object.assign(e,t),e}};oy.className="LeakyReLU";re.registerClass(oy);var ly=class extends qe{constructor(e){super(e==null?{}:e);if(this.DEFAULT_ALPHA_INITIALIZER="zeros",e==null&&(e={}),this.supportsMasking=!0,this.alphaInitializer=yt(e.alphaInitializer||this.DEFAULT_ALPHA_INITIALIZER),this.alphaRegularizer=gt(e.alphaRegularizer),this.alphaConstraint=Wt(e.alphaConstraint),e.sharedAxes==null)this.sharedAxes=null;else if(Array.isArray(e.sharedAxes))this.sharedAxes=e.sharedAxes;else if(typeof e.sharedAxes=="number")this.sharedAxes=[e.sharedAxes];else throw new B(`Expected sharedAxes to be a number or an array of numbers, but got ${e.sharedAxes}`)}build(e){e=lt(e);let t=e.slice(1);if(this.sharedAxes!=null)for(let r of this.sharedAxes)t[r-1]=1;this.alpha=this.addWeight("alpha",t,"float32",this.alphaInitializer,this.alphaRegularizer,!0,this.alphaConstraint);let n={};if(this.sharedAxes!=null)for(let r=1;r(St(t),t==="channelsFirst"?nt(e,[0,2,3,1]):e))}function rv(e,t){return z(()=>(St(t),t==="channelsFirst"?nt(e,[0,2,3,4,1]):e))}function Pte(e,t,n,r=1,a="valid",s,i=1){return z(()=>{if(s==null&&(s=wr()),St(s),e.shape.length!==3)throw new B(`The input of a conv1dWithBias operation should be 3, but is ${e.shape.length} instead.`);if(t.shape.length!==3)throw new B(`The kernel for a conv1dWithBias operation should be 3, but is ${t.shape.length} instead`);if(n!=null&&n.shape.length!==1)throw new B(`The bias for a conv1dWithBias operation should be 1, but is ${t.shape.length} instead`);if(s==="channelsFirst"&&(e=nt(e,[0,2,1])),a==="causal")throw new $e("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet.");let o=Ad(e,t,r,a==="same"?"same":"valid","NWC",i);return n!=null&&(o=Ur(o,n)),o})}function av(e,t,n,r=[1,1],a="valid",s,i,o=null){return z(()=>{if(s==null&&(s=wr()),St(s),e.rank!==3&&e.rank!==4)throw new B(`conv2dWithBiasActivation expects input to be of rank 3 or 4, but received ${e.rank}.`);if(t.rank!==3&&t.rank!==4)throw new B(`conv2dWithBiasActivation expects kernel to be of rank 3 or 4, but received ${e.rank}.`);let l=dy(e,s);if(a==="causal")throw new $e("The support for CAUSAL padding mode in conv1dWithBias is not implemented yet.");return l=za.conv2d({x:l,filter:t,strides:r,pad:a==="same"?"same":"valid",dilations:i,dataFormat:"NHWC",bias:n,activation:o}),s==="channelsFirst"&&(l=nt(l,[0,3,1,2])),l})}function Lte(e,t,n,r=[1,1,1],a="valid",s,i){return z(()=>{if(s==null&&(s=wr()),St(s),e.rank!==4&&e.rank!==5)throw new B(`conv3dWithBias expects input to be of rank 4 or 5, but received ${e.rank}.`);if(t.rank!==4&&t.rank!==5)throw new B(`conv3dWithBias expects kernel to be of rank 4 or 5, but received ${e.rank}.`);let o=rv(e,s);if(a==="causal")throw new $e("The support for CAUSAL padding mode in conv3dWithBias is not implemented yet.");return o=tm(o,t,r,a==="same"?"same":"valid","NDHWC",i),n!=null&&(o=Ur(o,n)),s==="channelsFirst"&&(o=nt(o,[0,4,1,2,3])),o})}var py=class extends qe{constructor(e,t){super(t);if(this.bias=null,this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_BIAS_INITIALIZER="zeros",py.verifyArgs(t),this.rank=e,Ht(this.rank,"rank"),this.rank!==1&&this.rank!==2&&this.rank!==3)throw new $e(`Convolution layer for rank other than 1, 2, or 3 (${this.rank}) is not implemented yet.`);if(this.kernelSize=Vl(t.kernelSize,e,"kernelSize"),this.strides=Vl(t.strides==null?1:t.strides,e,"strides"),this.padding=t.padding==null?"valid":t.padding,Kn(this.padding),this.dataFormat=t.dataFormat==null?"channelsLast":t.dataFormat,St(this.dataFormat),this.activation=Ga(t.activation),this.useBias=t.useBias==null?!0:t.useBias,this.biasInitializer=yt(t.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.biasConstraint=Wt(t.biasConstraint),this.biasRegularizer=gt(t.biasRegularizer),this.activityRegularizer=gt(t.activityRegularizer),this.dilationRate=Vl(t.dilationRate==null?1:t.dilationRate,e,"dilationRate"),this.rank===1&&Array.isArray(this.dilationRate)&&this.dilationRate.length!==1)throw new B(`dilationRate must be a number or an array of a single number for 1D convolution, but received ${JSON.stringify(this.dilationRate)}`);if(this.rank===2){if(typeof this.dilationRate=="number")this.dilationRate=[this.dilationRate,this.dilationRate];else if(this.dilationRate.length!==2)throw new B(`dilationRate must be a number or array of two numbers for 2D convolution, but received ${JSON.stringify(this.dilationRate)}`)}else if(this.rank===3){if(typeof this.dilationRate=="number")this.dilationRate=[this.dilationRate,this.dilationRate,this.dilationRate];else if(this.dilationRate.length!==3)throw new B(`dilationRate must be a number or array of three numbers for 3D convolution, but received ${JSON.stringify(this.dilationRate)}`)}}static verifyArgs(e){if(Br("kernelSize"in e,"required key 'kernelSize' not in config"),typeof e.kernelSize!="number"&&!bA(e.kernelSize,"number",1,3))throw new B(`BaseConv expects config.kernelSize to be number or number[] with length 1, 2, or 3, but received ${JSON.stringify(e.kernelSize)}.`)}getConfig(){let e={kernelSize:this.kernelSize,strides:this.strides,padding:this.padding,dataFormat:this.dataFormat,dilationRate:this.dilationRate,activation:Ha(this.activation),useBias:this.useBias,biasInitializer:kt(this.biasInitializer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),biasConstraint:Lt(this.biasConstraint)},t=super.getConfig();return Object.assign(e,t),e}},$c=class extends py{constructor(e,t){super(e,t);this.kernel=null,$c.verifyArgs(t),this.filters=t.filters,Ht(this.filters,"filters"),this.kernelInitializer=yt(t.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.kernelConstraint=Wt(t.kernelConstraint),this.kernelRegularizer=gt(t.kernelRegularizer)}build(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?1:e.length-1;if(e[t]==null)throw new B(`The channel dimension of the input should be defined. Found ${e[t]}`);let n=e[t],r=this.kernelSize.concat([n,this.filters]);this.kernel=this.addWeight("kernel",r,null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.filters],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint)),this.inputSpec=[{ndim:this.rank+2,axes:{[t]:n}}],this.built=!0}call(e,t){return z(()=>{e=Pe(e);let n,r=this.bias==null?null:this.bias.read(),a=U3(this.activation.getClassName());if(a!=null&&this.rank===2)n=av(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate,a);else{if(this.rank===1)n=Pte(e,this.kernel.read(),r,this.strides[0],this.padding,this.dataFormat,this.dilationRate[0]);else if(this.rank===2)n=av(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate);else if(this.rank===3)n=Lte(e,this.kernel.read(),r,this.strides,this.padding,this.dataFormat,this.dilationRate);else throw new $e("convolutions greater than 3D are not implemented yet.");this.activation!=null&&(n=this.activation.apply(n))}return n})}computeOutputShape(e){e=lt(e);let t=[],n=this.dataFormat==="channelsLast"?e.slice(1,e.length-1):e.slice(2);for(let a=0;a 0 but got ${JSON.stringify(e.filters)}`)}},Dc=class extends $c{constructor(e){super(2,e);Dc.verifyArgs(e)}getConfig(){let e=super.getConfig();return delete e.rank,e}static verifyArgs(e){if(typeof e.kernelSize!="number"&&!bA(e.kernelSize,"number",1,2))throw new B(`Conv2D expects config.kernelSize to be number or number[] with length 1 or 2, but received ${JSON.stringify(e.kernelSize)}.`)}};Dc.className="Conv2D";re.registerClass(Dc);var Zp=class extends $c{constructor(e){super(3,e);Zp.verifyArgs(e)}getConfig(){let e=super.getConfig();return delete e.rank,e}static verifyArgs(e){if(typeof e.kernelSize!="number"&&!(Array.isArray(e.kernelSize)&&(e.kernelSize.length===1||e.kernelSize.length===3)))throw new B(`Conv3D expects config.kernelSize to be number or [number, number, number], but received ${JSON.stringify(e.kernelSize)}.`)}};Zp.className="Conv3D";re.registerClass(Zp);var fy=class extends Dc{constructor(e){super(e);if(this.inputSpec=[new Gt({ndim:4})],this.padding!=="same"&&this.padding!=="valid")throw new B(`Conv2DTranspose currently supports only padding modes 'same' and 'valid', but received padding mode ${this.padding}`)}build(e){if(e=lt(e),e.length!==4)throw new B("Input should have rank 4; Received input shape: "+JSON.stringify(e));let t=this.dataFormat==="channelsFirst"?1:e.length-1;if(e[t]==null)throw new B("The channel dimension of the inputs should be defined. Found `None`.");let n=e[t],r=this.kernelSize.concat([this.filters,n]);this.kernel=this.addWeight("kernel",r,"float32",this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.filters],"float32",this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint)),this.inputSpec=[new Gt({ndim:4,axes:{[t]:n}})],this.built=!0}call(e,t){return z(()=>{let n=Pe(e);if(n.shape.length!==4)throw new B(`Conv2DTranspose.call() expects input tensor to be rank-4, but received a tensor of rank-${n.shape.length}`);let r=n.shape,a=r[0],s,i;this.dataFormat==="channelsFirst"?(s=2,i=3):(s=1,i=2);let o=r[s],l=r[i],c=this.kernelSize[0],u=this.kernelSize[1],h=this.strides[0],d=this.strides[1],p=Kp(o,h,c,this.padding),f=Kp(l,d,u,this.padding),m=[a,p,f,this.filters];this.dataFormat!=="channelsLast"&&(n=nt(n,[0,2,3,1]));let A=yd(n,this.kernel.read(),m,this.strides,this.padding);return this.dataFormat!=="channelsLast"&&(A=nt(A,[0,3,1,2])),this.bias!=null&&(A=Ur(A,this.bias.read(),this.dataFormat)),this.activation!=null&&(A=this.activation.apply(A)),A})}computeOutputShape(e){e=lt(e);let t=e.slice(),n,r,a;this.dataFormat==="channelsFirst"?(n=1,r=2,a=3):(n=3,r=1,a=2);let s=this.kernelSize[0],i=this.kernelSize[1],o=this.strides[0],l=this.strides[1];return t[n]=this.filters,t[r]=Kp(t[r],o,s,this.padding),t[a]=Kp(t[a],l,i,this.padding),t}getConfig(){let e=super.getConfig();return delete e.dilationRate,e}};fy.className="Conv2DTranspose";re.registerClass(fy);var sv=class extends $c{constructor(e,t){super(e,t);if(this.DEFAULT_DEPTHWISE_INITIALIZER="glorotUniform",this.DEFAULT_POINTWISE_INITIALIZER="glorotUniform",this.depthwiseKernel=null,this.pointwiseKernel=null,t.filters==null)throw new B("The `filters` configuration field is required by SeparableConv, but is unspecified.");if(t.kernelInitializer!=null||t.kernelRegularizer!=null||t.kernelConstraint!=null)throw new B("Fields kernelInitializer, kernelRegularizer and kernelConstraint are invalid for SeparableConv2D. Use depthwiseInitializer, depthwiseRegularizer, depthwiseConstraint, pointwiseInitializer, pointwiseRegularizer and pointwiseConstraint instead.");if(t.padding!=null&&t.padding!=="same"&&t.padding!=="valid")throw new B(`SeparableConv${this.rank}D supports only padding modes: 'same' and 'valid', but received ${JSON.stringify(t.padding)}`);this.depthMultiplier=t.depthMultiplier==null?1:t.depthMultiplier,this.depthwiseInitializer=yt(t.depthwiseInitializer||this.DEFAULT_DEPTHWISE_INITIALIZER),this.depthwiseRegularizer=gt(t.depthwiseRegularizer),this.depthwiseConstraint=Wt(t.depthwiseConstraint),this.pointwiseInitializer=yt(t.depthwiseInitializer||this.DEFAULT_POINTWISE_INITIALIZER),this.pointwiseRegularizer=gt(t.pointwiseRegularizer),this.pointwiseConstraint=Wt(t.pointwiseConstraint)}build(e){if(e=lt(e),e.length{e=Pe(e);let n;if(this.rank===1)throw new $e("1D separable convolution is not implemented yet.");return this.rank===2&&(this.dataFormat==="channelsFirst"&&(e=nt(e,[0,2,3,1])),n=xm(e,this.depthwiseKernel.read(),this.pointwiseKernel.read(),this.strides,this.padding,this.dilationRate,"NHWC")),this.useBias&&(n=Ur(n,this.bias.read(),this.dataFormat)),this.activation!=null&&(n=this.activation.apply(n)),this.dataFormat==="channelsFirst"&&(n=nt(n,[0,3,1,2])),n})}getConfig(){let e=super.getConfig();return delete e.rank,delete e.kernelInitializer,delete e.kernelRegularizer,delete e.kernelConstraint,e.depthwiseInitializer=kt(this.depthwiseInitializer),e.pointwiseInitializer=kt(this.pointwiseInitializer),e.depthwiseRegularizer=ut(this.depthwiseRegularizer),e.pointwiseRegularizer=ut(this.pointwiseRegularizer),e.depthwiseConstraint=Lt(this.depthwiseConstraint),e.pointwiseConstraint=Lt(this.pointwiseConstraint),e}};sv.className="SeparableConv";var my=class extends sv{constructor(e){super(2,e)}};my.className="SeparableConv2D";re.registerClass(my);var Yp=class extends 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this.dataFormat==="channelsFirst"?[e[0],e[1],e[2]-this.cropping[0][0]-this.cropping[0][1],e[3]-this.cropping[1][0]-this.cropping[1][1]]:[e[0],e[1]-this.cropping[0][0]-this.cropping[0][1],e[2]-this.cropping[1][0]-this.cropping[1][1],e[3]]}call(e,t){return z(()=>{if(e=Pe(e),this.dataFormat==="channelsLast"){let n=Sp(e,this.cropping[0][0],e.shape[1]-this.cropping[0][0]-this.cropping[0][1],2);return Sp(n,this.cropping[1][0],e.shape[2]-this.cropping[1][1]-this.cropping[1][0],3)}else{let n=Sp(e,this.cropping[0][0],e.shape[2]-this.cropping[0][0]-this.cropping[0][1],3);return Sp(n,this.cropping[1][0],e.shape[3]-this.cropping[1][1]-this.cropping[1][0],4)}})}getConfig(){let e={cropping:this.cropping,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}};Ay.className="Cropping2D";re.registerClass(Ay);var yy=class extends qe{constructor(e){super(e);this.DEFAULT_SIZE=[2,2],this.inputSpec=[{ndim:4}],this.size=e.size==null?this.DEFAULT_SIZE:e.size,this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),this.interpolation=e.interpolation==null?"nearest":e.interpolation,iQ(this.interpolation)}computeOutputShape(e){if(this.dataFormat==="channelsFirst"){let t=e[2]==null?null:this.size[0]*e[2],n=e[3]==null?null:this.size[1]*e[3];return[e[0],e[1],t,n]}else{let t=e[1]==null?null:this.size[0]*e[1],n=e[2]==null?null:this.size[1]*e[2];return[e[0],t,n,e[3]]}}call(e,t){return z(()=>{let n=Pe(e),r=n.shape;if(this.dataFormat==="channelsFirst"){n=nt(n,[0,2,3,1]);let a=this.size[0]*r[2],s=this.size[1]*r[3],i=this.interpolation==="nearest"?n.resizeNearestNeighbor([a,s]):n.resizeBilinear([a,s]);return nt(i,[0,3,1,2])}else{let a=this.size[0]*r[1],s=this.size[1]*r[2];return this.interpolation==="nearest"?n.resizeNearestNeighbor([a,s]):n.resizeBilinear([a,s])}})}getConfig(){let e={size:this.size,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}};yy.className="UpSampling2D";re.registerClass(yy);function Wte(e,t,n=[1,1],r="valid",a,s){return z(()=>{a==null&&(a=wr()),St(a);let i=dy(e,a);if(e.rank!==4)throw new B(`Input for depthwiseConv2d is required to be 4-D, but is instead ${e.rank}-D`);if(t.rank!==4)throw new B(`depthwiseKernel is required to be 4-D, but is instead ${t.rank}-D`);return i=cl(i,t,n,r==="same"?"same":"valid","NHWC",s),a==="channelsFirst"&&(i=nt(i,[0,3,1,2])),i})}var gy=class extends py{constructor(e){super(2,e);this.depthwiseKernel=null,this.depthMultiplier=e.depthMultiplier==null?1:e.depthMultiplier,this.depthwiseInitializer=yt(e.depthwiseInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.depthwiseConstraint=Wt(e.depthwiseConstraint),this.depthwiseRegularizer=gt(e.depthwiseRegularizer)}build(e){if(e=lt(e),e.length<4)throw new B(`Inputs to DepthwiseConv2D should have rank 4. Received input shape: ${JSON.stringify(e)}.`);let t=this.dataFormat==="channelsFirst"?1:3;if(e[t]==null||e[t]<0)throw new B(`The channel dimension of the inputs to DepthwiseConv2D should be defined, but is not (${e[t]}).`);let n=e[t],r=[this.kernelSize[0],this.kernelSize[1],n,this.depthMultiplier];this.depthwiseKernel=this.addWeight("depthwise_kernel",r,null,this.depthwiseInitializer,this.depthwiseRegularizer,!0,this.depthwiseConstraint),this.useBias?this.bias=this.addWeight("bias",[n*this.depthMultiplier],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{e=Pe(e);let n=Wte(e,this.depthwiseKernel.read(),this.strides,this.padding,this.dataFormat,null);return this.useBias&&(n=Ur(n,this.bias.read(),this.dataFormat)),this.activation!=null&&(n=this.activation.apply(n)),n})}computeOutputShape(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?e[2]:e[1],n=this.dataFormat==="channelsFirst"?e[3]:e[2],r=this.dataFormat==="channelsFirst"?e[1]*this.depthMultiplier:e[3]*this.depthMultiplier,a=Ir(t,this.kernelSize[0],this.padding,this.strides[0]),s=Ir(n,this.kernelSize[1],this.padding,this.strides[1]);return this.dataFormat==="channelsFirst"?[e[0],r,a,s]:[e[0],a,s,r]}getConfig(){let e=super.getConfig();return e.depthMultiplier=this.depthMultiplier,e.depthwiseInitializer=kt(this.depthwiseInitializer),e.depthwiseRegularizer=ut(this.depthwiseRegularizer),e.depthwiseConstraint=Lt(this.depthwiseRegularizer),e}};gy.className="DepthwiseConv2D";re.registerClass(gy);function iv(e,t,n,r){if(Array.isArray(e)){if(t!=null||n!=null)throw new B("When inputs is an array, neither initialState or constants should be provided");r!=null&&(n=e.slice(e.length-r,e.length),e=e.slice(0,e.length-r)),e.length>1&&(t=e.slice(1,e.length)),e=e[0]}function a(s){return s==null||Array.isArray(s)?s:[s]}return t=a(t),n=a(n),{inputs:e,initialState:t,constants:n}}function ov(e,t,n,r=!1,a,s,i=!1,o=!1){return z(()=>{let l=t.shape.length;if(l<3)throw new B(`Input should be at least 3D, but is ${l}D.`);let c=[1,0].concat(_r(2,l));if(t=nt(t,c),s!=null)throw new $e("The rnn() functoin of the deeplearn.js backend does not support constants yet.");i&&console.warn("Backend rnn(): the unroll = true option is not applicable to the imperative deeplearn.js backend."),a!=null&&(a=a.asType("bool").asType("float32"),a.rank===l-1&&(a=Yt(a,-1)),a=nt(a,c)),r&&(t=$n(t,0),a!=null&&(a=$n(a,0)));let u=[],h,d=n,p=t.shape[0],f=sr(t),m;a!=null&&(m=sr(a));for(let y=0;ye(g,d));if(a==null)h=w[0],d=w[1];else{let b=z(()=>{let _=m[y],x=Fn(_).sub(_),N=w[0].mul(_).add(d[0].mul(x)),T=d.map((C,F)=>w[1][F].mul(_).add(C.mul(x)));return{output:N,newStates:T}});h=b.output,d=b.newStates}o&&u.push(h)}let A;return o&&(A=un(u,1)),[h,A,d]})}var jr=class extends qe{constructor(e){super(e);let t;if(e.cell==null)throw new B("cell property is missing for the constructor of RNN.");if(Array.isArray(e.cell)?t=new Jp({cells:e.cell}):t=e.cell,t.stateSize==null)throw new B("The RNN cell should have an attribute `stateSize` (tuple of integers, one integer per RNN state).");this.cell=t,this.returnSequences=e.returnSequences==null?!1:e.returnSequences,this.returnState=e.returnState==null?!1:e.returnState,this.goBackwards=e.goBackwards==null?!1:e.goBackwards,this._stateful=e.stateful==null?!1:e.stateful,this.unroll=e.unroll==null?!1:e.unroll,this.supportsMasking=!0,this.inputSpec=[new Gt({ndim:3})],this.stateSpec=null,this.states_=null,this.numConstants=null,this.keptStates=[]}getStates(){if(this.states_==null){let e=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1;return _r(0,e).map(t=>null)}else return this.states_}setStates(e){this.states_=e}computeOutputShape(e){BA(e)&&(e=e[0]),e=e;let t=this.cell.stateSize;Array.isArray(t)||(t=[t]);let n=t[0],r;if(this.returnSequences?r=[e[0],e[1],n]:r=[e[0],n],this.returnState){let a=[];for(let s of t)a.push([e[0],s]);return[r].concat(a)}else return r}computeMask(e,t){return z(()=>{Array.isArray(t)&&(t=t[0]);let n=this.returnSequences?t:null;if(this.returnState){let r=this.states.map(a=>null);return[n].concat(r)}else return n})}get states(){if(this.states_==null){let e=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1,t=[];for(let n=0;ni.shape[i.shape.length-1]),s))throw new B(`An initialState was passed that is not compatible with cell.stateSize. Received stateSpec=${this.stateSpec}; However cell.stateSize is ${this.cell.stateSize}`)}else this.stateSpec=s.map(i=>new Gt({shape:[null,i]}));this.stateful&&this.resetStates()}resetStates(e,t=!1){z(()=>{if(!this.stateful)throw new la("Cannot call resetStates() on an RNN Layer that is not stateful.");let n=this.inputSpec[0].shape[0];if(n==null)throw new B("If an RNN is stateful, it needs to know its batch size. Specify the batch size of your input tensors: \n- If using a Sequential model, specify the batch size by passing a `batchInputShape` option to your first layer.\n- If using the functional API, specify the batch size by passing a `batchShape` option to your Input layer.");if(this.states_==null)Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(r=>Ct([n,r])):this.states_=[Ct([n,this.cell.stateSize])];else if(e==null)ve(this.states_),this.keptStates!=null&&(ve(this.keptStates),this.keptStates=[]),Array.isArray(this.cell.stateSize)?this.states_=this.cell.stateSize.map(r=>Ct([n,r])):this.states_[0]=Ct([n,this.cell.stateSize]);else{if(Array.isArray(e)||(e=[e]),e.length!==this.states_.length)throw new B(`Layer ${this.name} expects ${this.states_.length} state(s), but it received ${e.length} state value(s). Input received: ${e}`);t===!0?this.keptStates.push(this.states_.slice()):ve(this.states_);for(let r=0;rUt(r.clone()))})}apply(e,t){let n=t==null?null:t.initialState,r=t==null?null:t.constants;t==null&&(t={});let a=iv(e,n,r,this.numConstants);e=a.inputs,n=a.initialState,r=a.constants;let s=[],i=[];if(n!=null){t.initialState=n,s=s.concat(n),this.stateSpec=[];for(let o of n)this.stateSpec.push(new Gt({shape:o.shape}));i=i.concat(this.stateSpec)}if(r!=null&&(t.constants=r,s=s.concat(r),this.numConstants=r.length),s[0]instanceof vr){let o=[e].concat(s),l=this.inputSpec.concat(i),c=this.inputSpec;this.inputSpec=l;let u=super.apply(o,t);return this.inputSpec=c,u}else return super.apply(e,t)}call(e,t){return z(()=>{let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;e=Pe(e),a==null&&(this.stateful?a=this.states_:a=this.getInitialState(e));let s=Array.isArray(this.cell.stateSize)?this.cell.stateSize.length:1;if(a.length!==s)throw new B(`RNN Layer has ${s} state(s) but was passed ${a.length} initial state(s).`);this.unroll&&console.warn("Ignoring unroll = true for RNN layer, due to imperative backend.");let i={training:r},o=ov((d,p)=>{let f=this.cell.call([d].concat(p),i);return[f[0],f.slice(1)]},e,a,this.goBackwards,n,null,this.unroll,this.returnSequences),l=o[0],c=o[1],u=o[2];this.stateful&&this.resetStates(u,r);let h=this.returnSequences?c:l;return this.returnState?[h].concat(u):h})}getInitialState(e){return z(()=>{let t=Ct(e.shape);return t=Ce(t,[1,2]),t=Ic(t),Array.isArray(this.cell.stateSize)?this.cell.stateSize.map(n=>n>1?SA(t,[1,n]):t):this.cell.stateSize>1?[SA(t,[1,this.cell.stateSize])]:[t]})}get trainableWeights(){return this.trainable?this.cell.trainableWeights:[]}get nonTrainableWeights(){return this.trainable?this.cell.nonTrainableWeights:this.cell.weights}setFastWeightInitDuringBuild(e){super.setFastWeightInitDuringBuild(e),this.cell!=null&&this.cell.setFastWeightInitDuringBuild(e)}getConfig(){let e=super.getConfig(),t={returnSequences:this.returnSequences,returnState:this.returnState,goBackwards:this.goBackwards,stateful:this.stateful,unroll:this.unroll};this.numConstants!=null&&(t.numConstants=this.numConstants);let n=this.cell.getConfig();return this.getClassName()===jr.className&&(t.cell={className:this.cell.getClassName(),config:n}),Object.assign({},n,e,t)}static fromConfig(e,t,n={}){let r=t.cell,a=kr(r,n);return new e(Object.assign(t,{cell:a}))}};jr.className="RNN";re.registerClass(jr);var Tc=class extends qe{},Qp=class extends Tc{constructor(e){super(e);this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation==null?this.DEFAULT_ACTIVATION:e.activation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.stateSize=this.units,this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){e=lt(e),this.kernel=this.addWeight("kernel",[e[e.length-1],this.units],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias?this.bias=this.addWeight("bias",[this.units],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{if(e=e,e.length!==2)throw new B(`SimpleRNNCell expects 2 input Tensors, got ${e.length}.`);let n=e[1];e=e[0];let r=t.training==null?!1:t.training;0Fn(e),rate:this.dropout,training:r})),0Fn(n),rate:this.recurrentDropout,training:r}));let a,s=this.dropoutMask,i=this.recurrentDropoutMask;s!=null?a=Vr(P(e,s),this.kernel.read()):a=Vr(e,this.kernel.read()),this.bias!=null&&(a=Ur(a,this.bias.read())),i!=null&&(n=P(n,i));let o=se(a,Vr(n,this.recurrentKernel.read()));return this.activation!=null&&(o=this.activation.apply(o)),[o,o]})}getConfig(){let e=super.getConfig(),t={units:this.units,activation:Ha(this.activation),useBias:this.useBias,kernelInitializer:kt(this.kernelInitializer),recurrentInitializer:kt(this.recurrentInitializer),biasInitializer:kt(this.biasInitializer),kernelRegularizer:ut(this.kernelRegularizer),recurrentRegularizer:ut(this.recurrentRegularizer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),kernelConstraint:Lt(this.kernelConstraint),recurrentConstraint:Lt(this.recurrentConstraint),biasConstraint:Lt(this.biasConstraint),dropout:this.dropout,recurrentDropout:this.recurrentDropout};return Object.assign({},e,t)}};Qp.className="SimpleRNNCell";re.registerClass(Qp);var xy=class extends jr{constructor(e){e.cell=new Qp(e),super(e)}call(e,t){return z(()=>{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return new e(t)}};xy.className="SimpleRNN";re.registerClass(xy);var e0=class extends Tc{constructor(e){super(e);if(this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_RECURRENT_ACTIVATION="hardSigmoid",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",e.resetAfter)throw new B("GRUCell does not support reset_after parameter set to true.");this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation===void 0?this.DEFAULT_ACTIVATION:e.activation),this.recurrentActivation=Ga(e.recurrentActivation===void 0?this.DEFAULT_RECURRENT_ACTIVATION:e.recurrentActivation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.implementation=e.implementation,this.stateSize=this.units,this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){e=lt(e);let t=e[e.length-1];this.kernel=this.addWeight("kernel",[t,this.units*3],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units*3],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias?this.bias=this.addWeight("bias",[this.units*3],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint):this.bias=null,this.built=!0}call(e,t){return z(()=>{if(e=e,e.length!==2)throw new B(`GRUCell expects 2 input Tensors (inputs, h, c), got ${e.length}.`);let n=t.training==null?!1:t.training,r=e[1];e=e[0],0Fn(e),rate:this.dropout,training:n,count:3})),0Fn(r),rate:this.recurrentDropout,training:n,count:3}));let a=this.dropoutMask,s=this.recurrentDropoutMask,i,o,l;0{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return t.implmentation===0&&(t.implementation=1),new e(t)}};wy.className="GRU";re.registerClass(wy);var Oc=class extends Tc{constructor(e){super(e);this.DEFAULT_ACTIVATION="tanh",this.DEFAULT_RECURRENT_ACTIVATION="hardSigmoid",this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_RECURRENT_INITIALIZER="orthogonal",this.DEFAULT_BIAS_INITIALIZER="zeros",this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation===void 0?this.DEFAULT_ACTIVATION:e.activation),this.recurrentActivation=Ga(e.recurrentActivation===void 0?this.DEFAULT_RECURRENT_ACTIVATION:e.recurrentActivation),this.useBias=e.useBias==null?!0:e.useBias,this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.recurrentInitializer=yt(e.recurrentInitializer||this.DEFAULT_RECURRENT_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.unitForgetBias=e.unitForgetBias,this.kernelRegularizer=gt(e.kernelRegularizer),this.recurrentRegularizer=gt(e.recurrentRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.kernelConstraint=Wt(e.kernelConstraint),this.recurrentConstraint=Wt(e.recurrentConstraint),this.biasConstraint=Wt(e.biasConstraint),this.dropout=zl([1,Ua([0,e.dropout==null?0:e.dropout])]),this.recurrentDropout=zl([1,Ua([0,e.recurrentDropout==null?0:e.recurrentDropout])]),this.implementation=e.implementation,this.stateSize=[this.units,this.units],this.dropoutMask=null,this.recurrentDropoutMask=null}build(e){var t;e=lt(e);let n=e[e.length-1];this.kernel=this.addWeight("kernel",[n,this.units*4],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.recurrentKernel=this.addWeight("recurrent_kernel",[this.units,this.units*4],null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint);let r;if(this.useBias){if(this.unitForgetBias){let a=this.biasInitializer,s=this.units;r=new(t=class extends lr{apply(i,o){let l=a.apply([s]),c=new Cp().apply([s]),u=a.apply([s*2]);return Q3(Q3(l,c),u)}},t.className="CustomInit",t)}else r=this.biasInitializer;this.bias=this.addWeight("bias",[this.units*4],null,r,this.biasRegularizer,!0,this.biasConstraint)}else this.bias=null;this.built=!0}call(e,t){return z(()=>{let n=t.training==null?!1:t.training;if(e=e,e.length!==3)throw new B(`LSTMCell expects 3 input Tensors (inputs, h, c), got ${e.length}.`);let r=e[1],a=e[2];e=e[0],0Fn(e),rate:this.dropout,training:n,count:4})),0Fn(r),rate:this.recurrentDropout,training:n,count:4}));let s=this.dropoutMask,i=this.recurrentDropoutMask,o,l,c,u;0{this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null);let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}static fromConfig(e,t){return t.implmentation===0&&(t.implementation=1),new e(t)}};by.className="LSTM";re.registerClass(by);var Jp=class extends Tc{constructor(e){super(e);this.cells=e.cells}get stateSize(){let e=[];for(let t of this.cells.slice().reverse())Array.isArray(t.stateSize)?e.push(...t.stateSize):e.push(t.stateSize);return e}call(e,t){return z(()=>{e=e;let n=e.slice(1),r=[];for(let i of this.cells.slice().reverse())Array.isArray(i.stateSize)?r.push(n.splice(0,i.stateSize.length)):r.push(n.splice(0,1));r.reverse();let a=[],s;for(let i=0;i{Ni(`RNNCell_${r}`,()=>{n.build(e),Array.isArray(n.stateSize)?t=n.stateSize[0]:t=n.stateSize,e=[e[0],t]})}),this.built=!0}getConfig(){let e=super.getConfig(),t=r=>({className:r.getClassName(),config:r.getConfig()}),n={cells:this.cells.map(t)};return Object.assign({},e,n)}static fromConfig(e,t,n={}){let r=[];for(let a of t.cells)r.push(kr(a,n));return new e({cells:r})}get trainableWeights(){if(!this.trainable)return[];let e=[];for(let t of this.cells)e.push(...t.trainableWeights);return e}get nonTrainableWeights(){let e=[];for(let t of this.cells)e.push(...t.nonTrainableWeights);if(!this.trainable){let t=[];for(let n of this.cells)t.push(...n.trainableWeights);return t.concat(e)}return e}getWeights(){let e=[];for(let t of this.cells)e.push(...t.weights);return VA(e)}setWeights(e){let t=[];for(let n of this.cells){let r=n.weights.length,a=e.splice(r);for(let s=0;st7(t(),n),i=()=>Sc(s,t,r);return!a||a<=1?Ut(i().clone()):Array(a).fill(void 0).map(i).map(o=>Ut(o.clone()))}var Bte=function(e,t){var n={};for(var r in e)Object.prototype.hasOwnProperty.call(e,r)&&t.indexOf(r)<0&&(n[r]=e[r]);if(e!=null&&typeof Object.getOwnPropertySymbols=="function")for(var a=0,r=Object.getOwnPropertySymbols(e);a{if(this.cell.dropoutMask!=null&&(ve(this.cell.dropoutMask),this.cell.dropoutMask=null),this.cell.recurrentDropoutMask!=null&&(ve(this.cell.recurrentDropoutMask),this.cell.recurrentDropoutMask=null),t&&t.constants)throw new B("ConvRNN2D cell does not support constants");let n=t==null?null:t.mask,r=t==null?null:t.training,a=t==null?null:t.initialState;return super.call(e,{mask:n,training:r,initialState:a})})}computeOutputShape(e){let t=this.computeSingleOutputShape(e);return this.returnSequences||(t=[t[0],...t.slice(2)]),this.returnState&&(t=[t,...Array(2).fill([e[0],...t.slice(-3)])]),t}getInitialState(e){return z(()=>{let{stateSize:t}=this.cell,n=e.shape,r=this.computeSingleOutputShape(n),a=[r[0],...r.slice(2)],s=Ct(a);return Array.isArray(t)?Array(t.length).fill(s):[s]})}resetStates(e,t=!1){z(()=>{if(!this.stateful)throw new la("Cannot call resetStates() on an RNN Layer that is not stateful.");let n=this.inputSpec[0].shape,r=this.computeSingleOutputShape(n),a=[r[0],...r.slice(2)];if(n[0]==null)throw new B("If an RNN is stateful, it needs to know its batch size. 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Found ${e[n]}`);let r=e[n],a=4,s=this.kernelSize.concat([r,this.filters*a]);this.kernel=this.addWeight("kernel",s,null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint);let i=this.kernelSize.concat([this.filters,this.filters*a]);if(this.recurrentKernel=this.addWeight("recurrent_kernel",i,null,this.recurrentInitializer,this.recurrentRegularizer,!0,this.recurrentConstraint),this.useBias){let o;if(this.unitForgetBias){let l=this.biasInitializer,c=this.filters;o=new(t=class extends lr{apply(u,h){let d=l.apply([c]),p=Or([c]),f=l.apply([c*2]);return CA([d,p,f])}},t.className="CustomInit",t)}else o=this.biasInitializer;this.bias=this.addWeight("bias",[this.filters*a],null,o,this.biasRegularizer,!0,this.biasConstraint)}this.built=!0}call(e,t){return z(()=>{if(e.length!==3)throw new B(`ConvLSTM2DCell expects 3 input Tensors (inputs, h, c), got ${e.length}.`);let n=t.training||!1,r=e[0],a=e[1],s=e[2],i=4;0Fn(r),rate:this.dropout,training:n,count:i}));let o=this.dropoutMask,l=(Y,ae,te)=>!ae||!ae[te]?Y:P(ae[te],Y),c=l(r,o,0),u=l(r,o,1),h=l(r,o,2),d=l(r,o,3);0Fn(a),rate:this.recurrentDropout,training:n,count:i}));let p=this.recurrentDropoutMask,f=l(a,p,0),m=l(a,p,1),A=l(a,p,2),y=l(a,p,3),g=3,[w,b,_,x]=zt(this.kernel.read(),i,g),[N,T,C,F]=this.useBias?zt(this.bias.read(),i):[null,null,null,null];c=this.inputConv(c,w,N,this.padding),u=this.inputConv(u,b,T,this.padding),h=this.inputConv(h,_,C,this.padding),d=this.inputConv(d,x,F,this.padding);let[D,L,V,U]=zt(this.recurrentKernel.read(),i,g);f=this.recurrentConv(f,D),m=this.recurrentConv(m,L),A=this.recurrentConv(A,V),y=this.recurrentConv(y,U);let j=this.recurrentActivation.apply(se(c,f)),X=this.recurrentActivation.apply(se(u,m)),G=se(P(X,s),P(j,this.activation.apply(se(h,A)))),ee=P(this.recurrentActivation.apply(se(d,y)),this.activation.apply(G));return[ee,ee,G]})}getConfig(){let e=super.getConfig(),{units:t}=e,n=Bte(e,["units"]),r={filters:this.filters,kernelSize:this.kernelSize,padding:this.padding,dataFormat:this.dataFormat,dilationRate:this.dilationRate,strides:this.strides};return Object.assign({},n,r)}inputConv(e,t,n,r){let a=na(e,t,this.strides,r||"valid",this.dataFormat==="channelsFirst"?"NCHW":"NHWC",this.dilationRate);return n?Ur(a,n,this.dataFormat):a}recurrentConv(e,t){return na(e,t,1,"same",this.dataFormat==="channelsFirst"?"NCHW":"NHWC")}};t0.className="ConvLSTM2DCell";re.registerClass(t0);var _y=class extends lv{constructor(e){let t=new t0(e);super(Object.assign({},e,{cell:t}))}static fromConfig(e,t){return new e(t)}};_y.className="ConvLSTM2D";re.registerClass(_y);var n0=class extends qe{constructor(e){super(e);this.rate=Math.max(Math.min(e.rate,1),0),this.noiseShape=e.noiseShape,this.seed=e.seed,this.supportsMasking=!0}getNoiseShape(e){if(this.noiseShape==null)return this.noiseShape;let t=e.shape,n=[];for(let r=0;r{this.invokeCallHook(e,t);let n=Pe(e);if(0t7(n,this.rate,a,this.seed),()=>n,r)}return e})}getConfig(){let e={rate:this.rate,noiseShape:this.noiseShape,seed:this.seed},t=super.getConfig();return Object.assign(e,t),e}dispose(){return super.dispose()}};n0.className="Dropout";re.registerClass(n0);var vy=class extends n0{constructor(e){super(e);this.inputSpec=[{ndim:3}]}getNoiseShape(e){let t=e.shape;return[t[0],1,t[2]]}};vy.className="SpatialDropout1D";re.registerClass(vy);var ky=class extends qe{constructor(e){super(e);if(this.activation=null,this.useBias=!0,this.kernel=null,this.bias=null,this.DEFAULT_KERNEL_INITIALIZER="glorotNormal",this.DEFAULT_BIAS_INITIALIZER="zeros",e.batchInputShape==null&&e.inputShape==null&&e.inputDim!=null){let t=null;e.batchSize!=null&&(t=e.batchSize),this.batchInputShape=[t,e.inputDim]}this.units=e.units,Ht(this.units,"units"),this.activation=Ga(e.activation),e.useBias!=null&&(this.useBias=e.useBias),this.kernelInitializer=yt(e.kernelInitializer||this.DEFAULT_KERNEL_INITIALIZER),this.biasInitializer=yt(e.biasInitializer||this.DEFAULT_BIAS_INITIALIZER),this.kernelConstraint=Wt(e.kernelConstraint),this.biasConstraint=Wt(e.biasConstraint),this.kernelRegularizer=gt(e.kernelRegularizer),this.biasRegularizer=gt(e.biasRegularizer),this.activityRegularizer=gt(e.activityRegularizer),this.supportsMasking=!0,this.inputSpec=[{minNDim:2}]}build(e){e=lt(e);let t=e[e.length-1];this.kernel==null&&(this.kernel=this.addWeight("kernel",[t,this.units],null,this.kernelInitializer,this.kernelRegularizer,!0,this.kernelConstraint),this.useBias&&(this.bias=this.addWeight("bias",[this.units],null,this.biasInitializer,this.biasRegularizer,!0,this.biasConstraint))),this.inputSpec=[{minNDim:2,axes:{[-1]:t}}],this.built=!0}computeOutputShape(e){e=lt(e);let t=e.slice();return t[t.length-1]=this.units,t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e),r=U3(this.activation.getClassName()),a;return r!=null?a=Vr(n,this.kernel.read(),r,this.bias?this.bias.read():null):(a=Vr(n,this.kernel.read()),this.bias!=null&&(a=Ur(a,this.bias.read())),this.activation!=null&&(a=this.activation.apply(a))),a})}getConfig(){let e={units:this.units,activation:Ha(this.activation),useBias:this.useBias,kernelInitializer:kt(this.kernelInitializer),biasInitializer:kt(this.biasInitializer),kernelRegularizer:ut(this.kernelRegularizer),biasRegularizer:ut(this.biasRegularizer),activityRegularizer:ut(this.activityRegularizer),kernelConstraint:Lt(this.kernelConstraint),biasConstraint:Lt(this.biasConstraint)},t=super.getConfig();return Object.assign(e,t),e}};ky.className="Dense";re.registerClass(ky);var Iy=class extends qe{constructor(e){e=e||{},super(e),this.inputSpec=[{minNDim:3}],this.dataFormat=e.dataFormat}computeOutputShape(e){e=lt(e);for(let t of e.slice(1))if(t==null)throw new B(`The shape of the input to "Flatten" is not fully defined (got ${e.slice(1)}). 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${e.shape.length}`),v.assert(e.shape.length>=2,()=>`batchDot requires the rank of y to be >= 2, but got ${t.shape.length}`),typeof n=="number"&&(n=[n,n]),e.dtype==="complex64"||t.dtype==="complex64")throw new $e("batchDot is not implemented for complex64-type Tensors yet.");let r=e.shape.length,a=t.shape.length;n==null&&(n=[r-1,a-2]);let s=n;return z(()=>{let i;if(r>a){i=r-a;let l=[];for(let c=0;cr){i=a-r;let l=[];for(let c=0;c0){let l;r>a?l=r+a-3:l=r-1;let c=[];for(let u=l;u"A `Dot` layer should be called on a list of exactly 2 inputs.");let t=e[0],n=e[1];if(t.length>3||n.length>3)throw new $e("Dot layer does not support tensors of 4D or higher rank yet.");let r=this.interpretAxes(t,n);if(t[r[0]]!==n[r[1]])throw new B(`Dimension incompatibility: ${t[r[0]]} !== ${n[r[1]]}`)}mergeFunction(e){if(e.length!==2)throw new B(`A \`Dot\` layer must be called on exactly 2 inputs, but received ${e.length} input(s).`);let t=e[0],n=e[1],r;return Array.isArray(this.axes)?r=this.axes.map((a,s)=>zc(a,e[s].shape.length)):r=[zc(this.axes,t.shape.length),zc(this.axes,n.shape.length)],this.normalize&&(t=Bp(t,r[0]),n=Bp(n,r[1])),Vte(t,n,r)}interpretAxes(e,t){let n;return Array.isArray(this.axes)?n=this.axes:n=[zc(this.axes,e.length),zc(this.axes,t.length)],n}computeOutputShape(e){v.assert(Array.isArray(e)&&e.length===2&&Array.isArray(e[0])&&Array.isArray(e[1]),()=>"A `Dot` layer should be called on a list of exactly 2 inputs.");let t=e[0].slice(),n=e[1].slice();if(t.length>3||n.length>3)throw new $e("Dot layer does not support tensors of 4D or higher rank yet.");let r=this.interpretAxes(t,n);t.splice(r[0],1),n.splice(r[1],1),n.splice(0,1);let a=t.concat(n);return a.length===1&&a.push(1),a}computeMask(e,t){return null}getConfig(){let e={axes:this.axes,normalize:this.normalize},t=super.getConfig();return Object.assign(e,t),e}};Py.className="Dot";re.registerClass(Py);var Ly=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.stddev=e.stddev}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={stddev:this.stddev};return Object.assign(t,e),t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e);return Sc(()=>Tp(n.shape,0,this.stddev).add(n),()=>n,t.training||!1)})}};Ly.className="GaussianNoise";re.registerClass(Ly);var Wy=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.rate=e.rate}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={rate:this.rate};return Object.assign(t,e),t}call(e,t){return z(()=>{this.invokeCallHook(e,t);let n=Pe(e);return this.rate>0&&this.rate<1?Sc(()=>{let r=Math.sqrt(this.rate/(1-this.rate));return n.mul(Tp(n.shape,1,r))},()=>n,t.training||!1):n})}};Wy.className="GaussianDropout";re.registerClass(Wy);var By=class extends qe{constructor(e){super(e);this.supportsMasking=!0,this.rate=e.rate,this.noiseShape=e.noiseShape}_getNoiseShape(e){return this.noiseShape||Pe(e).shape}computeOutputShape(e){return e}getConfig(){let e=super.getConfig(),t={rate:this.rate};return Object.assign(t,e),t}call(e,t){return z(()=>{if(this.rate<1&&this.rate>0){let n=this._getNoiseShape(e);return Sc(()=>{let r=Pe(e),a=1.6732632423543772,s=1.0507009873554805,i=-a*s,o=Da(Al(n),this.rate);o=kc(o,"float32");let l=((1-this.rate)*(1+this.rate*i**2))**-.5,c=-l*i*this.rate;return r.mul(o).add(o.add(-1).mul(i)).mul(l).add(c)},()=>Pe(e),t.training||!1)}return e})}};By.className="AlphaDropout";re.registerClass(By);function Pc(e,t,n,r,a,s=.001){let i;if(e.rank===2)i=Q5(e,t,n,r,a,s);else if(e.rank===3)i=ex(e,t,n,r,a,s);else if(e.rank===4)i=tx(e,t,n,r,a,s);else throw new $e(`batchNormalization is not implemented for array of rank ${e.rank} yet`);return i}function Ute(e,t,n,r,a=.001){return z(()=>{let s=Nd(e,r),i=s.mean,o=s.variance;return[Pc(e,i,o,n,t,a),i,o]})}function jte(e,t,n,r,a=.001){return z(()=>{let s=Nd(e,r),i=s.mean,o=s.variance,l=[];for(let p of _r(0,e.rank))r.indexOf(p)!==-1?l.push(1):l.push(e.shape[p]);let c=i.reshape(l),u=o.reshape(l),h=t==null?null:t.reshape(l),d=n==null?null:n.reshape(l);return[Pc(e,c,u,d,h,a),i,o]})}function Hte(e,t,n,r,a=.001){return v.arraysEqual(r.slice().sort(),_r(0,e.rank-1))?Ute(e,t,n,r,a):jte(e,t,n,r,a)}var Vy=class extends qe{constructor(e){e==null&&(e={}),super(e),this.supportsMasking=!0,this.axis=e.axis==null?-1:e.axis,this.momentum=e.momentum==null?.99:e.momentum,this.epsilon=e.epsilon==null?.001:e.epsilon,this.center=e.center==null?!0:e.center,this.scale=e.scale==null?!0:e.scale,this.betaInitializer=yt(e.betaInitializer||"zeros"),this.gammaInitializer=yt(e.gammaInitializer||"ones"),this.movingMeanInitializer=yt(e.movingMeanInitializer||"zeros"),this.movingVarianceInitializer=yt(e.movingVarianceInitializer||"ones"),this.betaConstraint=Wt(e.betaConstraint),this.gammaConstraint=Wt(e.gammaConstraint),this.betaRegularizer=gt(e.betaRegularizer),this.gammaRegularizer=gt(e.gammaRegularizer)}build(e){e=lt(e);let t=this.axis>=0?this.axis:this.axis+e.length,n=e[t];if(n==null)throw new B(`Axis ${t} of input tensor should have a defined dimension but the layer received an input with shape ${JSON.stringify(e)}.`);this.inputSpec=[new Gt({ndim:e.length,axes:{[t]:n}})];let r=[n];this.scale&&(this.gamma=this.addWeight("gamma",r,null,this.gammaInitializer,this.gammaRegularizer,!0,this.gammaConstraint)),this.center&&(this.beta=this.addWeight("beta",r,null,this.betaInitializer,this.betaRegularizer,!0,this.betaConstraint)),this.movingMean=this.addWeight("moving_mean",r,null,this.movingMeanInitializer,null,!1),this.movingVariance=this.addWeight("moving_variance",r,null,this.movingVarianceInitializer,null,!1),this.built=!0}call(e,t){return z(()=>{let n=t.training==null?!1:t.training,r=Pe(e),a=r.shape,s=a.length,i=_r(0,s),o=this.axis>=0?this.axis:this.axis+s;i.splice(o,1);let l=vi(1,s);l[o]=a[o];let c=i.slice();c.sort();let u=!v.arraysEqual(c,_r(0,s).slice(0,s-1)),h=()=>{if(u){let A=this.movingMean.read().reshape(l),y=this.movingVariance.read().reshape(l),g=this.center?this.beta.read().reshape(l):null,w=this.scale?this.gamma.read().reshape(l):null;return Pc(r,A,y,g,w,this.epsilon)}else return Pc(r,this.movingMean.read(),this.movingVariance.read(),this.beta==null?null:this.beta.read(),this.gamma==null?null:this.gamma.read(),this.epsilon)};if(!n)return h();let[d,p,f]=Hte(r,this.gamma.read(),this.beta.read(),i,this.epsilon),m=(A,y,g)=>{z(()=>{let w=1-g,b=A.read(),_=b.sub(y).mul(w);A.write(b.sub(_))})};return(()=>{m(this.movingMean,p,this.momentum),m(this.movingVariance,f,this.momentum)})(),d})}getConfig(){let e={axis:this.axis,momentum:this.momentum,epsilon:this.epsilon,center:this.center,scale:this.scale,betaInitializer:kt(this.betaInitializer),gammaInitializer:kt(this.gammaInitializer),movingMeanInitializer:kt(this.movingMeanInitializer),movingVarianceInitializer:kt(this.movingVarianceInitializer),betaRegularizer:ut(this.betaRegularizer),gammaRegularizer:ut(this.gammaRegularizer),betaConstraint:Lt(this.betaConstraint),gammaConstraint:Lt(this.gammaConstraint)},t=super.getConfig();return Object.assign(e,t),e}};Vy.className="BatchNormalization";re.registerClass(Vy);var Uy=class extends qe{constructor(e){if(e==null&&(e={}),super(e),this.axis=e.axis==null?-1:e.axis,typeof this.axis=="number"){if(!Number.isInteger(this.axis))throw new Error(`Expected axis to be an integer, but received ${this.axis}`)}else if(Array.isArray(this.axis)){for(let t of this.axis)if(!Number.isInteger(t))throw new Error(`Expected axis to be an array of integers, but received ${JSON.stringify(this.axis)}`)}else throw new Error(`Expected axis to be an integer or an array of integers, but received ${JSON.stringify(this.axis)}`);this.epsilon=e.epsilon==null?.001:e.epsilon,this.center=e.center==null?!0:e.center,this.scale=e.scale==null?!0:e.scale,this.betaInitializer=yt(e.betaInitializer||"zeros"),this.gammaInitializer=yt(e.gammaInitializer||"ones"),this.betaRegularizer=gt(e.betaRegularizer),this.gammaRegularizer=gt(e.gammaRegularizer),this.supportsMasking=!0}build(e){e=lt(e);let t=e.length;typeof this.axis=="number"&&(this.axis=[this.axis]);for(let a=0;a=t)throw new Error(`Invalid axis: 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s==="max"?i=Ku(e,t,n,o):i=Vu(e,t,n,o),a==="channelsFirst"&&(i=nt(i,[0,3,1,2])),i})}function uv(e,t,n,r,a,s){return z(()=>{St(a),q3(s),Kn(r),n==null&&(n=[1,1,1]),r==null&&(r="valid"),a==null&&(a=wr()),s==null&&(s="max"),e=rv(e,a);let i,o=r==="same"?"same":"valid";return s==="max"?i=dm(e,t,n,o):i=Jf(e,t,n,o),a==="channelsFirst"&&(i=nt(i,[0,4,1,2,3])),i})}var cv=class extends qe{constructor(e){if(e.poolSize==null&&(e.poolSize=2),super(e),typeof e.poolSize=="number")this.poolSize=[e.poolSize];else if(Array.isArray(e.poolSize)&&e.poolSize.length===1&&typeof e.poolSize[0]=="number")this.poolSize=e.poolSize;else throw new B(`poolSize for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(e.poolSize)}`);if(Ht(this.poolSize,"poolSize"),e.strides==null)this.strides=this.poolSize;else if(typeof e.strides=="number")this.strides=[e.strides];else if(Array.isArray(e.strides)&&e.strides.length===1&&typeof e.strides[0]=="number")this.strides=e.strides;else throw new B(`strides for 1D convolutional layer must be a number or an Array of a single number, but received ${JSON.stringify(e.strides)}`);Ht(this.strides,"strides"),this.padding=e.padding==null?"valid":e.padding,Kn(this.padding),this.inputSpec=[new Gt({ndim:3})]}computeOutputShape(e){e=lt(e);let t=Ir(e[1],this.poolSize[0],this.padding,this.strides[0]);return[e[0],t,e[2]]}call(e,t){return z(()=>{this.invokeCallHook(e,t),e=Ic(Pe(e),2);let n=this.poolingFunction(Pe(e),[this.poolSize[0],1],[this.strides[0],1],this.padding,"channelsLast");return Oa(n,[2])})}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides},t=super.getConfig();return Object.assign(e,t),e}},Hy=class extends cv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"max")}};Hy.className="MaxPooling1D";re.registerClass(Hy);var Gy=class extends cv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"avg")}};Gy.className="AveragePooling1D";re.registerClass(Gy);var hv=class extends qe{constructor(e){if(e.poolSize==null&&(e.poolSize=[2,2]),super(e),this.poolSize=Array.isArray(e.poolSize)?e.poolSize:[e.poolSize,e.poolSize],e.strides==null)this.strides=this.poolSize;else if(Array.isArray(e.strides)){if(e.strides.length!==2)throw new B(`If the strides property of a 2D pooling layer is an Array, it is expected to have a length of 2, but received length ${e.strides.length}.`);this.strides=e.strides}else this.strides=[e.strides,e.strides];Ht(this.poolSize,"poolSize"),Ht(this.strides,"strides"),this.padding=e.padding==null?"valid":e.padding,this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),Kn(this.padding),this.inputSpec=[new Gt({ndim:4})]}computeOutputShape(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?e[2]:e[1],n=this.dataFormat==="channelsFirst"?e[3]:e[2];return t=Ir(t,this.poolSize[0],this.padding,this.strides[0]),n=Ir(n,this.poolSize[1],this.padding,this.strides[1]),this.dataFormat==="channelsFirst"?[e[0],e[1],t,n]:[e[0],t,n,e[3]]}call(e,t){return z(()=>(this.invokeCallHook(e,t),this.poolingFunction(Pe(e),this.poolSize,this.strides,this.padding,this.dataFormat)))}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},qy=class extends hv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"max")}};qy.className="MaxPooling2D";re.registerClass(qy);var Xy=class extends hv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),r0(e,t,n,r,a,"avg")}};Xy.className="AveragePooling2D";re.registerClass(Xy);var dv=class extends qe{constructor(e){if(e.poolSize==null&&(e.poolSize=[2,2,2]),super(e),this.poolSize=Array.isArray(e.poolSize)?e.poolSize:[e.poolSize,e.poolSize,e.poolSize],e.strides==null)this.strides=this.poolSize;else if(Array.isArray(e.strides)){if(e.strides.length!==3)throw new B(`If the strides property of a 3D pooling layer is an Array, it is expected to have a length of 3, but received length ${e.strides.length}.`);this.strides=e.strides}else this.strides=[e.strides,e.strides,e.strides];Ht(this.poolSize,"poolSize"),Ht(this.strides,"strides"),this.padding=e.padding==null?"valid":e.padding,this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),Kn(this.padding),this.inputSpec=[new Gt({ndim:5})]}computeOutputShape(e){e=lt(e);let t=this.dataFormat==="channelsFirst"?e[2]:e[1],n=this.dataFormat==="channelsFirst"?e[3]:e[2],r=this.dataFormat==="channelsFirst"?e[4]:e[3];return t=Ir(t,this.poolSize[0],this.padding,this.strides[0]),n=Ir(n,this.poolSize[1],this.padding,this.strides[1]),r=Ir(r,this.poolSize[2],this.padding,this.strides[2]),this.dataFormat==="channelsFirst"?[e[0],e[1],t,n,r]:[e[0],t,n,r,e[4]]}call(e,t){return z(()=>(this.invokeCallHook(e,t),this.poolingFunction(Pe(e),this.poolSize,this.strides,this.padding,this.dataFormat)))}getConfig(){let e={poolSize:this.poolSize,padding:this.padding,strides:this.strides,dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},Ky=class extends dv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),uv(e,t,n,r,a,"max")}};Ky.className="MaxPooling3D";re.registerClass(Ky);var Zy=class extends dv{constructor(e){super(e)}poolingFunction(e,t,n,r,a){return St(a),Kn(r),uv(e,t,n,r,a,"avg")}};Zy.className="AveragePooling3D";re.registerClass(Zy);var pv=class extends qe{constructor(e){super(e);this.inputSpec=[new Gt({ndim:3})]}computeOutputShape(e){return[e[0],e[2]]}call(e,t){throw new $e}},Yy=class extends pv{constructor(e){super(e||{})}call(e,t){return z(()=>{let n=Pe(e);return vt(n,1)})}};Yy.className="GlobalAveragePooling1D";re.registerClass(Yy);var Jy=class extends pv{constructor(e){super(e||{})}call(e,t){return z(()=>{let n=Pe(e);return vn(n,1)})}};Jy.className="GlobalMaxPooling1D";re.registerClass(Jy);var fv=class extends qe{constructor(e){super(e);this.dataFormat=e.dataFormat==null?"channelsLast":e.dataFormat,St(this.dataFormat),this.inputSpec=[new Gt({ndim:4})]}computeOutputShape(e){return e=e,this.dataFormat==="channelsLast"?[e[0],e[3]]:[e[0],e[1]]}call(e,t){throw new $e}getConfig(){let e={dataFormat:this.dataFormat},t=super.getConfig();return Object.assign(e,t),e}},Qy=class extends fv{call(e,t){return z(()=>{let n=Pe(e);return this.dataFormat==="channelsLast"?vt(n,[1,2]):vt(n,[2,3])})}};Qy.className="GlobalAveragePooling2D";re.registerClass(Qy);var e2=class extends fv{call(e,t){return z(()=>{let n=Pe(e);return 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Ene=[{tfOpName:"FusedBatchNorm",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"FusedBatchNormV2",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"FusedBatchNormV3",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"},{start:1,name:"scale",type:"tensor"},{start:2,name:"offset",type:"tensor"},{start:3,name:"mean",type:"tensor"},{start:4,name:"variance",type:"tensor"}],attrs:[{tfName:"epsilon",name:"epsilon",type:"number",defaultValue:.001},{tfName:"data_format",name:"dataFormat",type:"string",notSupported:!0}]},{tfOpName:"LRN",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}],attrs:[{tfName:"depth_radius",name:"radius",type:"number",defaultValue:5},{tfName:"bias",name:"bias",type:"number",defaultValue:1},{tfName:"alpha",name:"alpha",type:"number",defaultValue:1},{tfName:"beta",name:"beta",type:"number",defaultValue:.5}]},{tfOpName:"Softmax",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"LogSoftmax",category:"normalization",inputs:[{start:0,name:"x",type:"tensor"}]},{tfOpName:"SparseToDense",category:"normalization",inputs:[{start:0,name:"sparseIndices",type:"tensor"},{start:1,name:"outputShape",type:"number[]"},{start:2,name:"sparseValues",type:"tensor"},{start:3,name:"defaultValue",type:"tensor"}],attrs:[{tfName:"validate_indices",name:"validateIndices",type:"bool",defaultValue:!0,notSupported:!0}]}],zv={};Oe(zv,{json:()=>Rne});var 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r=e[t];return r&&r.shape?jv(r.shape):n}function h2(e,t,n){let r=e[t];return r?((r.list.f&&r.list.f.length?r.list.f:r.list.i)||[]).map(a=>typeof a=="number"?a:parseInt(a,10)):n}function d2(e,t,n,r=!1){let a=e[t];return a&&a.list&&a.list.s?a.list.s.map(s=>Uv(s,r)):n}function p2(e,t,n){let r=e[t];return r&&r.list&&r.list.shape?r.list.shape.map(a=>jv(a)):n}function f2(e,t,n){let r=e[t];return r&&r.list&&r.list.b?r.list.b:n}var One=class{constructor(e,t,n){this.node=e,this.tensorMap=t,this.context=n,this.inputs=[],this.attrs={},this.inputs=e.inputNames.map(r=>this.getInput(r)),e.rawAttrs!=null&&(this.attrs=Object.keys(e.rawAttrs).reduce((r,a)=>(r[a]=this.getAttr(a),r),{}))}getInput(e){return Cn(e,this.tensorMap,this.context)}getAttr(e,t){let n=this.node.rawAttrs[e];if(n.tensor!=null)return Cn(e,this.tensorMap,this.context);if(n.i!=null||n.f!=null)return i2(this.node.rawAttrs,e,t);if(n.s!=null)return a2(this.node.rawAttrs,e,t);if(n.b!=null)return 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t}},zne=(e,t,n)=>{switch(e.op){case"BiasAdd":case"AddV2":case"Add":return[se(k("a",e,t,n),k("b",e,t,n))];case"AddN":return[Ra(k("tensors",e,t,n))];case"FloorMod":case"Mod":return[fm(k("a",e,t,n),k("b",e,t,n))];case"Mul":return[P(k("a",e,t,n),k("b",e,t,n))];case"RealDiv":case"Div":return[me(k("a",e,t,n),k("b",e,t,n))];case"DivNoNan":return[am(k("a",e,t,n),k("b",e,t,n))];case"FloorDiv":return[pd(k("a",e,t,n),k("b",e,t,n))];case"Sub":return[Ae(k("a",e,t,n),k("b",e,t,n))];case"Minimum":return[ml(k("a",e,t,n),k("b",e,t,n))];case"Maximum":return[Dr(k("a",e,t,n),k("b",e,t,n))];case"Pow":return[aa(k("a",e,t,n),k("b",e,t,n))];case"SquaredDifference":return[zd(k("a",e,t,n),k("b",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}},Pne=(e,t,n)=>{switch(e.op){case"Abs":case"ComplexAbs":return[Dt(k("x",e,t,n))];case"Acos":return[Vf(k("x",e,t,n))];case"Acosh":return[Uf(k("x",e,t,n))];case"Asin":return[Hf(k("x",e,t,n))];case"Asinh":return[Gf(k("x",e,t,n))];case"Atan":return[qf(k("x",e,t,n))];case"Atan2":return[Xf(k("x",e,t,n),k("y",e,t,n))];case"Atanh":return[Kf(k("x",e,t,n))];case"Ceil":return[Qf(k("x",e,t,n))];case"Complex":return[Sa(k("real",e,t,n),k("imag",e,t,n))];case"Cos":return[Hu(k("x",e,t,n))];case"Cosh":return[gd(k("x",e,t,n))];case"Elu":return[hl(k("x",e,t,n))];case"Erf":return[sm(k("x",e,t,n))];case"Exp":return[Gn(k("x",e,t,n))];case"Expm1":return[im(k("x",e,t,n))];case"Floor":return[dl(k("x",e,t,n))];case"Log":return[Mn(k("x",e,t,n))];case"Log1p":return[_d(k("x",e,t,n))];case"Imag":return[wd(k("x",e,t,n))];case"Neg":return[_t(k("x",e,t,n))];case"Reciprocal":return[ym(k("x",e,t,n))];case"Real":return[Ju(k("x",e,t,n))];case"Relu":return[zr(k("x",e,t,n))];case"Round":return[gm(k("x",e,t,n))];case"Selu":return[Rd(k("x",e,t,n))];case"Sigmoid":return[Rn(k("x",e,t,n))];case"Sin":return[Md(k("x",e,t,n))];case"Sign":return[wm(k("x",e,t,n))];case"Sinh":return[Fd(k("x",e,t,n))];case"Softplus":return[pl(k("x",e,t,n))];case"Sqrt":return[Jt(k("x",e,t,n))];case"Square":return[it(k("x",e,t,n))];case"Tanh":return[ll(k("x",e,t,n))];case"Tan":return[vm(k("x",e,t,n))];case"ClipByValue":return[bn(k("x",e,t,n),k("clipValueMin",e,t,n),k("clipValueMax",e,t,n))];case"Relu6":return[Cd(k("x",e,t,n))];case"Rsqrt":return[Ed(Cn(e.inputNames[0],t,n))];case"Prod":return[Sd(k("x",e,t,n),k("axes",e,t,n))];case"LeakyRelu":return[qu(k("x",e,t,n),k("alpha",e,t,n))];case"Prelu":return[Yu(k("x",e,t,n),k("alpha",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}};function cr(e,t,n=""){if(!(typeof e=="number"||typeof t=="number")){v.assert(e.length===t.length,()=>n+` Shapes ${e} and ${t} must match`);for(let r=0;rn+` Shapes ${e} and ${t} must match`)}}}function Hv(e){return!(typeof e=="number"||e.some(t=>t<0))}function Lc(e,t,n){let r=m2(e,n),a=!Hv(r);if(a&&t.length===0)throw new Error(`Tried to calculate elements of an empty list with non-fully-defined elementShape: ${r}`);if(a&&t.forEach(s=>{r=m2(s.shape,r)}),!Hv(r))throw new Error(`Non-fully-defined elementShape: ${r}`);return r}function m2(e,t){if(typeof e=="number")return t;if(typeof t=="number")return e;if(e.length!==t.length)throw new Error(`Incompatible ranks during merge: ${e} vs. ${t}`);let n=[];for(let r=0;r=0&&s>=0&&a!==s)throw new Error(`Incompatible shape during merge: ${e} vs. ${t}`);n[r]=a>=0?a:s}return n}var Lne=class{constructor(e,t,n,r,a,s,i){this.name=e,this.dtype=t,this.maxSize=n,this.elementShape=r,this.identicalElementShapes=a,this.dynamicSize=s,this.clearAfterRead=i,this.tensors=[],this.closed_=!1,this.idTensor=ge(0),Ut(this.idTensor)}get id(){return this.idTensor.id}get closed(){return this.closed_}clearAndClose(e){this.tensors.forEach(t=>{(e==null||!e.has(t.tensor.id))&&t.tensor.dispose()}),this.tensors=[],this.closed_=!0,this.idTensor.dispose()}size(){return this.tensors.length}read(e){if(this.closed_)throw new Error(`TensorArray ${this.name} has already been closed.`);if(e<0||e>=this.size())throw new Error(`Tried to read from index ${e}, but array size is: ${this.size()}`);let t=this.tensors[e];if(t.cleared)throw new Error(`TensorArray ${this.name}: Could not read index ${e} twice because it was cleared after a previous read (perhaps try setting clear_after_read = false?).`);return this.clearAfterRead&&(t.cleared=!0),t.read=!0,t.tensor}readMany(e){return e.map(t=>this.read(t))}write(e,t){if(this.closed_)throw new Error(`TensorArray ${this.name} has already been closed.`);if(e<0||!this.dynamicSize&&e>=this.maxSize)throw new Error(`Tried to write to index ${e}, but array is not resizeable and size is: ${this.maxSize}`);let n=this.tensors[e]||{};if(t.dtype!==this.dtype)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, + because the value dtype is ${t.dtype}, but TensorArray dtype is ${this.dtype}.`);if(this.size()===0&&(this.elementShape==null||this.elementShape.length===0)&&(this.elementShape=t.shape),cr(this.elementShape,t.shape,`TensorArray ${this.name}: Could not write to TensorArray index ${e}.`),n.read)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, because it has already been read.`);if(n.written)throw new Error(`TensorArray ${this.name}: Could not write to TensorArray index ${e}, because it has already been written.`);n.tensor=t,Ut(t),n.written=!0,this.tensors[e]=n}writeMany(e,t){if(e.length!==t.length)throw new Error(`TensorArray ${this.name}: could not write multiple tensors,because the index size: ${e.length} is not the same as tensors size: ${t.length}.`);e.forEach((n,r)=>this.write(n,t[r]))}gather(e,t){if(!!t&&t!==this.dtype)throw new Error(`TensorArray dtype is ${this.dtype} but gather requested dtype ${t}`);if(e)e=e.slice(0,this.size());else{e=[];for(let r=0;r=this.maxSize)throw new Error(`Max index must be < array size (${n} vs. ${this.maxSize})`);this.writeMany(e,sr(t,0))}split(e,t){if(t.dtype!==this.dtype)throw new Error(`TensorArray dtype is ${this.dtype} but tensor has dtype ${t.dtype}`);let n=0,r=e.map(o=>(n+=o,n));if(n!==t.shape[0])throw new Error(`Expected sum of lengths to be equal to tensor.shape[0], but sum of lengths is - ${totalLength}, and tensor's shape is: ${tensor2.shape}`); - } - if (!this.dynamicSize && length.length !== this.maxSize) { - throw new Error(`TensorArray's size is not equal to the size of lengths (${this.maxSize} vs. ${length.length}), and the TensorArray is not marked as dynamically resizeable`); - } - const elementPerRow = totalLength === 0 ? 0 : tensor2.size / totalLength; - const tensors = []; - tidy(() => { - tensor2 = reshape(tensor2, [1, totalLength, elementPerRow]); - for (let i = 0; i < length.length; ++i) { - const previousLength = i === 0 ? 0 : cumulativeLengths[i - 1]; - const indices2 = [0, previousLength, 0]; - const sizes = [1, length[i], elementPerRow]; - tensors[i] = reshape(slice(tensor2, indices2, sizes), this.elementShape); - } - return tensors; - }); - const indices = []; - for (let i = 0; i < length.length; i++) { - indices[i] = i; - } - this.writeMany(indices, tensors); - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TensorList = class { - constructor(tensors, elementShape, elementDtype, maxNumElements = -1) { - this.tensors = tensors; - this.elementShape = elementShape; - this.elementDtype = elementDtype; - if (tensors != null) { - tensors.forEach((tensor2) => { - if (elementDtype !== tensor2.dtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${tensor2.dtype}`); - } - assertShapesMatchAllowUndefinedSize(elementShape, tensor2.shape, "TensorList shape mismatch: "); - keep(tensor2); - }); - } - this.idTensor = scalar(0); - this.maxNumElements = maxNumElements; - keep(this.idTensor); - } - get id() { - return this.idTensor.id; - } - copy() { - return new TensorList([...this.tensors], this.elementShape, this.elementDtype); - } - clearAndClose(keepIds) { - this.tensors.forEach((tensor2) => { - if (keepIds == null || !keepIds.has(tensor2.id)) { - tensor2.dispose(); - } - }); - this.tensors.length = 0; - this.idTensor.dispose(); - } - size() { - return this.tensors.length; - } - stack(elementShape, elementDtype, numElements = -1) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (numElements !== -1 && this.tensors.length !== numElements) { - throw new Error(`Operation expected a list with ${numElements} elements but got a list with ${this.tensors.length} elements.`); - } - assertShapesMatchAllowUndefinedSize(elementShape, this.elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - return tidy(() => { - const reshapedTensors = this.tensors.map((tensor2) => reshape(tensor2, outputElementShape)); - return stack(reshapedTensors, 0); - }); - } - popBack(elementShape, elementDtype) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (this.size() === 0) { - throw new Error("Trying to pop from an empty list."); - } - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - const tensor2 = this.tensors.pop(); - assertShapesMatchAllowUndefinedSize(tensor2.shape, elementShape, "TensorList shape mismatch: "); - return reshape(tensor2, outputElementShape); - } - pushBack(tensor2) { - if (tensor2.dtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${this.elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(tensor2.shape, this.elementShape, "TensorList shape mismatch: "); - if (this.maxNumElements === this.size()) { - throw new Error(`Trying to push element into a full list.`); - } - keep(tensor2); - this.tensors.push(tensor2); - } - resize(size) { - if (size < 0) { - throw new Error(`TensorListResize expects size to be non-negative. Got: ${size}`); - } - if (this.maxNumElements !== -1 && size > this.maxNumElements) { - throw new Error(`TensorListResize input size ${size} is greater maxNumElement ${this.maxNumElements}.`); - } - this.tensors.length = size; - } - getItem(elementIndex, elementShape, elementDtype) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - if (elementIndex < 0 || elementIndex > this.tensors.length) { - throw new Error(`Trying to access element ${elementIndex} in a list with ${this.tensors.length} elements.`); - } - if (this.tensors[elementIndex] == null) { - throw new Error(`element at index ${elementIndex} is null.`); - } - assertShapesMatchAllowUndefinedSize(this.tensors[elementIndex].shape, elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - return reshape(this.tensors[elementIndex], outputElementShape); - } - setItem(elementIndex, tensor2) { - if (tensor2.dtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${this.elementDtype}`); - } - if (elementIndex < 0 || this.maxNumElements !== -1 && elementIndex >= this.maxNumElements) { - throw new Error(`Trying to set element ${elementIndex} in a list with max ${this.maxNumElements} elements.`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, tensor2.shape, "TensorList shape mismatch: "); - keep(tensor2); - this.tensors[elementIndex] = tensor2; - } - gather(indices, elementDtype, elementShape) { - if (elementDtype !== this.elementDtype) { - throw new Error(`Invalid data types; op elements ${elementDtype}, but list elements ${this.elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, elementShape, "TensorList shape mismatch: "); - indices = indices.slice(0, this.size()); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - if (indices.length === 0) { - return tensor([], [0].concat(outputElementShape)); - } - return tidy(() => { - const tensors = indices.map((i) => reshape(this.tensors[i], outputElementShape)); - return stack(tensors, 0); - }); - } - concat(elementDtype, elementShape) { - if (!!elementDtype && elementDtype !== this.elementDtype) { - throw new Error(`TensorList dtype is ${this.elementDtype} but concat requested dtype ${elementDtype}`); - } - assertShapesMatchAllowUndefinedSize(this.elementShape, elementShape, "TensorList shape mismatch: "); - const outputElementShape = inferElementShape(this.elementShape, this.tensors, elementShape); - if (this.size() === 0) { - return tensor([], [0].concat(outputElementShape)); - } - return tidy(() => { - const tensors = this.tensors.map((t) => reshape(t, outputElementShape)); - return concat(tensors, 0); - }); - } - }; - function fromTensor(tensor2, elementShape, elementDtype) { - const dtype = tensor2.dtype; - if (tensor2.shape.length < 1) { - throw new Error(`Tensor must be at least a vector, but saw shape: ${tensor2.shape}`); - } - if (tensor2.dtype !== elementDtype) { - throw new Error(`Invalid data types; op elements ${tensor2.dtype}, but list elements ${elementDtype}`); - } - const tensorElementShape = tensor2.shape.slice(1); - assertShapesMatchAllowUndefinedSize(tensorElementShape, elementShape, "TensorList shape mismatch: "); - const tensorList = unstack(tensor2); - return new TensorList(tensorList, elementShape, dtype); - } - function reserve(elementShape, elementDtype, numElements) { - return new TensorList([], elementShape, elementDtype, numElements); - } - function scatter(tensor2, indices, elementShape, numElements) { - if (indices.length !== tensor2.shape[0]) { - throw new Error(`Expected len(indices) == tensor.shape[0], but saw: ${indices.length} vs. ${tensor2.shape[0]}`); - } - const maxIndex = Math.max(...indices); - if (numElements != null && numElements !== -1 && maxIndex >= numElements) { - throw new Error(`Max index must be < array size (${maxIndex} vs. ${numElements})`); - } - const list = new TensorList([], elementShape, tensor2.dtype, numElements); - const tensors = unstack(tensor2, 0); - indices.forEach((value, index) => { - list.setItem(value, tensors[index]); - }); - return list; - } - function split2(tensor2, length, elementShape) { - let totalLength = 0; - const cumulativeLengths = length.map((len) => { - totalLength += len; - return totalLength; - }); - if (totalLength !== tensor2.shape[0]) { - throw new Error(`Expected sum of lengths to be equal to + ${n}, and tensor's shape is: ${t.shape}`);if(!this.dynamicSize&&e.length!==this.maxSize)throw new Error(`TensorArray's size is not equal to the size of lengths (${this.maxSize} vs. ${e.length}), and the TensorArray is not marked as dynamically resizeable`);let a=n===0?0:t.size/n,s=[];z(()=>{t=H(t,[1,n,a]);for(let o=0;o{if(n!==a.dtype)throw new Error(`Invalid data types; op elements ${n}, but list elements ${a.dtype}`);cr(t,a.shape,"TensorList shape mismatch: "),Ut(a)}),this.idTensor=ge(0),this.maxNumElements=r,Ut(this.idTensor)}get id(){return this.idTensor.id}copy(){return new Wc([...this.tensors],this.elementShape,this.elementDtype)}clearAndClose(e){this.tensors.forEach(t=>{(e==null||!e.has(t.id))&&t.dispose()}),this.tensors.length=0,this.idTensor.dispose()}size(){return this.tensors.length}stack(e,t,n=-1){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);if(n!==-1&&this.tensors.length!==n)throw new Error(`Operation expected a list with ${n} elements but got a list with ${this.tensors.length} elements.`);cr(e,this.elementShape,"TensorList shape mismatch: ");let r=Lc(this.elementShape,this.tensors,e);return z(()=>{let a=this.tensors.map(s=>H(s,r));return un(a,0)})}popBack(e,t){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);if(this.size()===0)throw new Error("Trying to pop from an empty list.");let n=Lc(this.elementShape,this.tensors,e),r=this.tensors.pop();return cr(r.shape,e,"TensorList shape mismatch: "),H(r,n)}pushBack(e){if(e.dtype!==this.elementDtype)throw new Error(`Invalid data types; op elements ${e.dtype}, but list elements ${this.elementDtype}`);if(cr(e.shape,this.elementShape,"TensorList shape mismatch: "),this.maxNumElements===this.size())throw new Error("Trying to push element into a full list.");Ut(e),this.tensors.push(e)}resize(e){if(e<0)throw new Error(`TensorListResize expects size to be non-negative. Got: ${e}`);if(this.maxNumElements!==-1&&e>this.maxNumElements)throw new Error(`TensorListResize input size ${e} is greater maxNumElement ${this.maxNumElements}.`);this.tensors.length=e}getItem(e,t,n){if(n!==this.elementDtype)throw new Error(`Invalid data types; op elements ${n}, but list elements ${this.elementDtype}`);if(e<0||e>this.tensors.length)throw new Error(`Trying to access element ${e} in a list with ${this.tensors.length} elements.`);if(this.tensors[e]==null)throw new Error(`element at index ${e} is null.`);cr(this.tensors[e].shape,t,"TensorList shape mismatch: ");let r=Lc(this.elementShape,this.tensors,t);return H(this.tensors[e],r)}setItem(e,t){if(t.dtype!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t.dtype}, but list elements ${this.elementDtype}`);if(e<0||this.maxNumElements!==-1&&e>=this.maxNumElements)throw new Error(`Trying to set element ${e} in a list with max ${this.maxNumElements} elements.`);cr(this.elementShape,t.shape,"TensorList shape mismatch: "),Ut(t),this.tensors[e]=t}gather(e,t,n){if(t!==this.elementDtype)throw new Error(`Invalid data types; op elements ${t}, but list elements ${this.elementDtype}`);cr(this.elementShape,n,"TensorList shape mismatch: "),e=e.slice(0,this.size());let r=Lc(this.elementShape,this.tensors,n);return e.length===0?yr([],[0].concat(r)):z(()=>{let a=e.map(s=>H(this.tensors[s],r));return un(a,0)})}concat(e,t){if(!!e&&e!==this.elementDtype)throw new Error(`TensorList dtype is ${this.elementDtype} but concat requested dtype ${e}`);cr(this.elementShape,t,"TensorList shape mismatch: ");let n=Lc(this.elementShape,this.tensors,t);return this.size()===0?yr([],[0].concat(n)):z(()=>{let r=this.tensors.map(a=>H(a,n));return rt(r,0)})}};function Wne(e,t,n){let r=e.dtype;if(e.shape.length<1)throw new Error(`Tensor must be at least a vector, but saw shape: ${e.shape}`);if(e.dtype!==n)throw new Error(`Invalid data types; op elements ${e.dtype}, but list elements ${n}`);let a=e.shape.slice(1);cr(a,t,"TensorList shape mismatch: ");let s=sr(e);return new Wc(s,t,r)}function Bne(e,t,n){return new Wc([],e,t,n)}function Vne(e,t,n,r){if(t.length!==e.shape[0])throw new Error(`Expected len(indices) == tensor.shape[0], but saw: ${t.length} vs. ${e.shape[0]}`);let a=Math.max(...t);if(r!=null&&r!==-1&&a>=r)throw new Error(`Max index must be < array size (${a} vs. ${r})`);let s=new Wc([],n,e.dtype,r),i=sr(e,0);return t.forEach((o,l)=>{s.setItem(o,i[l])}),s}function Une(e,t,n){let r=0,a=t.map(u=>(r+=u,r));if(r!==e.shape[0])throw new Error(`Expected sum of lengths to be equal to tensor.shape[0], but sum of lengths is - ${totalLength}, and tensor's shape is: ${tensor2.shape}`); - } - const shapeWithoutFirstDim = tensor2.shape.slice(1); - const outputElementShape = mergeElementShape(shapeWithoutFirstDim, elementShape); - const elementPerRow = totalLength === 0 ? 0 : tensor2.size / totalLength; - const tensors = tidy(() => { - const tensors2 = []; - tensor2 = reshape(tensor2, [1, totalLength, elementPerRow]); - for (let i = 0; i < length.length; ++i) { - const previousLength = i === 0 ? 0 : cumulativeLengths[i - 1]; - const indices = [0, previousLength, 0]; - const sizes = [1, length[i], elementPerRow]; - tensors2[i] = reshape(slice(tensor2, indices, sizes), outputElementShape); - } - tensor2.dispose(); - return tensors2; - }); - const list = new TensorList([], elementShape, tensor2.dtype, length.length); - for (let i = 0; i < tensors.length; i++) { - list.setItem(i, tensors[i]); - } - return list; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp3 = async (node, tensorMap, context) => { - switch (node.op) { - case "If": - case "StatelessIf": { - const thenFunc = getParamValue("thenBranch", node, tensorMap, context); - const elseFunc = getParamValue("elseBranch", node, tensorMap, context); - const cond = getParamValue("cond", node, tensorMap, context); - const args = getParamValue("args", node, tensorMap, context); - const condValue = await cond.data(); - if (condValue[0]) { - return context.functionMap[thenFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - } else { - return context.functionMap[elseFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - } - } - case "While": - case "StatelessWhile": { - const bodyFunc = getParamValue("body", node, tensorMap, context); - const condFunc = getParamValue("cond", node, tensorMap, context); - const args = getParamValue("args", node, tensorMap, context); - const condResult = await context.functionMap[condFunc].executeFunctionAsync(args, context.tensorArrayMap, context.tensorListMap); - const argIds = args.map((tensor2) => tensor2.id); - let condValue = await condResult[0].data(); - condResult.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - let result = args; - while (condValue[0]) { - const origResult = result; - result = await context.functionMap[bodyFunc].executeFunctionAsync(result, context.tensorArrayMap, context.tensorListMap); - const resultIds = result.map((tensor2) => tensor2.id); - origResult.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1 && resultIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - const condResult2 = await context.functionMap[condFunc].executeFunctionAsync(result, context.tensorArrayMap, context.tensorListMap); - condValue = await condResult2[0].data(); - condResult2.forEach((tensor2) => { - if (!tensor2.kept && argIds.indexOf(tensor2.id) === -1 && resultIds.indexOf(tensor2.id) === -1) { - tensor2.dispose(); - } - }); - } - return result; - } - case "LoopCond": { - const pred = getParamValue("pred", node, tensorMap, context); - return [cloneTensor(pred)]; - } - case "Switch": { - const pred = getParamValue("pred", node, tensorMap, context); - let data2 = getParamValue("data", node, tensorMap, context); - if (!data2.kept) { - data2 = cloneTensor(data2); - } - return (await pred.data())[0] ? [void 0, data2] : [data2, void 0]; - } - case "Merge": { - const inputName = node.inputNames.find((name) => getTensor(name, tensorMap, context) !== void 0); - if (inputName) { - const data2 = getTensor(inputName, tensorMap, context); - return [cloneTensor(data2)]; - } - return void 0; - } - case "Enter": { - const frameId = getParamValue("frameName", node, tensorMap, context); - const data2 = getParamValue("tensor", node, tensorMap, context); - context.enterFrame(frameId); - return [cloneTensor(data2)]; - } - case "Exit": { - const data2 = getParamValue("tensor", node, tensorMap, context); - context.exitFrame(); - return [cloneTensor(data2)]; - } - case "NextIteration": { - const data2 = getParamValue("tensor", node, tensorMap, context); - context.nextIteration(); - return [cloneTensor(data2)]; - } - case "TensorArrayV3": { - const size = getParamValue("size", node, tensorMap, context); - const dtype = getParamValue("dtype", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const dynamicSize = getParamValue("dynamicSize", node, tensorMap, context); - const clearAfterRead = getParamValue("clearAfterRead", node, tensorMap, context); - const identicalElementShapes = getParamValue("identicalElementShapes", node, tensorMap, context); - const name = getParamValue("name", node, tensorMap, context); - const tensorArray = new TensorArray(name, dtype, size, elementShape, identicalElementShapes, dynamicSize, clearAfterRead); - context.addTensorArray(tensorArray); - return [tensorArray.idTensor, scalar(1)]; - } - case "TensorArrayWriteV3": { - const id = getParamValue("tensorArrayId", node, tensorMap, context); - const index = getParamValue("index", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const writeTensorArray = context.getTensorArray(id.id); - writeTensorArray.write(index, writeTensor); - return [writeTensorArray.idTensor]; - } - case "TensorArrayReadV3": { - const readId = getParamValue("tensorArrayId", node, tensorMap, context); - const readIndex = getParamValue("index", node, tensorMap, context); - const readTensorArray = context.getTensorArray(readId.id); - return [readTensorArray.read(readIndex)]; - } - case "TensorArrayGatherV3": { - const gatherId = getParamValue("tensorArrayId", node, tensorMap, context); - const gatherIndices = getParamValue("indices", node, tensorMap, context); - const gatherDtype = getParamValue("dtype", node, tensorMap, context); - const gatherTensorArray = context.getTensorArray(gatherId.id); - return [gatherTensorArray.gather(gatherIndices, gatherDtype)]; - } - case "TensorArrayScatterV3": { - const scatterId = getParamValue("tensorArrayId", node, tensorMap, context); - const scatterIndices = getParamValue("indices", node, tensorMap, context); - const scatterTensor = getParamValue("tensor", node, tensorMap, context); - const scatterTensorArray = context.getTensorArray(scatterId.id); - scatterTensorArray.scatter(scatterIndices, scatterTensor); - return [scatterTensorArray.idTensor]; - } - case "TensorArrayConcatV3": { - const concatId = getParamValue("tensorArrayId", node, tensorMap, context); - const concatTensorArray = context.getTensorArray(concatId.id); - const concatDtype = getParamValue("dtype", node, tensorMap, context); - return [concatTensorArray.concat(concatDtype)]; - } - case "TensorArraySplitV3": { - const splitId = getParamValue("tensorArrayId", node, tensorMap, context); - const splitTensor = getParamValue("tensor", node, tensorMap, context); - const lengths = getParamValue("lengths", node, tensorMap, context); - const splitTensorArray = context.getTensorArray(splitId.id); - splitTensorArray.split(lengths, splitTensor); - return [splitTensorArray.idTensor]; - } - case "TensorArraySizeV3": { - const sizeId = getParamValue("tensorArrayId", node, tensorMap, context); - const sizeTensorArray = context.getTensorArray(sizeId.id); - return [scalar(sizeTensorArray.size(), "int32")]; - } - case "TensorArrayCloseV3": { - const closeId = getParamValue("tensorArrayId", node, tensorMap, context); - const closeTensorArray = context.getTensorArray(closeId.id); - closeTensorArray.clearAndClose(); - return [closeTensorArray.idTensor]; - } - case "TensorListSetItem": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const index = getParamValue("index", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - tensorList.setItem(index, writeTensor); - return [tensorList.idTensor]; - } - case "TensorListGetItem": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const readIndex = getParamValue("index", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDType = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.getItem(readIndex, elementShape, elementDType)]; - } - case "TensorListScatterV2": - case "TensorListScatter": { - const scatterIndices = getParamValue("indices", node, tensorMap, context); - const scatterTensor = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const numElements = getParamValue("numElements", node, tensorMap, context); - const tensorList = scatter(scatterTensor, scatterIndices, elementShape, numElements); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListReserve": - case "EmptyTensorList": { - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - let numElementsParam; - if (node.op === "TensorListReserve") { - numElementsParam = "numElements"; - } else { - numElementsParam = "maxNumElements"; - } - const numElements = getParamValue(numElementsParam, node, tensorMap, context); - const tensorList = reserve(elementShape, elementDtype, numElements); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListGather": { - const gatherId = getParamValue("tensorListId", node, tensorMap, context); - const gatherIndices = getParamValue("indices", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(gatherId.id); - return [tensorList.gather(gatherIndices, elementDtype, elementShape)]; - } - case "TensorListStack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const numElements = getParamValue("numElements", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.stack(elementShape, elementDtype, numElements)]; - } - case "TensorListFromTensor": { - const tensor2 = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDtype = getParamValue("elementDType", node, tensorMap, context); - const tensorList = fromTensor(tensor2, elementShape, elementDtype); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - case "TensorListConcat": { - const concatId = getParamValue("tensorListId", node, tensorMap, context); - const tensorList = context.getTensorList(concatId.id); - const concatDtype = getParamValue("dtype", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - return [tensorList.concat(concatDtype, elementShape)]; - } - case "TensorListPushBack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const writeTensor = getParamValue("tensor", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - tensorList.pushBack(writeTensor); - return [tensorList.idTensor]; - } - case "TensorListPopBack": { - const idTensor = getParamValue("tensorListId", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const elementDType = getParamValue("elementDType", node, tensorMap, context); - const tensorList = context.getTensorList(idTensor.id); - return [tensorList.popBack(elementShape, elementDType)]; - } - case "TensorListSplit": { - const splitTensor = getParamValue("tensor", node, tensorMap, context); - const elementShape = getParamValue("elementShape", node, tensorMap, context); - const lengths = getParamValue("lengths", node, tensorMap, context); - const tensorList = split2(splitTensor, lengths, elementShape); - context.addTensorList(tensorList); - return [tensorList.idTensor]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function fusedConvAndDepthWiseParams(node, tensorMap, context) { - const [extraOp, activationFunc] = getParamValue("fusedOps", node, tensorMap, context); - const isBiasAdd = extraOp === "biasadd"; - const isPrelu = activationFunc === "prelu"; - const isBatchNorm = extraOp === "fusedbatchnorm"; - const numArgs = getParamValue("numArgs", node, tensorMap, context); - if (isBiasAdd) { - if (isPrelu && numArgs !== 2) { - throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd and Prelu must have two extra arguments: bias and alpha."); - } - if (!isPrelu && numArgs !== 1) { - throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd must have one extra argument: bias."); - } - } - if (isBatchNorm) { - throw new Error("FusedConv2d and DepthwiseConv2d with FusedBatchNorm is not supported."); - } - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - const [biasArg, preluArg] = getParamValue("args", node, tensorMap, context); - const leakyreluAlpha = getParamValue("leakyreluAlpha", node, tensorMap, context); - return { - stride, - pad: pad3, - dataFormat, - dilations, - biasArg, - preluArg, - activationFunc, - leakyreluAlpha - }; - } - var executeOp4 = (node, tensorMap, context) => { - switch (node.op) { - case "Conv1D": { - const stride = getParamValue("stride", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilation = getParamValue("dilation", node, tensorMap, context); - return [conv1d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), stride, pad3, dataFormat, dilation)]; - } - case "Conv2D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - return [conv2d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2]], pad3, dataFormat, [dilations[1], dilations[2]])]; - } - case "_FusedConv2D": { - const {stride, pad: pad3, dataFormat, dilations, biasArg, preluArg, activationFunc, leakyreluAlpha} = fusedConvAndDepthWiseParams(node, tensorMap, context); - return [fused_ops_exports.conv2d({ - x: getParamValue("x", node, tensorMap, context), - filter: getParamValue("filter", node, tensorMap, context), - strides: [stride[1], stride[2]], - pad: pad3, - dataFormat, - dilations: [dilations[1], dilations[2]], - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - } - case "FusedDepthwiseConv2dNative": { - const {stride, pad: pad3, dataFormat, dilations, biasArg, preluArg, activationFunc, leakyreluAlpha} = fusedConvAndDepthWiseParams(node, tensorMap, context); - return [fused_ops_exports.depthwiseConv2d({ - x: getParamValue("x", node, tensorMap, context), - filter: getParamValue("filter", node, tensorMap, context), - strides: [stride[1], stride[2]], - pad: pad3, - dataFormat, - dilations: [dilations[1], dilations[2]], - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - } - case "Conv2DBackpropInput": - case "Conv2dTranspose": { - const shape = getParamValue("outputShape", node, tensorMap, context); - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - return [conv2dTranspose(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), shape, [stride[1], stride[2]], pad3)]; - } - case "DepthwiseConv2dNative": - case "DepthwiseConv2d": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getPadding(node, tensorMap, context); - const dilations = getParamValue("dilations", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - return [depthwiseConv2d(getParamValue("input", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2]], pad3, dataFormat, [dilations[1], dilations[2]])]; - } - case "Conv3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - const dilations = getParamValue("dilations", node, tensorMap, context); - return [conv3d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [stride[1], stride[2], stride[3]], pad3, dataFormat, [dilations[1], dilations[2], dilations[3]])]; - } - case "AvgPool": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [avgPool(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3)]; - } - case "MaxPool": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [maxPool(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3)]; - } - case "MaxPoolWithArgmax": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - const includeBatchInIndex = getParamValue("includeBatchInIndex", node, tensorMap, context); - const {result, indexes} = maxPoolWithArgmax(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2]], [stride[1], stride[2]], pad3, includeBatchInIndex); - return [result, indexes]; - } - case "AvgPool3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [avgPool3d(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2], kernelSize[3]], [stride[1], stride[2], stride[3]], pad3)]; - } - case "MaxPool3D": { - const stride = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const kernelSize = getParamValue("kernelSize", node, tensorMap, context); - return [maxPool3d(getParamValue("x", node, tensorMap, context), [kernelSize[1], kernelSize[2], kernelSize[3]], [stride[1], stride[2], stride[3]], pad3)]; - } - case "Dilation2D": { - const strides = getParamValue("strides", node, tensorMap, context); - const pad3 = getParamValue("pad", node, tensorMap, context); - const dilations = getParamValue("dilations", node, tensorMap, context); - const strideHeight = strides[1]; - const strideWidth = strides[2]; - const dilationHeight = dilations[1]; - const dilationWidth = dilations[2]; - return [dilation2d(getParamValue("x", node, tensorMap, context), getParamValue("filter", node, tensorMap, context), [strideHeight, strideWidth], pad3, [dilationHeight, dilationWidth], "NHWC")]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp5 = (node, tensorMap, context) => { - switch (node.op) { - case "Fill": { - const shape = getParamValue("shape", node, tensorMap, context); - const dtype = getParamValue("dtype", node, tensorMap, context); - const value = getParamValue("value", node, tensorMap, context); - return [fill(shape, value, dtype)]; - } - case "LinSpace": { - const start = getParamValue("start", node, tensorMap, context); - const stop = getParamValue("stop", node, tensorMap, context); - const num = getParamValue("num", node, tensorMap, context); - return [linspace(start, stop, num)]; - } - case "Multinomial": { - const logits = getParamValue("logits", node, tensorMap, context); - const numSamples = getParamValue("numSamples", node, tensorMap, context); - const seed = getParamValue("seed", node, tensorMap, context); - return [multinomial(logits, numSamples, seed)]; - } - case "OneHot": { - const indices = getParamValue("indices", node, tensorMap, context); - const depth = getParamValue("depth", node, tensorMap, context); - const onValue = getParamValue("onValue", node, tensorMap, context); - const offValue = getParamValue("offValue", node, tensorMap, context); - return [oneHot(indices, depth, onValue, offValue)]; - } - case "Ones": { - return [ones2(getParamValue("shape", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "OnesLike": { - return [onesLike(getParamValue("x", node, tensorMap, context))]; - } - case "RandomUniform": { - return [randomUniform(getParamValue("shape", node, tensorMap, context), getParamValue("minval", node, tensorMap, context), getParamValue("maxval", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "Range": { - const start = getParamValue("start", node, tensorMap, context); - const stop = getParamValue("stop", node, tensorMap, context); - const step5 = getParamValue("step", node, tensorMap, context); - return [range(start, stop, step5, getParamValue("dtype", node, tensorMap, context))]; - } - case "TruncatedNormal": { - const shape = getParamValue("shape", node, tensorMap, context); - const mean4 = getParamValue("mean", node, tensorMap, context); - const stdDev = getParamValue("stdDev", node, tensorMap, context); - const seed = getParamValue("seed", node, tensorMap, context); - return [truncatedNormal(shape, mean4, stdDev, getParamValue("dtype", node, tensorMap, context), seed)]; - } - case "Zeros": { - return [zeros(getParamValue("shape", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "ZerosLike": { - return [zerosLike(getParamValue("x", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function nmsParams(node, tensorMap, context) { - const boxes = getParamValue("boxes", node, tensorMap, context); - const scores = getParamValue("scores", node, tensorMap, context); - const maxOutputSize = getParamValue("maxOutputSize", node, tensorMap, context); - const iouThreshold = getParamValue("iouThreshold", node, tensorMap, context); - const scoreThreshold = getParamValue("scoreThreshold", node, tensorMap, context); - const softNmsSigma = getParamValue("softNmsSigma", node, tensorMap, context); - return { - boxes, - scores, - maxOutputSize, - iouThreshold, - scoreThreshold, - softNmsSigma - }; - } - var executeOp6 = async (node, tensorMap, context) => { - switch (node.op) { - case "NonMaxSuppressionV5": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma} = nmsParams(node, tensorMap, context); - const result = await image.nonMaxSuppressionWithScoreAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, softNmsSigma); - return [result.selectedIndices, result.selectedScores]; - } - case "NonMaxSuppressionV4": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} = nmsParams(node, tensorMap, context); - const padToMaxOutputSize = getParamValue("padToMaxOutputSize", node, tensorMap, context); - const result = await image.nonMaxSuppressionPaddedAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold, padToMaxOutputSize); - return [result.selectedIndices, result.validOutputs]; - } - case "NonMaxSuppressionV3": - case "NonMaxSuppressionV2": { - const {boxes, scores, maxOutputSize, iouThreshold, scoreThreshold} = nmsParams(node, tensorMap, context); - return [await image.nonMaxSuppressionAsync(boxes, scores, maxOutputSize, iouThreshold, scoreThreshold)]; - } - case "Where": { - const condition = cast(getParamValue("condition", node, tensorMap, context), "bool"); - const result = [await whereAsync(condition)]; - condition.dispose(); - return result; - } - case "ListDiff": { - return setdiff1dAsync(getParamValue("x", node, tensorMap, context), getParamValue("y", node, tensorMap, context)); - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp7 = (node, tensorMap, context) => { - switch (node.op) { - case "TopKV2": { - const x = getParamValue("x", node, tensorMap, context); - const k = getParamValue("k", node, tensorMap, context); - const sorted = getParamValue("sorted", node, tensorMap, context); - const result = topk(x, k, sorted); - return [result.values, result.indices]; - } - case "Unique": { - const x = getParamValue("x", node, tensorMap, context); - const result = unique(x); - return [result.values, result.indices]; - } - case "UniqueV2": { - const x = getParamValue("x", node, tensorMap, context); - const axis = getParamValue("axis", node, tensorMap, context); - const result = unique(x, axis); - return [result.values, result.indices]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp8 = (node, tensorMap, context) => { - switch (node.op) { - case "Const": { - return tensorMap[node.name]; - } - case "PlaceholderWithDefault": - const def = getParamValue("default", node, tensorMap, context); - return [getTensor(node.name, tensorMap, context) || def]; - case "Placeholder": - return [getTensor(node.name, tensorMap, context)]; - case "Identity": - case "StopGradient": - case "FakeQuantWithMinMaxVars": { - const data22 = getParamValue("x", node, tensorMap, context); - return [cloneTensor(data22)]; - } - case "IdentityN": - return getParamValue("x", node, tensorMap, context).map((t) => cloneTensor(t)); - case "Snapshot": - const snapshot = getParamValue("x", node, tensorMap, context); - return [cloneTensor(snapshot)]; - case "Shape": - return [tensor1d(getParamValue("x", node, tensorMap, context).shape, "int32")]; - case "ShapeN": - return getParamValue("x", node, tensorMap, context).map((t) => tensor1d(t.shape)); - case "Size": - return [scalar(getParamValue("x", node, tensorMap, context).size, "int32")]; - case "Rank": - return [scalar(getParamValue("x", node, tensorMap, context).rank, "int32")]; - case "NoOp": - return [scalar(1)]; - case "Print": - const input2 = getParamValue("x", node, tensorMap, context); - const data2 = getParamValue("data", node, tensorMap, context); - const message = getParamValue("message", node, tensorMap, context); - const summarize = getParamValue("summarize", node, tensorMap, context); - console.warn("The graph has a tf.print() operation,usually used for debugging, which slows down performance."); - console.log(message); - for (let i = 0; i < data2.length; i++) { - console.log(Array.prototype.slice.call(data2[i].dataSync()).slice(0, summarize)); - } - return [input2]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var HashTable = class { - constructor(keyDType, valueDType) { - this.keyDType = keyDType; - this.valueDType = valueDType; - this.handle = scalar(0); - this.tensorMap = new Map(); - keep(this.handle); - } - get id() { - return this.handle.id; - } - clearAndClose() { - this.tensorMap.forEach((value) => value.dispose()); - this.tensorMap.clear(); - this.handle.dispose(); - } - size() { - return this.tensorMap.size; - } - tensorSize() { - return scalar(this.size(), "int32"); - } - async import(keys, values) { - this.checkKeyAndValueTensor(keys, values); - const $keys = await keys.data(); - this.tensorMap.forEach((value) => value.dispose()); - this.tensorMap.clear(); - return tidy(() => { - const $values = unstack(values); - const keysLength = $keys.length; - const valuesLength = $values.length; - util_exports.assert(keysLength === valuesLength, () => `The number of elements doesn't match, keys has ${keysLength} elements, the values has ${valuesLength} elements.`); - for (let i = 0; i < keysLength; i++) { - const key = $keys[i]; - const value = $values[i]; - keep(value); - this.tensorMap.set(key, value); - } - return this.handle; - }); - } - async find(keys, defaultValue) { - this.checkKeyAndValueTensor(keys, defaultValue); - const $keys = await keys.data(); - return tidy(() => { - const result = []; - for (let i = 0; i < $keys.length; i++) { - const key = $keys[i]; - const value = this.findWithDefault(key, defaultValue); - result.push(value); - } - return stack(result); - }); - } - findWithDefault(key, defaultValue) { - const result = this.tensorMap.get(key); - return result != null ? result : defaultValue; - } - checkKeyAndValueTensor(key, value) { - if (key.dtype !== this.keyDType) { - throw new Error(`Expect key dtype ${this.keyDType}, but got ${key.dtype}`); - } - if (value.dtype !== this.valueDType) { - throw new Error(`Expect value dtype ${this.valueDType}, but got ${value.dtype}`); - } - } - }; - /** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp9 = async (node, tensorMap, context, resourceManager) => { - switch (node.op) { - case "HashTable": - case "HashTableV2": { - const keyDType = getParamValue("keyDType", node, tensorMap, context); - const valueDType = getParamValue("valueDType", node, tensorMap, context); - const hashTable2 = new HashTable(keyDType, valueDType); - resourceManager.addHashTable(node.name, hashTable2); - return [hashTable2.handle]; - } - case "LookupTableImport": - case "LookupTableImportV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const keys = getParamValue("keys", node, tensorMap, context); - const values = getParamValue("values", node, tensorMap, context); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [await hashTable2.import(keys, values)]; - } - case "LookupTableFind": - case "LookupTableFindV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const keys = getParamValue("keys", node, tensorMap, context); - const defaultValue = getParamValue("defaultValue", node, tensorMap, context); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [await hashTable2.find(keys, defaultValue)]; - } - case "LookupTableSize": - case "LookupTableSizeV2": { - const handle = getParamValue("tableHandle", node, tensorMap, context, resourceManager); - const hashTable2 = resourceManager.getHashTableById(handle.id); - return [hashTable2.tensorSize()]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp10 = (node, tensorMap, context) => { - switch (node.op) { - case "ResizeBilinear": { - const images = getParamValue("images", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - const alignCorners = getParamValue("alignCorners", node, tensorMap, context); - const halfPixelCenters = getParamValue("halfPixelCenters", node, tensorMap, context); - return [image.resizeBilinear(images, [size[0], size[1]], alignCorners, halfPixelCenters)]; - } - case "ResizeNearestNeighbor": { - const images = getParamValue("images", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - const alignCorners = getParamValue("alignCorners", node, tensorMap, context); - const halfPixelCenters = getParamValue("halfPixelCenters", node, tensorMap, context); - return [image.resizeNearestNeighbor(images, [size[0], size[1]], alignCorners, halfPixelCenters)]; - } - case "CropAndResize": { - const image3 = getParamValue("image", node, tensorMap, context); - const boxes = getParamValue("boxes", node, tensorMap, context); - const boxInd = getParamValue("boxInd", node, tensorMap, context); - const cropSize = getParamValue("cropSize", node, tensorMap, context); - const method = getParamValue("method", node, tensorMap, context); - const extrapolationValue = getParamValue("extrapolationValue", node, tensorMap, context); - return [image.cropAndResize(image3, boxes, boxInd, cropSize, method, extrapolationValue)]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp11 = (node, tensorMap, context) => { - switch (node.op) { - case "Equal": { - return [equal(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "NotEqual": { - return [notEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Greater": { - return [greater(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "GreaterEqual": { - return [greaterEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Less": { - return [less(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LessEqual": { - return [lessEqual(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LogicalAnd": { - return [logicalAnd(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "LogicalNot": { - return [logicalNot(getParamValue("a", node, tensorMap, context))]; - } - case "LogicalOr": { - return [logicalOr(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - case "Select": - case "SelectV2": { - return [where(getParamValue("condition", node, tensorMap, context), getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp12 = (node, tensorMap, context) => { - switch (node.op) { - case "BatchMatMul": - case "BatchMatMulV2": - case "MatMul": - return [matMul(getParamValue("a", node, tensorMap, context), getParamValue("b", node, tensorMap, context), getParamValue("transposeA", node, tensorMap, context), getParamValue("transposeB", node, tensorMap, context))]; - case "Transpose": - return [transpose(getParamValue("x", node, tensorMap, context), getParamValue("perm", node, tensorMap, context))]; - case "_FusedMatMul": - const [extraOp, activationFunc] = getParamValue("fusedOps", node, tensorMap, context); - const isBiasAdd = extraOp === "biasadd"; - const isPrelu = activationFunc === "prelu"; - const numArgs = getParamValue("numArgs", node, tensorMap, context); - const leakyreluAlpha = getParamValue("leakyreluAlpha", node, tensorMap, context); - if (isBiasAdd) { - if (isPrelu && numArgs !== 2) { - throw new Error("Fused MatMul with BiasAdd and Prelu must have two extra arguments: bias and alpha."); - } - if (!isPrelu && numArgs !== 1) { - throw new Error("Fused MatMul with BiasAdd must have one extra argument: bias."); - } - } - const [biasArg, preluArg] = getParamValue("args", node, tensorMap, context); - return [fused_ops_exports.matMul({ - a: getParamValue("a", node, tensorMap, context), - b: getParamValue("b", node, tensorMap, context), - transposeA: getParamValue("transposeA", node, tensorMap, context), - transposeB: getParamValue("transposeB", node, tensorMap, context), - bias: biasArg, - activation: activationFunc, - preluActivationWeights: preluArg, - leakyreluAlpha - })]; - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp13 = (node, tensorMap, context) => { - switch (node.op) { - case "FusedBatchNorm": - case "FusedBatchNormV2": { - return [batchNorm(getParamValue("x", node, tensorMap, context), getParamValue("mean", node, tensorMap, context), getParamValue("variance", node, tensorMap, context), getParamValue("offset", node, tensorMap, context), getParamValue("scale", node, tensorMap, context), getParamValue("epsilon", node, tensorMap, context))]; - } - case "FusedBatchNormV3": { - return [batchNorm(getParamValue("x", node, tensorMap, context), getParamValue("mean", node, tensorMap, context), getParamValue("variance", node, tensorMap, context), getParamValue("offset", node, tensorMap, context), getParamValue("scale", node, tensorMap, context), getParamValue("epsilon", node, tensorMap, context))]; - } - case "LRN": { - return [localResponseNormalization(getParamValue("x", node, tensorMap, context), getParamValue("radius", node, tensorMap, context), getParamValue("bias", node, tensorMap, context), getParamValue("alpha", node, tensorMap, context), getParamValue("beta", node, tensorMap, context))]; - } - case "Softmax": { - return [softmax(getParamValue("x", node, tensorMap, context))]; - } - case "LogSoftmax": { - return [logSoftmax(getParamValue("x", node, tensorMap, context))]; - } - case "SparseToDense": { - return [sparseToDense(getParamValue("sparseIndices", node, tensorMap, context), getParamValue("outputShape", node, tensorMap, context), getParamValue("sparseValues", node, tensorMap, context), getParamValue("defaultValue", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp14 = (node, tensorMap, context) => { - switch (node.op) { - case "Max": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [max(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Mean": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [mean(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Min": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [min(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Sum": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [sum2(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "All": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [all(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Any": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [any(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "ArgMax": { - const axis = getParamValue("axis", node, tensorMap, context); - return [argMax(getParamValue("x", node, tensorMap, context), axis)]; - } - case "ArgMin": { - const axis = getParamValue("axis", node, tensorMap, context); - return [argMin(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Prod": { - const axis = getParamValue("axis", node, tensorMap, context); - const keepDims = getParamValue("keepDims", node, tensorMap, context); - return [prod(getParamValue("x", node, tensorMap, context), axis, keepDims)]; - } - case "Cumsum": { - const axis = getParamValue("axis", node, tensorMap, context); - const exclusive = getParamValue("exclusive", node, tensorMap, context); - const reverse5 = getParamValue("reverse", node, tensorMap, context); - return [cumsum(getParamValue("x", node, tensorMap, context), axis, exclusive, reverse5)]; - } - case "Bincount": - const x = getParamValue("x", node, tensorMap, context); - const weights = getParamValue("weights", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - return [bincount(x, weights, size)]; - case "DenseBincount": { - const x2 = getParamValue("x", node, tensorMap, context); - const weights2 = getParamValue("weights", node, tensorMap, context); - const size2 = getParamValue("size", node, tensorMap, context); - const binaryOutput = getParamValue("binaryOutput", node, tensorMap, context); - return [denseBincount(x2, weights2, size2, binaryOutput)]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp15 = (node, tensorMap, context) => { - switch (node.op) { - case "ConcatV2": - case "Concat": { - const n = getParamValue("n", node, tensorMap, context); - const axis = getParamValue("axis", node, tensorMap, context); - let inputs = getParamValue("tensors", node, tensorMap, context); - inputs = inputs.slice(0, n); - return [concat(inputs, axis)]; - } - case "Gather": { - const input2 = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gather(input2, cast(indices, "int32"), 0)]; - } - case "GatherV2": { - const axis = getParamValue("axis", node, tensorMap, context); - const batchDims = getParamValue("batchDims", node, tensorMap, context); - const input2 = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gather(input2, cast(indices, "int32"), axis, batchDims)]; - } - case "Reverse": { - const dims = getParamValue("dims", node, tensorMap, context); - const axis = []; - for (let i = 0; i < dims.length; i++) { - if (dims[i]) { - axis.push(i); - } - } - const input2 = getParamValue("x", node, tensorMap, context); - return [reverse(input2, axis)]; - } - case "ReverseV2": { - const axis = getParamValue("axis", node, tensorMap, context); - const input2 = getParamValue("x", node, tensorMap, context); - return [reverse(input2, axis)]; - } - case "Slice": { - const begin = getParamValue("begin", node, tensorMap, context); - const size = getParamValue("size", node, tensorMap, context); - return [slice(getParamValue("x", node, tensorMap, context), begin, size)]; - } - case "StridedSlice": { - const begin = getParamValue("begin", node, tensorMap, context); - const end = getParamValue("end", node, tensorMap, context); - const strides = getParamValue("strides", node, tensorMap, context); - const beginMask = getParamValue("beginMask", node, tensorMap, context); - const endMask = getParamValue("endMask", node, tensorMap, context); - const ellipsisMask = getParamValue("ellipsisMask", node, tensorMap, context); - const newAxisMask = getParamValue("newAxisMask", node, tensorMap, context); - const shrinkAxisMask = getParamValue("shrinkAxisMask", node, tensorMap, context); - const tensor2 = getParamValue("x", node, tensorMap, context); - return [stridedSlice(tensor2, begin, end, strides, beginMask, endMask, ellipsisMask, newAxisMask, shrinkAxisMask)]; - } - case "Pack": { - return tidy(() => { - const axis = getParamValue("axis", node, tensorMap, context); - const tensors = getParamValue("tensors", node, tensorMap, context); - const shape = tensors[0].shape; - const squeezedShape = squeeze(tensors[0]).shape; - const mapped = tensors.map((tensor2) => { - const sameShape = util_exports.arraysEqual(tensor2.shape, shape); - if (!sameShape && !util_exports.arraysEqual(squeeze(tensor2).shape, squeezedShape)) { - throw new Error("the input tensors shape does not match"); - } - return sameShape ? tensor2 : reshape(tensor2, shape); - }); - return [stack(mapped, axis)]; - }); - } - case "Unpack": { - const axis = getParamValue("axis", node, tensorMap, context); - const tensor2 = getParamValue("tensor", node, tensorMap, context); - return unstack(tensor2, axis); - } - case "Tile": { - const reps = getParamValue("reps", node, tensorMap, context); - return [tile(getParamValue("x", node, tensorMap, context), reps)]; - } - case "Split": - case "SplitV": { - const axis = getParamValue("axis", node, tensorMap, context); - const numOrSizeSplits = getParamValue("numOrSizeSplits", node, tensorMap, context); - const tensor2 = getParamValue("x", node, tensorMap, context); - return split(tensor2, numOrSizeSplits, axis); - } - case "ScatterNd": { - const indices = getParamValue("indices", node, tensorMap, context); - const values = getParamValue("values", node, tensorMap, context); - const shape = getParamValue("shape", node, tensorMap, context); - return [scatterND(indices, values, shape)]; - } - case "GatherNd": { - const x = getParamValue("x", node, tensorMap, context); - const indices = getParamValue("indices", node, tensorMap, context); - return [gatherND(x, indices)]; - } - case "SparseToDense": { - const indices = getParamValue("sparseIndices", node, tensorMap, context); - const shape = getParamValue("outputShape", node, tensorMap, context); - const sparseValues = getParamValue("sparseValues", node, tensorMap, context); - const defaultValue = getParamValue("defaultValue", node, tensorMap, context); - return [sparseToDense(indices, sparseValues, shape, sparseValues.dtype === defaultValue.dtype ? defaultValue : cast(defaultValue, sparseValues.dtype))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp16 = (node, tensorMap, context) => { - switch (node.op) { - case "FFT": { - return [fft(getParamValue("x", node, tensorMap, context))]; - } - case "IFFT": { - return [ifft(getParamValue("x", node, tensorMap, context))]; - } - case "RFFT": { - return [rfft(getParamValue("x", node, tensorMap, context))]; - } - case "IRFFT": { - return [irfft(getParamValue("x", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var executeOp17 = (node, tensorMap, context) => { - switch (node.op) { - case "Cast": { - return [cast(getParamValue("x", node, tensorMap, context), getParamValue("dtype", node, tensorMap, context))]; - } - case "ExpandDims": { - const axis = getParamValue("axis", node, tensorMap, context); - return [expandDims(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Squeeze": { - const axis = getParamValue("axis", node, tensorMap, context); - return [squeeze(getParamValue("x", node, tensorMap, context), axis)]; - } - case "Reshape": { - return [reshape(getParamValue("x", node, tensorMap, context), getParamValue("shape", node, tensorMap, context))]; - } - case "MirrorPad": { - return [mirrorPad(getParamValue("x", node, tensorMap, context), getParamValue("padding", node, tensorMap, context), getParamValue("mode", node, tensorMap, context))]; - } - case "PadV2": - case "Pad": { - return [pad(getParamValue("x", node, tensorMap, context), getParamValue("padding", node, tensorMap, context), getParamValue("constantValue", node, tensorMap, context))]; - } - case "SpaceToBatchND": { - const blockShape = getParamValue("blockShape", node, tensorMap, context); - const paddings = getParamValue("paddings", node, tensorMap, context); - return [spaceToBatchND(getParamValue("x", node, tensorMap, context), blockShape, paddings)]; - } - case "BatchToSpaceND": { - const blockShape = getParamValue("blockShape", node, tensorMap, context); - const crops = getParamValue("crops", node, tensorMap, context); - return [batchToSpaceND(getParamValue("x", node, tensorMap, context), blockShape, crops)]; - } - case "DepthToSpace": { - const blockSize = getParamValue("blockSize", node, tensorMap, context); - const dataFormat = getParamValue("dataFormat", node, tensorMap, context).toUpperCase(); - return [depthToSpace(getParamValue("x", node, tensorMap, context), blockSize, dataFormat)]; - } - case "BroadcastTo": { - return [broadcastTo(getParamValue("x", node, tensorMap, context), getParamValue("shape", node, tensorMap, context))]; - } - default: - throw TypeError(`Node type ${node.op} is not implemented`); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function executeOp18(node, tensorMap, context, resourceManager) { - const value = ((node2, tensorMap2, context2) => { - switch (node2.category) { - case "arithmetic": - return tidy(() => executeOp(node2, tensorMap2, context2)); - case "basic_math": - return tidy(() => executeOp2(node2, tensorMap2, context2)); - case "control": - return executeOp3(node2, tensorMap2, context2); - case "convolution": - return tidy(() => executeOp4(node2, tensorMap2, context2)); - case "creation": - return tidy(() => executeOp5(node2, tensorMap2, context2)); - case "dynamic": - return executeOp6(node2, tensorMap2, context2); - case "evaluation": - return tidy(() => executeOp7(node2, tensorMap2, context2)); - case "image": - return tidy(() => executeOp10(node2, tensorMap2, context2)); - case "graph": - return tidy(() => executeOp8(node2, tensorMap2, context2)); - case "logical": - return tidy(() => executeOp11(node2, tensorMap2, context2)); - case "matrices": - return tidy(() => executeOp12(node2, tensorMap2, context2)); - case "normalization": - return tidy(() => executeOp13(node2, tensorMap2, context2)); - case "reduction": - return tidy(() => executeOp14(node2, tensorMap2, context2)); - case "slice_join": - return tidy(() => executeOp15(node2, tensorMap2, context2)); - case "spectral": - return tidy(() => executeOp16(node2, tensorMap2, context2)); - case "transformation": - return tidy(() => executeOp17(node2, tensorMap2, context2)); - case "hash_table": - return executeOp9(node2, tensorMap2, context2, resourceManager); - case "custom": - const opMapper = getRegisteredOp(node2.op); - if (opMapper && opMapper.customExecutor) { - return opMapper.customExecutor(new NodeValueImpl(node2, tensorMap2, context2)); - } else { - throw TypeError(`Custom op ${node2.op} is not registered.`); - } - default: - throw TypeError(`Unknown op '${node2.op}'. File an issue at https://github.com/tensorflow/tfjs/issues so we can add it, or register a custom execution with tf.registerOp()`); - } - })(node, tensorMap, context); - if (util_exports.isPromise(value)) { - return value.then((data2) => [].concat(data2)); - } - return [].concat(value); - } - var ExecutionContext = class { - constructor(weightMap = {}, tensorArrayMap = {}, tensorListMap = {}, functionMap = {}) { - this.weightMap = weightMap; - this.tensorArrayMap = tensorArrayMap; - this.tensorListMap = tensorListMap; - this.functionMap = functionMap; - this.rootContext = {id: 0, frameName: "", iterationId: 0}; - this.contexts = [this.rootContext]; - this.lastId = 0; - this.generateCurrentContextIds(); - } - newFrame(id, frameName) { - return {id, frameName, iterationId: 0}; - } - set currentContext(contexts2) { - if (this.contexts !== contexts2) { - this.contexts = contexts2; - this.generateCurrentContextIds(); - } - } - get currentContext() { - return this.contexts; - } - get currentContextId() { - return this._currentContextIds[0]; - } - get currentContextIds() { - return this._currentContextIds; - } - generateCurrentContextIds() { - const names = []; - for (let i = 0; i < this.contexts.length - 1; i++) { - const contexts2 = this.contexts.slice(0, this.contexts.length - i); - names.push(this.contextIdforContexts(contexts2)); - } - names.push(""); - this._currentContextIds = names; - } - contextIdforContexts(contexts2) { - return contexts2 ? contexts2.map((context) => context.id === 0 && context.iterationId === 0 ? "" : `${context.frameName}-${context.iterationId}`).join("/") : ""; - } - enterFrame(frameId) { - if (this.contexts) { - this.lastId++; - this.contexts = this.contexts.slice(); - this.contexts.push(this.newFrame(this.lastId, frameId)); - this._currentContextIds.unshift(this.contextIdforContexts(this.contexts)); - } - } - exitFrame() { - if (this.contexts && this.contexts.length > 1) { - this.contexts = this.contexts.slice(); - this.contexts.splice(-1); - this.currentContextIds.shift(); - } else { - throw new Error("Cannot exit frame, the context is empty"); - } - } - nextIteration() { - if (this.contexts && this.contexts.length > 0) { - this.contexts = this.contexts.slice(); - this.lastId++; - const context = Object.assign({}, this.contexts[this.contexts.length - 1]); - context.iterationId += 1; - context.id = this.lastId; - this.contexts.splice(-1, 1, context); - this._currentContextIds.splice(0, 1, this.contextIdforContexts(this.contexts)); - } else { - throw new Error("Cannot increase frame iteration, the context is empty"); - } - } - getWeight(name) { - return this.weightMap[name]; - } - addTensorArray(tensorArray) { - this.tensorArrayMap[tensorArray.id] = tensorArray; - } - getTensorArray(id) { - return this.tensorArrayMap[id]; - } - addTensorList(tensorList) { - this.tensorListMap[tensorList.id] = tensorList; - } - getTensorList(id) { - return this.tensorListMap[id]; - } - dispose(keepIds) { - for (const key in this.tensorArrayMap) { - this.tensorArrayMap[key].clearAndClose(keepIds); - } - for (const key in this.tensorListMap) { - this.tensorListMap[key].clearAndClose(keepIds); - } - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - function getExecutionSubgraph(inputs, outputs, weightMap, initNodes) { - const usedNodes = new Set(); - const missingInputs = []; - let dynamicNode = null; - let syncInputs = null; - const seen = new Set(); - const inputNodeNames = Object.keys(inputs).map((name) => parseNodeName(name)[0]); - let initNodeNames = []; - if (initNodes != null) { - initNodeNames = initNodes.map((node) => parseNodeName(node.name)[0]); - } - const frontier = [...outputs]; - while (frontier.length > 0) { - const node = frontier.pop(); - if (isControlFlow(node) || isDynamicShape(node) || isHashTable(node)) { - if (dynamicNode == null) { - dynamicNode = node; - syncInputs = dynamicNode.children.map((child) => child.name).filter((name) => usedNodes.has(name)); - } - } - usedNodes.add(node.name); - if (weightMap[node.name] != null) { - continue; - } - if (inputNodeNames.indexOf(node.name) !== -1) { - continue; - } - if (initNodeNames.indexOf(node.name) !== -1) { - continue; - } - if (node.inputs.length === 0) { - missingInputs.push(node.name); - continue; - } - node.inputs.forEach((input2) => { - if (seen.has(input2.name)) { - return; - } - seen.add(input2.name); - frontier.push(input2); - }); - } - return {inputs, outputs, usedNodes, missingInputs, dynamicNode, syncInputs}; - } - function getNodesInTopologicalOrder(graph2, weightMap, executionInfo) { - const {usedNodes, inputs} = executionInfo; - const frontier = []; - const inputNodes = Object.keys(inputs).map((name) => parseNodeName(name)[0]).map((name) => graph2.nodes[name]); - const initNodes = graph2.initNodes; - inputNodes.forEach((input2) => { - if (usedNodes.has(input2.name)) { - frontier.push(input2); - } - }); - graph2.weights.forEach((weight) => { - if (usedNodes.has(weight.name)) { - frontier.push(weight); - } - }); - if (initNodes != null) { - initNodes.forEach((node) => { - if (usedNodes.has(node.name)) { - frontier.push(node); - } - }); - } - const seen = new Set(); - const orderedNodes = []; - while (frontier.length > 0) { - const node = frontier.pop(); - seen.add(node.name); - if (!weightMap[node.name]) { - orderedNodes.push(node); - } - node.children.forEach((child) => { - if (!seen.has(child.name) && usedNodes.has(child.name) && child.inputs.every((input2) => seen.has(input2.name))) { - frontier.push(child); - } - }); - } - return orderedNodes; - } - var CONTROL_FLOW_OPS = [ - "Switch", - "Merge", - "Enter", - "Exit", - "NextIteration", - "StatelessIf", - "StatelessWhile", - "if", - "While" - ]; - var DYNAMIC_SHAPE_OPS = [ - "NonMaxSuppressionV2", - "NonMaxSuppressionV3", - "NonMaxSuppressionV5", - "Where" - ]; - var HASH_TABLE_OPS = [ - "HashTable", - "HashTableV2", - "LookupTableImport", - "LookupTableImportV2", - "LookupTableFind", - "LookupTableFindV2", - "LookupTableSize", - "LookupTableSizeV2" - ]; - function isControlFlow(node) { - return CONTROL_FLOW_OPS.indexOf(node.op) >= 0; - } - function isDynamicShape(node) { - return DYNAMIC_SHAPE_OPS.indexOf(node.op) >= 0; - } - function isHashTable(node) { - return HASH_TABLE_OPS.indexOf(node.op) >= 0; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var GraphExecutor = class { - constructor(graph2, parent) { - this.graph = graph2; - this.parent = parent; - this.compiledMap = new Map(); - this._weightMap = {}; - this.SEPERATOR = ","; - this._functions = {}; - this._functionExecutorMap = {}; - this._outputs = graph2.outputs; - this._inputs = graph2.inputs; - this._initNodes = graph2.initNodes; - this._signature = graph2.signature; - this._functions = graph2.functions; - if (graph2.functions != null) { - Object.keys(graph2.functions).forEach((name) => { - this._functionExecutorMap[name] = new GraphExecutor(graph2.functions[name], this); - }); - } - } - get weightIds() { - return this.parent ? this.parent.weightIds : this._weightIds; - } - get functionExecutorMap() { - return this.parent ? this.parent.functionExecutorMap : this._functionExecutorMap; - } - get weightMap() { - return this.parent ? this.parent.weightMap : this._weightMap; - } - set weightMap(weightMap) { - const weightIds = Object.keys(weightMap).map((key) => weightMap[key].map((tensor2) => tensor2.id)); - this._weightIds = [].concat(...weightIds); - this._weightMap = weightMap; - } - set resourceManager(resourceManager) { - this._resourceManager = resourceManager; - } - get inputs() { - return this._inputs.map((node) => { - return { - name: node.name, - shape: node.attrParams["shape"] ? node.attrParams["shape"].value : void 0, - dtype: node.attrParams["dtype"] ? node.attrParams["dtype"].value : void 0 - }; - }); - } - get outputs() { - return this._outputs.map((node) => { - return { - name: node.name, - shape: node.attrParams["shape"] ? node.attrParams["shape"].value : void 0, - dtype: node.attrParams["dtype"] ? node.attrParams["dtype"].value : void 0 - }; - }); - } - get inputNodes() { - return this._inputs.map((node) => node.signatureKey || node.name); - } - get outputNodes() { - return this._outputs.map((node) => { - const name = node.signatureKey || node.name; - return node.defaultOutput ? `${name}:${node.defaultOutput}` : name; - }); - } - get functions() { - return Object.keys(this._functions).reduce((map, key) => { - map[key] = this._functions[key].signature; - return map; - }, {}); - } - getCompilationKey(inputs, outputs) { - const sortedInputs = inputs.map((node) => node.name).sort(); - const sortedOutputs = outputs.map((node) => node.name).sort(); - return sortedInputs.join(this.SEPERATOR) + "--" + sortedOutputs.join(this.SEPERATOR); - } - compile(inputs, outputs) { - const executionInfo = getExecutionSubgraph(inputs, outputs, this.weightMap, this._initNodes); - const {missingInputs, dynamicNode, syncInputs} = executionInfo; - if (dynamicNode != null) { - throw new Error(`This execution contains the node '${dynamicNode.name}', which has the dynamic op '${dynamicNode.op}'. Please use model.executeAsync() instead. Alternatively, to avoid the dynamic ops, specify the inputs [${syncInputs}]`); - } - if (missingInputs.length > 0) { - const outNames = outputs.map((n) => n.name); - const inNames = Object.keys(inputs); - throw new Error(`Cannot compute the outputs [${outNames}] from the provided inputs [${inNames}]. Missing the following inputs: [${missingInputs}]`); - } - return getNodesInTopologicalOrder(this.graph, this.weightMap, executionInfo); - } - execute(inputs, outputs) { - inputs = this.mapInputs(inputs); - const names = Object.keys(inputs).sort(); - this.checkInputs(inputs); - this.checkInputShapeAndType(inputs); - outputs = this.mapOutputs(outputs); - this.checkOutputs(outputs); - const inputNodes = names.map((name) => this.graph.nodes[parseNodeName(name)[0]]); - const outputNodeNames = outputs.map((name) => parseNodeName(name)[0]); - let outputNodes = outputNodeNames.map((name) => this.graph.nodes[name]); - if (outputNodes.length === 0) { - outputNodes = this._outputs; - } - const compilationKey = this.getCompilationKey(inputNodes, outputNodes); - let orderedNodes = this.compiledMap.get(compilationKey); - if (orderedNodes == null) { - orderedNodes = this.compile(inputs, outputNodes); - this.compiledMap.set(compilationKey, orderedNodes); - } - const tensorArrayMap = {}; - const tensorListMap = {}; - return tidy(() => { - const context = new ExecutionContext(this.weightMap, tensorArrayMap, tensorListMap, this.functionExecutorMap); - const tensorsMap = Object.assign({}, this.weightMap); - Object.keys(inputs).forEach((name) => { - const [nodeName, index] = parseNodeName(name); - const tensors = []; - tensors[index] = inputs[name]; - tensorsMap[nodeName] = tensors; - }); - const tensorsToKeep = this.getFrozenTensorIds(tensorsMap); - const intermediateTensorConsumerCount = {}; - for (let i = 0; i < orderedNodes.length; i++) { - const node = orderedNodes[i]; - if (!tensorsMap[node.name]) { - const tensors = executeOp18(node, tensorsMap, context, this._resourceManager); - if (util_exports.isPromise(tensors)) { - throw new Error(`The execution of the op '${node.op}' returned a promise. Please use model.executeAsync() instead.`); - } - tensorsMap[node.name] = tensors; - this.checkTensorForDisposal(node.name, node, tensorsMap, context, tensorsToKeep, outputNodeNames, intermediateTensorConsumerCount); - } - } - if (this.parent == null) { - context.dispose(tensorsToKeep); - } - return outputs.map((name) => getTensor(name, tensorsMap, context)); - }); - } - getFrozenTensorIds(tensorMap) { - const ids = [].concat.apply([], Object.keys(tensorMap).map((key) => tensorMap[key]).map((tensors) => tensors.map((tensor2) => tensor2.id))); - return new Set(ids); - } - checkTensorForDisposal(nodeName, node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount) { - if (node.category === "control" || outputNames.indexOf(nodeName) !== -1) { - return; - } - tensorMap[nodeName].forEach((tensor2) => { - if (tensor2 != null) { - intermediateTensorConsumerCount[tensor2.id] = (intermediateTensorConsumerCount[tensor2.id] || 0) + node.children.length; - } - }); - node.inputs.forEach((input2) => { - if (input2.category !== "control") { - const tensors = getTensorsForCurrentContenxt(input2.name, tensorMap, context); - if (tensors != null) { - tensors.forEach((tensor2) => { - if (tensor2 && !tensorsToKeep.has(tensor2.id)) { - const count2 = intermediateTensorConsumerCount[tensor2.id]; - if (count2 === 1) { - tensor2.dispose(); - delete intermediateTensorConsumerCount[tensor2.id]; - } else if (count2 != null) { - intermediateTensorConsumerCount[tensor2.id]--; - } - } - }); - } - } - }); - } - async executeAsync(inputs, outputs) { - return this._executeAsync(inputs, outputs); - } - async _executeAsync(inputs, outputs, isFunctionExecution = false, tensorArrayMap = {}, tensorListMap = {}) { - if (!isFunctionExecution) { - inputs = this.mapInputs(inputs); - this.checkInputs(inputs); - this.checkInputShapeAndType(inputs); - outputs = this.mapOutputs(outputs); - this.checkOutputs(outputs); - } - const context = new ExecutionContext(this.weightMap, tensorArrayMap, tensorListMap, this.functionExecutorMap); - const tensorMap = await this.executeWithControlFlow(inputs, context, outputs, isFunctionExecution); - const results = outputs.map((name) => getTensor(name, tensorMap, context)); - const outputIds = results.map((t) => t.id); - const inputIds = Object.keys(inputs).map((name) => inputs[name].id); - const keepIds = new Set([...outputIds, ...inputIds, ...this.weightIds]); - Object.keys(tensorMap).forEach((key) => { - const tensorArray = tensorMap[key]; - tensorArray.forEach((tensor2) => { - if (tensor2 && !tensor2.isDisposed && !keepIds.has(tensor2.id)) { - tensor2.dispose(); - } - }); - }); - if (this.parent == null) { - context.dispose(keepIds); - } - return results; - } - async executeFunctionAsync(inputs, tensorArrayMap, tensorListMap) { - const mappedInputs = inputs.reduce((map, tensor2, index) => { - map[this.inputs[index].name] = tensor2; - return map; - }, {}); - return this._executeAsync(mappedInputs, this.outputNodes, true, tensorArrayMap, tensorListMap); - } - async executeWithControlFlow(inputs, context, outputNames, isFunctionExecution) { - const names = Object.keys(inputs); - const inputNodes = names.map((name) => this.graph.nodes[parseNodeName(name)[0]]); - const outputNodeNames = outputNames.map((name) => parseNodeName(name)[0]); - let outputNodes = outputNodeNames.map((name) => this.graph.nodes[name]); - if (outputNodes.length === 0) { - outputNodes = this._outputs; - } - const {usedNodes, missingInputs, dynamicNode, syncInputs} = getExecutionSubgraph(inputs, outputNodes, this.weightMap, this._initNodes); - const stack2 = [ - ...inputNodes, - ...this.graph.weights, - ...this._initNodes || [] - ].map((node) => { - return {node, contexts: context.currentContext}; - }); - const tensorsMap = Object.assign({}, this.weightMap); - Object.keys(inputs).forEach((name) => { - const [nodeName, index] = parseNodeName(name); - const tensors = []; - tensors[index] = inputs[name]; - tensorsMap[nodeName] = tensors; - }); - const intermediateTensorConsumerCount = {}; - const tensorsToKeep = this.getFrozenTensorIds(tensorsMap); - const added = {}; - while (stack2.length > 0) { - const promises = this.processStack(inputNodes, stack2, context, tensorsMap, added, tensorsToKeep, outputNodeNames, intermediateTensorConsumerCount, usedNodes); - await Promise.all(promises); - } - if (dynamicNode == null && !isFunctionExecution) { - console.warn(`This model execution did not contain any nodes with control flow or dynamic output shapes. You can use model.execute() instead.`); - } - const missingOutputs = outputNodes.filter((node) => !isControlFlow(node) && !getTensor(node.name, tensorsMap, context)).map((node) => node.name); - if (missingOutputs.length > 0) { - let alternativeMsg = ""; - if (dynamicNode != null) { - alternativeMsg = `Alternatively, to avoid the dynamic ops, use model.execute() and specify the inputs [${syncInputs}]`; - } - throw new Error(`Cannot compute the outputs [${missingOutputs}] from the provided inputs [${names}]. Consider providing the following inputs: [${missingInputs}]. ${alternativeMsg}`); - } - return tensorsMap; - } - processStack(inputNodes, stack2, context, tensorMap, added, tensorsToKeep, outputNames, intermediateTensorConsumerCount, usedNodes) { - const promises = []; - while (stack2.length > 0) { - const item = stack2.pop(); - context.currentContext = item.contexts; - let nodeName = ""; - if (item.node.op === "Enter" && getParamValue("isConstant", item.node, tensorMap, context)) { - [nodeName] = getNodeNameAndIndex(item.node.name, context); - } - if (tensorMap[item.node.name] == null) { - const tensors = executeOp18(item.node, tensorMap, context, this._resourceManager); - if (!nodeName) { - [nodeName] = getNodeNameAndIndex(item.node.name, context); - } - const currentContext = context.currentContext; - if (util_exports.isPromise(tensors)) { - promises.push(tensors.then((t) => { - tensorMap[nodeName] = t; - context.currentContext = currentContext; - this.checkTensorForDisposal(nodeName, item.node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount); - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - return t; - })); - } else { - tensorMap[nodeName] = tensors; - this.checkTensorForDisposal(nodeName, item.node, tensorMap, context, tensorsToKeep, outputNames, intermediateTensorConsumerCount); - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - } - } else { - this.processChildNodes(item.node, stack2, context, tensorMap, added, usedNodes); - } - } - return promises; - } - processChildNodes(node, stack2, context, tensorMap, added, usedNodes) { - node.children.forEach((childNode) => { - const [nodeName] = getNodeNameAndIndex(childNode.name, context); - if (added[nodeName] || !usedNodes.has(childNode.name)) { - return; - } - if (childNode.op === "Merge") { - if (childNode.inputNames.some((name) => { - return !!getTensor(name, tensorMap, context); - })) { - added[nodeName] = true; - stack2.push({contexts: context.currentContext, node: childNode}); - } - } else if (childNode.inputNames.every((name) => { - return !!getTensor(name, tensorMap, context); - })) { - added[nodeName] = true; - stack2.push({contexts: context.currentContext, node: childNode}); - } - }); - } - dispose() { - Object.keys(this.weightMap).forEach((key) => this.weightMap[key].forEach((tensor2) => tensor2.dispose())); - } - checkInputShapeAndType(inputs) { - Object.keys(inputs).forEach((name) => { - const input2 = inputs[name]; - const [nodeName] = parseNodeName(name); - const node = this.graph.nodes[nodeName]; - if (node.attrParams["shape"] && node.attrParams["shape"].value) { - const shape = node.attrParams["shape"].value; - const match2 = shape.length === input2.shape.length && input2.shape.every((dim, index) => shape[index] === -1 || shape[index] === dim); - util_exports.assert(match2, () => `The shape of dict['${node.name}'] provided in model.execute(dict) must be [${shape}], but was [${input2.shape}]`); - } - if (node.attrParams["dtype"] && node.attrParams["dtype"].value) { - util_exports.assert(input2.dtype === node.attrParams["dtype"].value, () => `The dtype of dict['${node.name}'] provided in model.execute(dict) must be ${node.attrParams["dtype"].value}, but was ${input2.dtype}`); - } - }); - } - mapInputs(inputs) { - const result = {}; - for (const inputName in inputs) { - if (this._signature != null && this._signature.inputs != null && this._signature.inputs[inputName] != null) { - const tensor2 = this._signature.inputs[inputName]; - result[tensor2.name] = inputs[inputName]; - } else { - result[inputName] = inputs[inputName]; - } - } - return result; - } - checkInputs(inputs) { - const notInGraph = Object.keys(inputs).filter((name) => { - const [nodeName] = parseNodeName(name); - return this.graph.nodes[nodeName] == null; - }); - if (notInGraph.length > 0) { - throw new Error(`The dict provided in model.execute(dict) has keys: [${notInGraph}] that are not part of graph`); - } - } - mapOutputs(outputs) { - return outputs.map((name) => { - if (this._signature != null && this._signature.outputs != null && this._signature.outputs[name] != null) { - const tensor2 = this._signature.outputs[name]; - return tensor2.name; - } - return name; - }, {}); - } - checkOutputs(outputs) { - outputs.forEach((name) => { - const [normalizedName] = parseNodeName(name); - if (!this.graph.nodes[normalizedName]) { - throw new Error(`The output '${name}' is not found in the graph`); - } - }); - } - }; - var ResourceManager = class { - constructor(hashTableNameToHandle = {}, hashTableMap = {}) { - this.hashTableNameToHandle = hashTableNameToHandle; - this.hashTableMap = hashTableMap; - } - addHashTable(name, hashTable2) { - this.hashTableNameToHandle[name] = hashTable2.handle; - this.hashTableMap[hashTable2.id] = hashTable2; - } - getHashTableHandleByName(name) { - return this.hashTableNameToHandle[name]; - } - getHashTableById(id) { - return this.hashTableMap[id]; - } - dispose() { - for (const key in this.hashTableMap) { - this.hashTableMap[key].clearAndClose(); - delete this.hashTableMap[key]; - } - for (const name in this.hashTableNameToHandle) { - this.hashTableNameToHandle[name].dispose(); - delete this.hashTableNameToHandle[name]; - } - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var TFHUB_SEARCH_PARAM = "?tfjs-format=file"; - var DEFAULT_MODEL_NAME = "model.json"; - var GraphModel = class { - constructor(modelUrl, loadOptions = {}) { - this.modelUrl = modelUrl; - this.loadOptions = loadOptions; - this.version = "n/a"; - if (loadOptions == null) { - this.loadOptions = {}; - } - this.resourceManager = new ResourceManager(); - } - get modelVersion() { - return this.version; - } - get inputNodes() { - return this.executor.inputNodes; - } - get outputNodes() { - return this.executor.outputNodes; - } - get inputs() { - return this.executor.inputs; - } - get outputs() { - return this.executor.outputs; - } - get weights() { - return this.executor.weightMap; - } - get metadata() { - return this.artifacts.userDefinedMetadata; - } - get modelSignature() { - return this.signature; - } - findIOHandler() { - const path = this.modelUrl; - if (path.load != null) { - this.handler = path; - } else if (this.loadOptions.requestInit != null) { - this.handler = io_exports.browserHTTPRequest(path, this.loadOptions); - } else { - const handlers = io_exports.getLoadHandlers(path, this.loadOptions); - if (handlers.length === 0) { - handlers.push(io_exports.browserHTTPRequest(path, this.loadOptions)); - } else if (handlers.length > 1) { - throw new Error(`Found more than one (${handlers.length}) load handlers for URL '${[path]}'`); - } - this.handler = handlers[0]; - } - } - async load() { - this.findIOHandler(); - if (this.handler.load == null) { - throw new Error("Cannot proceed with model loading because the IOHandler provided does not have the `load` method implemented."); - } - const artifacts = await this.handler.load(); - return this.loadSync(artifacts); - } - loadSync(artifacts) { - this.artifacts = artifacts; - const graph2 = this.artifacts.modelTopology; - let signature; - if (this.artifacts.userDefinedMetadata != null && this.artifacts.userDefinedMetadata.signature != null) { - signature = this.artifacts.userDefinedMetadata.signature; - } else { - signature = this.artifacts.signature; - } - this.signature = signature; - this.version = `${graph2.versions.producer}.${graph2.versions.minConsumer}`; - const weightMap = io_exports.decodeWeights(this.artifacts.weightData, this.artifacts.weightSpecs); - this.executor = new GraphExecutor(OperationMapper.Instance.transformGraph(graph2, this.signature)); - this.executor.weightMap = this.convertTensorMapToTensorsMap(weightMap); - this.executor.resourceManager = this.resourceManager; - if (artifacts.modelInitializer != null && artifacts.modelInitializer.node != null) { - const initializer = OperationMapper.Instance.transformGraph(artifacts.modelInitializer); - this.initializer = new GraphExecutor(initializer); - this.initializer.weightMap = this.executor.weightMap; - this.initializer.resourceManager = this.resourceManager; - this.initializer.executeAsync({}, []); - } - return true; - } - async save(handlerOrURL, config3) { - if (typeof handlerOrURL === "string") { - const handlers = io_exports.getSaveHandlers(handlerOrURL); - if (handlers.length === 0) { - throw new Error(`Cannot find any save handlers for URL '${handlerOrURL}'`); - } else if (handlers.length > 1) { - throw new Error(`Found more than one (${handlers.length}) save handlers for URL '${handlerOrURL}'`); - } - handlerOrURL = handlers[0]; - } - if (handlerOrURL.save == null) { - throw new Error("GraphModel.save() cannot proceed because the IOHandler provided does not have the `save` attribute defined."); - } - return handlerOrURL.save(this.artifacts); - } - predict(inputs, config3) { - return this.execute(inputs, this.outputNodes); - } - normalizeInputs(inputs) { - if (!(inputs instanceof Tensor) && !Array.isArray(inputs)) { - return inputs; - } - inputs = Array.isArray(inputs) ? inputs : [inputs]; - if (inputs.length !== this.inputNodes.length) { - throw new Error(`Input tensor count mismatch,the graph model has ${this.inputNodes.length} placeholders, while there are ${inputs.length} input tensors.`); - } - return this.inputNodes.reduce((map, inputName, i) => { - map[inputName] = inputs[i]; - return map; - }, {}); - } - normalizeOutputs(outputs) { - outputs = outputs || this.outputNodes; - return !Array.isArray(outputs) ? [outputs] : outputs; - } - execute(inputs, outputs) { - inputs = this.normalizeInputs(inputs); - outputs = this.normalizeOutputs(outputs); - const result = this.executor.execute(inputs, outputs); - return result.length > 1 ? result : result[0]; - } - async executeAsync(inputs, outputs) { - inputs = this.normalizeInputs(inputs); - outputs = this.normalizeOutputs(outputs); - const result = await this.executor.executeAsync(inputs, outputs); - return result.length > 1 ? result : result[0]; - } - convertTensorMapToTensorsMap(map) { - return Object.keys(map).reduce((newMap, key) => { - newMap[key] = [map[key]]; - return newMap; - }, {}); - } - dispose() { - this.executor.dispose(); - if (this.initializer) { - this.initializer.dispose(); - } - this.resourceManager.dispose(); - } - }; - async function loadGraphModel(modelUrl, options = {}) { - if (modelUrl == null) { - throw new Error("modelUrl in loadGraphModel() cannot be null. Please provide a url or an IOHandler that loads the model"); - } - if (options == null) { - options = {}; - } - if (options.fromTFHub) { - if (modelUrl.load == null) { - if (!modelUrl.endsWith("/")) { - modelUrl = modelUrl + "/"; - } - modelUrl = `${modelUrl}${DEFAULT_MODEL_NAME}${TFHUB_SEARCH_PARAM}`; - } - } - const model22 = new GraphModel(modelUrl, options); - await model22.load(); - return model22; - } - /** @license See the LICENSE file. */ - var version11 = "3.3.0"; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var dist_exports = {}; - __export2(dist_exports, { - CSVDataset: () => CSVDataset, - Dataset: () => Dataset, - FileDataSource: () => FileDataSource, - TextLineDataset: () => TextLineDataset, - URLDataSource: () => URLDataSource, - array: () => array, - csv: () => csv, - func: () => func, - generator: () => generator, - microphone: () => microphone, - version_data: () => version12, - webcam: () => webcam, - zip: () => zip - }); - var seedrandom4 = __toModule(require_seedrandom4()); - var seedrandom3 = __toModule(require_seedrandom4()); - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - function deepMap(input2, mapFn) { - return deepMapInternal(input2, mapFn); - } - function deepMapInternal(input2, mapFn, seen = new Map(), containedIn = new Set()) { - if (input2 == null) { - return null; - } - if (containedIn.has(input2)) { - throw new Error("Circular references are not supported."); - } - if (seen.has(input2)) { - return seen.get(input2); - } - const result = mapFn(input2); - if (result.recurse && result.value !== null) { - throw new Error("A deep map function may not return both a value and recurse=true."); - } - if (!result.recurse) { - seen.set(input2, result.value); - return result.value; - } else if (isIterable2(input2)) { - const mappedIterable = Array.isArray(input2) ? [] : {}; - containedIn.add(input2); - for (const k in input2) { - const child = input2[k]; - const childResult = deepMapInternal(child, mapFn, seen, containedIn); - mappedIterable[k] = childResult; - } - containedIn.delete(input2); - return mappedIterable; - } else { - throw new Error(`Can't recurse into non-iterable type: ${input2}`); - } - } - function deepZip(inputs, zipFn = zipToList) { - return deepZipInternal(inputs, zipFn); - } - function deepZipInternal(inputs, zipFn, containedIn = new Set()) { - const input2 = inputs[0]; - if (containedIn.has(input2)) { - throw new Error("Circular references are not supported."); - } - const result = zipFn(inputs); - if (result.recurse && result.value !== null) { - throw new Error("A deep zip function may not return both a value and recurse=true."); - } - if (!result.recurse) { - return result.value; - } else if (isIterable2(input2)) { - const mappedIterable = Array.isArray(input2) ? [] : {}; - containedIn.add(input2); - for (const k in input2) { - const children = inputs.map((x) => x[k]); - const childResult = deepZipInternal(children, zipFn, containedIn); - mappedIterable[k] = childResult; - } - containedIn.delete(input2); - return mappedIterable; - } else { - throw new Error(`Can't recurse into non-iterable type: ${input2}`); - } - } - function zipToList(x) { - if (x === null) { - return null; - } - if (isIterable2(x[0])) { - return {value: null, recurse: true}; - } else { - return {value: x, recurse: false}; - } - } - async function deepMapAndAwaitAll(input2, mapFn) { - const seen = new Map(); - deepMapInternal(input2, mapFn, seen); - for (const key of Array.from(seen.keys())) { - const value = seen.get(key); - if (util_exports.isPromise(value)) { - const mappedValue = await value; - seen.set(key, mappedValue); - } - } - const result = deepMapInternal(input2, mapFn, seen); - return result; - } - function isIterable2(obj) { - return obj != null && !ArrayBuffer.isView(obj) && (Array.isArray(obj) || typeof obj === "object" && !(obj instanceof Tensor)); - } - function canTensorify(obj) { - return obj == null || isPrimitive(obj) || Array.isArray(obj) || typeof obj === "object" && obj instanceof Tensor || util_exports.isTypedArray(obj); - } - function isPrimitive(value) { - return value === null || typeof value !== "object" && typeof value !== "function"; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - function deepClone(container) { - return deepMap(container, cloneIfTensor); - } - function cloneIfTensor(item) { - if (item instanceof Tensor) { - return {value: item.clone(), recurse: false}; - } else if (isIterable2(item)) { - return {value: null, recurse: true}; - } else { - return {value: item, recurse: false}; - } - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var RingBuffer = class { - constructor(capacity) { - this.capacity = capacity; - this.begin = 0; - this.end = 0; - if (capacity == null) { - throw new RangeError("Can't create a ring buffer of unknown capacity."); - } - if (capacity < 1) { - throw new RangeError("Can't create ring buffer of capacity < 1."); - } - this.data = new Array(capacity); - this.doubledCapacity = 2 * capacity; - } - wrap(index) { - while (index < 0) { - index += this.doubledCapacity; - } - return index % this.doubledCapacity; - } - get(index) { - if (index < 0) { - throw new RangeError("Can't get item at a negative index."); - } - return this.data[index % this.capacity]; - } - set(index, value) { - if (index < 0) { - throw new RangeError("Can't set item at a negative index."); - } - this.data[index % this.capacity] = value; - } - length() { - let length = this.end - this.begin; - if (length < 0) { - length = this.doubledCapacity + length; - } - return length; - } - isFull() { - return this.length() === this.capacity; - } - isEmpty() { - return this.length() === 0; - } - push(value) { - if (this.isFull()) { - throw new RangeError("Ring buffer is full."); - } - this.set(this.end, value); - this.end = this.wrap(this.end + 1); - } - pushAll(values) { - for (const value of values) { - this.push(value); - } - } - pop() { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - this.end = this.wrap(this.end - 1); - const result = this.get(this.end); - this.set(this.end, void 0); - return result; - } - unshift(value) { - if (this.isFull()) { - throw new RangeError("Ring buffer is full."); - } - this.begin = this.wrap(this.begin - 1); - this.set(this.begin, value); - } - shift() { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - const result = this.get(this.begin); - this.set(this.begin, void 0); - this.begin = this.wrap(this.begin + 1); - return result; - } - shuffleExcise(relativeIndex) { - if (this.isEmpty()) { - throw new RangeError("Ring buffer is empty."); - } - const index = this.wrap(this.begin + relativeIndex); - const result = this.get(index); - this.set(index, this.pop()); - return result; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var GrowingRingBuffer = class extends RingBuffer { - constructor() { - super(GrowingRingBuffer.INITIAL_CAPACITY); - } - isFull() { - return false; - } - push(value) { - if (super.isFull()) { - this.expand(); - } - super.push(value); - } - unshift(value) { - if (super.isFull()) { - this.expand(); - } - super.unshift(value); - } - expand() { - const newCapacity = this.capacity * 2; - const newData = new Array(newCapacity); - const len = this.length(); - for (let i = 0; i < len; i++) { - newData[i] = this.get(this.wrap(this.begin + i)); - } - this.data = newData; - this.capacity = newCapacity; - this.doubledCapacity = 2 * this.capacity; - this.begin = 0; - this.end = len; - } - }; - GrowingRingBuffer.INITIAL_CAPACITY = 32; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - function iteratorFromItems(items) { - return new ArrayIterator(items); - } - function iteratorFromFunction(func2) { - return new FunctionCallIterator(func2); - } - function iteratorFromConcatenated(baseIterators, baseErrorHandler) { - return new ChainedIterator(baseIterators, baseErrorHandler); - } - function iteratorFromZipped(iterators, mismatchMode = ZipMismatchMode.FAIL) { - return new ZipIterator(iterators, mismatchMode); - } - var LazyIterator = class { - async toArray() { - const result = []; - let x = await this.next(); - while (!x.done) { - result.push(x.value); - x = await this.next(); - } - return result; - } - async toArrayForTest() { - const stream = this.prefetch(100); - const result = []; - let x = await stream.next(); - while (!x.done) { - result.push(x.value); - x = await stream.next(); - } - return result; - } - async resolveFully() { - let x = await this.next(); - while (!x.done) { - x = await this.next(); - } - } - async resolveWhile(predicate) { - let x = await this.next(); - let shouldContinue = predicate(x.value); - while (!x.done && shouldContinue) { - x = await this.next(); - shouldContinue = predicate(x.value); - } - } - handleErrors(handler) { - return new ErrorHandlingLazyIterator(this, handler); - } - filter(predicate) { - return new FilterIterator(this, predicate); - } - map(transform4) { - return new MapIterator(this, transform4); - } - mapAsync(transform4) { - return new AsyncMapIterator(this, transform4); - } - serialMapAsync(transform4) { - return new AsyncMapIterator(this, transform4).serial(); - } - flatmap(transform4) { - return new FlatmapIterator(this, transform4); - } - async forEachAsync(f) { - return this.map(f).resolveFully(); - } - async serialForEach(f) { - return this.serialMapAsync(f).resolveWhile((x) => x === true); - } - rowMajorBatch(batchSize, smallLastBatch = true) { - return new RowMajorBatchIterator(this, batchSize, smallLastBatch); - } - columnMajorBatch(batchSize, smallLastBatch = true, zipFn = zipToList) { - const rowBatches = this.rowMajorBatch(batchSize, smallLastBatch); - return rowBatches.map((x) => deepZip(x, zipFn)); - } - concatenate(iterator, baseErrorHandler) { - return new ChainedIterator(iteratorFromItems([this, iterator]), baseErrorHandler); - } - take(count2) { - if (count2 < 0 || count2 == null) { - return this; - } - return new TakeIterator(this, count2); - } - skip(count2) { - if (count2 < 0 || count2 == null) { - return this; - } - return new SkipIterator(this, count2); - } - prefetch(bufferSize) { - return new PrefetchIterator(this, bufferSize); - } - shuffle(windowSize, seed) { - return new ShuffleIterator(this, windowSize, seed); - } - serial() { - return new SerialIterator(this); - } - }; - var ArrayIterator = class extends LazyIterator { - constructor(items) { - super(); - this.items = items; - this.trav = 0; - } - summary() { - return `Array of ${this.items.length} items`; - } - async next() { - if (this.trav >= this.items.length) { - return {value: null, done: true}; - } - const item = this.items[this.trav]; - this.trav++; - return {value: deepClone(item), done: false}; - } - }; - var FunctionCallIterator = class extends LazyIterator { - constructor(nextFn) { - super(); - this.nextFn = nextFn; - } - summary() { - return `Function call`; - } - async next() { - try { - return this.nextFn(); - } catch (e) { - e.message = `Error thrown while iterating through a dataset: ${e.message}`; - throw e; - } - } - }; - var SerialIterator = class extends LazyIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Serial`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - return this.upstream.next(); - } - }; - var SkipIterator = class extends LazyIterator { - constructor(upstream, maxCount) { - super(); - this.upstream = upstream; - this.maxCount = maxCount; - this.count = 0; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Skip`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (this.count++ < this.maxCount) { - const skipped7 = await this.upstream.next(); - if (skipped7.done) { - return skipped7; - } - dispose(skipped7.value); - } - return this.upstream.next(); - } - }; - var TakeIterator = class extends LazyIterator { - constructor(upstream, maxCount) { - super(); - this.upstream = upstream; - this.maxCount = maxCount; - this.count = 0; - } - summary() { - return `${this.upstream.summary()} -> Take`; - } - async next() { - if (this.count++ >= this.maxCount) { - return {value: null, done: true}; - } - return this.upstream.next(); - } - }; - var RowMajorBatchIterator = class extends LazyIterator { - constructor(upstream, batchSize, enableSmallLastBatch = true) { - super(); - this.upstream = upstream; - this.batchSize = batchSize; - this.enableSmallLastBatch = enableSmallLastBatch; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> RowMajorBatch`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - const batch = []; - while (batch.length < this.batchSize) { - const item = await this.upstream.next(); - if (item.done) { - if (this.enableSmallLastBatch && batch.length > 0) { - return {value: batch, done: false}; - } - return {value: null, done: true}; - } - batch.push(item.value); - } - return {value: batch, done: false}; - } - }; - var FilterIterator = class extends LazyIterator { - constructor(upstream, predicate) { - super(); - this.upstream = upstream; - this.predicate = predicate; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> Filter`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (true) { - const item = await this.upstream.next(); - if (item.done || this.predicate(item.value)) { - return item; - } - dispose(item.value); - } - } - }; - var MapIterator = class extends LazyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> Map`; - } - async next() { - const item = await this.upstream.next(); - if (item.done) { - return {value: null, done: true}; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mapped = this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mapped); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return {value: mapped, done: false}; - } - }; - var ErrorHandlingLazyIterator = class extends LazyIterator { - constructor(upstream, handler) { - super(); - this.upstream = upstream; - this.handler = handler; - this.count = 0; - this.lastRead = Promise.resolve({value: null, done: false}); - } - summary() { - return `${this.upstream.summary()} -> handleErrors`; - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (true) { - try { - return await this.upstream.next(); - } catch (e) { - if (!this.handler(e)) { - return {value: null, done: true}; - } - } - } - } - }; - var AsyncMapIterator = class extends LazyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> AsyncMap`; - } - async next() { - const item = await this.upstream.next(); - if (item.done) { - return {value: null, done: true}; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mapped = await this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mapped); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return {value: mapped, done: false}; - } - }; - var OneToManyIterator = class extends LazyIterator { - constructor() { - super(); - this.outputQueue = new GrowingRingBuffer(); - this.lastRead = Promise.resolve({value: null, done: false}); - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - async serialNext() { - while (this.outputQueue.length() === 0) { - if (!await this.pump()) { - return {value: null, done: true}; - } - } - return {value: this.outputQueue.shift(), done: false}; - } - }; - var FlatmapIterator = class extends OneToManyIterator { - constructor(upstream, transform4) { - super(); - this.upstream = upstream; - this.transform = transform4; - } - summary() { - return `${this.upstream.summary()} -> Flatmap`; - } - async pump() { - const item = await this.upstream.next(); - if (item.done) { - return false; - } - const inputTensors = tensor_util_exports.getTensorsInContainer(item.value); - const mappedArray = this.transform(item.value); - const outputTensors = tensor_util_exports.getTensorsInContainer(mappedArray); - this.outputQueue.pushAll(mappedArray); - for (const t of inputTensors) { - if (!tensor_util_exports.isTensorInList(t, outputTensors)) { - t.dispose(); - } - } - return true; - } - }; - var ChainedIterator = class extends LazyIterator { - constructor(iterators, baseErrorHandler) { - super(); - this.baseErrorHandler = baseErrorHandler; - this.lastRead = null; - this.iterator = null; - this.moreIterators = iterators; - } - summary() { - const upstreamSummaries = "TODO: fill in upstream of chained summaries"; - return `${upstreamSummaries} -> Chained`; - } - async next() { - this.lastRead = this.readFromChain(this.lastRead); - return this.lastRead; - } - async readFromChain(lastRead) { - await lastRead; - if (this.iterator == null) { - const iteratorResult = await this.moreIterators.next(); - if (iteratorResult.done) { - return {value: null, done: true}; - } - this.iterator = iteratorResult.value; - if (this.baseErrorHandler != null) { - this.iterator = this.iterator.handleErrors(this.baseErrorHandler); - } - } - const itemResult = await this.iterator.next(); - if (itemResult.done) { - this.iterator = null; - return this.readFromChain(lastRead); - } - return itemResult; - } - }; - var ZipMismatchMode; - (function(ZipMismatchMode2) { - ZipMismatchMode2[ZipMismatchMode2["FAIL"] = 0] = "FAIL"; - ZipMismatchMode2[ZipMismatchMode2["SHORTEST"] = 1] = "SHORTEST"; - ZipMismatchMode2[ZipMismatchMode2["LONGEST"] = 2] = "LONGEST"; - })(ZipMismatchMode || (ZipMismatchMode = {})); - var ZipIterator = class extends LazyIterator { - constructor(iterators, mismatchMode = ZipMismatchMode.FAIL) { - super(); - this.iterators = iterators; - this.mismatchMode = mismatchMode; - this.count = 0; - this.currentPromise = null; - } - summary() { - const upstreamSummaries = "TODO: fill in upstream of zip summaries"; - return `{${upstreamSummaries}} -> Zip`; - } - async nextState(afterState) { - await afterState; - let numIterators = 0; - let iteratorsDone = 0; - function getNext(container) { - if (container instanceof LazyIterator) { - const result = container.next(); - return { - value: result.then((x) => { - numIterators++; - if (x.done) { - iteratorsDone++; - } - return x.value; - }), - recurse: false - }; - } else { - return {value: null, recurse: true}; - } - } - const mapped = await deepMapAndAwaitAll(this.iterators, getNext); - if (numIterators === iteratorsDone) { - return {value: null, done: true}; - } - if (iteratorsDone > 0) { - switch (this.mismatchMode) { - case ZipMismatchMode.FAIL: - throw new Error(`Zipped streams should have the same length. Mismatched at element ${this.count}.`); - case ZipMismatchMode.SHORTEST: - return {value: null, done: true}; - case ZipMismatchMode.LONGEST: - default: - } - } - this.count++; - return {value: mapped, done: false}; - } - async next() { - this.currentPromise = this.nextState(this.currentPromise); - return this.currentPromise; - } - }; - var PrefetchIterator = class extends LazyIterator { - constructor(upstream, bufferSize) { - super(); - this.upstream = upstream; - this.bufferSize = bufferSize; - this.buffer = new RingBuffer(bufferSize); - } - summary() { - return `${this.upstream.summary()} -> Prefetch`; - } - refill() { - while (!this.buffer.isFull()) { - const v = this.upstream.next(); - this.buffer.push(v); - } - } - next() { - this.refill(); - return this.buffer.shift(); - } - }; - var ShuffleIterator = class extends PrefetchIterator { - constructor(upstream, windowSize, seed) { - super(upstream, windowSize); - this.upstream = upstream; - this.windowSize = windowSize; - this.upstreamExhausted = false; - this.random = seedrandom3.alea(seed || util_exports.now().toString()); - this.lastRead = Promise.resolve({value: null, done: false}); - } - async next() { - this.lastRead = this.lastRead.then(() => this.serialNext()); - return this.lastRead; - } - randomInt(max6) { - return Math.floor(this.random() * max6); - } - chooseIndex() { - return this.randomInt(this.buffer.length()); - } - async serialNext() { - if (!this.upstreamExhausted) { - this.refill(); - } - while (!this.buffer.isEmpty()) { - const chosenIndex = this.chooseIndex(); - const result = await this.buffer.shuffleExcise(chosenIndex); - if (result.done) { - this.upstreamExhausted = true; - } else { - this.refill(); - return result; - } - } - return {value: null, done: true}; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var Dataset = class { - constructor() { - this.size = null; - } - batch(batchSize, smallLastBatch = true) { - const base2 = this; - util_exports.assert(batchSize > 0, () => `batchSize needs to be positive, but it is - ${batchSize}`); - let size; - if (this.size === Infinity || this.size == null) { - size = this.size; - } else if (smallLastBatch) { - size = Math.ceil(this.size / batchSize); - } else { - size = Math.floor(this.size / batchSize); - } - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).columnMajorBatch(batchSize, smallLastBatch, deepBatchConcat); - }, size); - } - concatenate(dataset) { - const base2 = this; - let size; - if (this.size === Infinity || dataset.size === Infinity) { - size = Infinity; - } else if (this.size != null && dataset.size != null) { - size = this.size + dataset.size; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).concatenate(await dataset.iterator()), size); - } - filter(predicate) { - const base2 = this; - let size; - if (this.size === Infinity) { - size = Infinity; - } else { - size = null; - } - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).filter((x) => tidy(() => predicate(x))); - }, size); - } - async forEachAsync(f) { - return (await this.iterator()).forEachAsync(f); - } - map(transform4) { - const base2 = this; - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).map((x) => tidy(() => transform4(x))); - }, this.size); - } - mapAsync(transform4) { - const base2 = this; - return datasetFromIteratorFn(async () => { - return (await base2.iterator()).mapAsync(transform4); - }, this.size); - } - prefetch(bufferSize) { - if (bufferSize == null) { - throw new RangeError("`Dataset.prefetch()` requires bufferSize to be specified."); - } - const base2 = this; - return datasetFromIteratorFn(async () => (await base2.iterator()).prefetch(bufferSize), this.size); - } - repeat(count2) { - const base2 = this; - let size; - if (this.size != null && count2 > 0) { - size = this.size * count2; - } else if (count2 === 0) { - size = 0; - } else if (this.size != null && (count2 === void 0 || count2 < 0)) { - size = Infinity; - } else { - size = null; - } - return datasetFromIteratorFn(async () => { - const iteratorIterator = iteratorFromFunction(async () => ({value: await base2.iterator(), done: false})); - return iteratorFromConcatenated(iteratorIterator.take(count2)); - }, size); - } - skip(count2) { - const base2 = this; - let size; - if (this.size != null && count2 >= 0 && this.size >= count2) { - size = this.size - count2; - } else if (this.size != null && (this.size < count2 || count2 === void 0 || count2 < 0)) { - size = 0; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).skip(count2), size); - } - shuffle(bufferSize, seed, reshuffleEachIteration = true) { - if (bufferSize == null || bufferSize < 0) { - if (this.size == null) { - throw new RangeError("`Dataset.shuffle()` requires bufferSize to be specified."); - } else { - throw new RangeError(`\`Dataset.shuffle()\` requires bufferSize to be specified. If your data fits in main memory (for regular JS objects), and/or GPU memory (for \`tf.Tensor\`s), consider setting bufferSize to the dataset size (${this.size} elements)`); - } - } - const base2 = this; - const random = seedrandom4.alea(seed || util_exports.now().toString()); - return datasetFromIteratorFn(async () => { - let seed2 = random.int32(); - if (reshuffleEachIteration) { - seed2 += random.int32(); - } - return (await base2.iterator()).shuffle(bufferSize, seed2.toString()); - }, this.size); - } - take(count2) { - const base2 = this; - let size; - if (this.size != null && this.size > count2) { - size = count2; - } else if (this.size != null && this.size <= count2) { - size = this.size; - } else { - size = null; - } - return datasetFromIteratorFn(async () => (await base2.iterator()).take(count2), size); - } - async toArray() { - if (this.size === Infinity) { - throw new Error("Can not convert infinite data stream to array."); - } - return (await this.iterator()).toArray(); - } - async toArrayForTest() { - if (this.size === Infinity) { - throw new Error("Can not convert infinite data stream to array."); - } - return (await this.iterator()).toArrayForTest(); - } - }; - Dataset.MAX_BUFFER_SIZE = 1e4; - function datasetFromIteratorFn(iteratorFn, size = null) { - return new class extends Dataset { - constructor() { - super(...arguments); - this.size = size; - } - async iterator() { - return iteratorFn(); - } - }(); - } - function array(items) { - return datasetFromIteratorFn(async () => iteratorFromItems(items), items.length); - } - function zip(datasets) { - if (!isIterable2(datasets)) { - throw new Error("The argument to zip() must be an object or array."); - } - let size; - if (Array.isArray(datasets)) { - for (let i = 0; i < datasets.length; i++) { - size = size == null ? datasets[i].size : Math.min(size, datasets[i].size); - } - } else if (datasets instanceof Object) { - for (const ds in datasets) { - size = size == null ? datasets[ds].size : Math.min(size, datasets[ds].size); - } - } - return datasetFromIteratorFn(async () => { - const streams = await deepMapAndAwaitAll(datasets, (d) => { - if (d instanceof Dataset) { - return {value: d.iterator(), recurse: false}; - } else if (isIterable2(d)) { - return {value: null, recurse: true}; - } else { - throw new Error("Leaves of the structure passed to zip() must be Datasets, not primitives."); - } - }); - return iteratorFromZipped(streams, ZipMismatchMode.SHORTEST); - }, size); - } - function deepBatchConcat(rows) { - if (rows === null) { - return null; - } - const exampleRow = rows[0]; - if (canTensorify(exampleRow)) { - const value = batchConcat(rows); - return {value, recurse: false}; - } - return {value: null, recurse: true}; - } - function batchConcat(arrays) { - if (arrays.length === 0) { - throw new Error("Can't make a batch of zero elements."); - } - if (arrays[0] instanceof Tensor) { - return stack(arrays); - } else { - return tensor(arrays); - } - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var TextLineDataset = class extends Dataset { - constructor(input2) { - super(); - this.input = input2; - } - async iterator() { - const inputIterator = await this.input.iterator(); - const utf8Iterator = inputIterator.decodeUTF8(); - const lineIterator = utf8Iterator.split("\n").map((line) => { - if (line.endsWith("\r")) { - line = line.slice(0, -1); - } - return line; - }); - return lineIterator; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var CODE_QUOTE = '"'; - var STATE_OUT = Symbol("out"); - var STATE_FIELD = Symbol("field"); - var STATE_QUOTE = Symbol("quote"); - var STATE_QUOTE_AFTER_QUOTE = Symbol("quoteafterquote"); - var STATE_WITHIN_QUOTE_IN_QUOTE = Symbol("quoteinquote"); - var CSVDataset = class extends Dataset { - constructor(input2, csvConfig) { - super(); - this.input = input2; - this.hasHeader = true; - this.fullColumnNames = null; - this.columnNamesValidated = false; - this.columnConfigs = null; - this.configuredColumnsOnly = false; - this.delimiter = ","; - this.delimWhitespace = false; - this.base = new TextLineDataset(input2); - if (!csvConfig) { - csvConfig = {}; - } - this.hasHeader = csvConfig.hasHeader === false ? false : true; - this.fullColumnNames = csvConfig.columnNames; - this.columnConfigs = csvConfig.columnConfigs; - this.configuredColumnsOnly = csvConfig.configuredColumnsOnly; - if (csvConfig.delimWhitespace) { - util_exports.assert(csvConfig.delimiter == null, () => "Delimiter should not be provided when delimWhitespace is true."); - this.delimWhitespace = true; - this.delimiter = " "; - } else { - this.delimiter = csvConfig.delimiter ? csvConfig.delimiter : ","; - } - } - async columnNames() { - if (!this.columnNamesValidated) { - await this.setColumnNames(); - } - return this.configuredColumnsOnly ? Object.keys(this.columnConfigs) : this.fullColumnNames; - } - async setColumnNames() { - const columnNamesFromFile = await this.maybeReadHeaderLine(); - if (!this.fullColumnNames && !columnNamesFromFile) { - throw new Error("Column names must be provided if there is no header line."); - } else if (this.fullColumnNames && columnNamesFromFile) { - util_exports.assert(columnNamesFromFile.length === this.fullColumnNames.length, () => "The length of provided columnNames (" + this.fullColumnNames.length.toString() + ") does not match the length of the header line read from file (" + columnNamesFromFile.length.toString() + ")."); - } - if (!this.fullColumnNames) { - this.fullColumnNames = columnNamesFromFile; - } - const counts = this.fullColumnNames.reduce((countAcc, name) => { - countAcc[name] = countAcc[name] + 1 || 1; - return countAcc; - }, {}); - const duplicateNames = Object.keys(counts).filter((name) => counts[name] > 1); - util_exports.assert(duplicateNames.length === 0, () => "Duplicate column names found: " + duplicateNames.toString()); - if (this.columnConfigs) { - for (const key of Object.keys(this.columnConfigs)) { - const index = this.fullColumnNames.indexOf(key); - if (index === -1) { - throw new Error('The key "' + key + '" provided in columnConfigs does not match any of the column names (' + this.fullColumnNames.toString() + ")."); - } - } - } - this.columnNamesValidated = true; - } - async maybeReadHeaderLine() { - if (this.hasHeader) { - const iter = await this.base.iterator(); - const firstElement = await iter.next(); - if (firstElement.done) { - throw new Error("No data was found for CSV parsing."); - } - const firstLine = firstElement.value; - const headers = this.parseRow(firstLine, false); - return headers; - } else { - return null; - } - } - async iterator() { - if (!this.columnNamesValidated) { - await this.setColumnNames(); - } - let lines2 = await this.base.iterator(); - if (this.hasHeader) { - lines2 = lines2.skip(1); - } - return lines2.map((x) => this.makeDataElement(x)); - } - makeDataElement(line) { - const values = this.parseRow(line); - const features = {}; - const labels2 = {}; - for (let i = 0; i < this.fullColumnNames.length; i++) { - const key = this.fullColumnNames[i]; - const config3 = this.columnConfigs ? this.columnConfigs[key] : null; - if (this.configuredColumnsOnly && !config3) { - continue; - } else { - const value = values[i]; - let parsedValue = null; - if (value === "") { - if (config3 && config3.default !== void 0) { - parsedValue = config3.default; - } else if (config3 && (config3.required || config3.isLabel)) { - throw new Error(`Required column ${key} is empty in this line: ${line}`); - } else { - parsedValue = void 0; - } - } else { - const valueAsNum = Number(value); - if (isNaN(valueAsNum)) { - if (config3 && config3.dtype === "bool") { - parsedValue = this.getBoolean(value); - } else { - parsedValue = value; - } - } else if (!config3 || !config3.dtype) { - parsedValue = valueAsNum; - } else { - switch (config3.dtype) { - case "float32": - parsedValue = valueAsNum; - break; - case "int32": - parsedValue = Math.floor(valueAsNum); - break; - case "bool": - parsedValue = this.getBoolean(value); - break; - default: - parsedValue = valueAsNum; - } - } - } - config3 && config3.isLabel ? labels2[key] = parsedValue : features[key] = parsedValue; - } - } - if (Object.keys(labels2).length === 0) { - return features; - } else { - return {xs: features, ys: labels2}; - } - } - getBoolean(value) { - if (value === "1" || value.toLowerCase() === "true") { - return 1; - } else { - return 0; - } - } - parseRow(line, validateElementCount = true) { - const result = []; - let readOffset = 0; - const readLength = line.length; - let currentState = STATE_OUT; - for (let i = 0; i < readLength; i++) { - switch (currentState) { - case STATE_OUT: - switch (line.charAt(i)) { - case CODE_QUOTE: - readOffset = i + 1; - currentState = STATE_QUOTE; - break; - case this.delimiter: - readOffset = i + 1; - if (this.delimiter === " " && this.delimWhitespace) { - break; - } - result.push(""); - currentState = STATE_OUT; - break; - default: - currentState = STATE_FIELD; - readOffset = i; - break; - } - break; - case STATE_FIELD: - switch (line.charAt(i)) { - case this.delimiter: - result.push(line.substring(readOffset, i)); - currentState = STATE_OUT; - readOffset = i + 1; - break; - default: - } - break; - case STATE_QUOTE: - switch (line.charAt(i)) { - case CODE_QUOTE: - currentState = STATE_QUOTE_AFTER_QUOTE; - break; - default: - } - break; - case STATE_QUOTE_AFTER_QUOTE: - switch (line.charAt(i)) { - case this.delimiter: - result.push(line.substring(readOffset, i - 1)); - currentState = STATE_OUT; - readOffset = i + 1; - break; - case CODE_QUOTE: - currentState = STATE_QUOTE; - break; - default: - currentState = STATE_WITHIN_QUOTE_IN_QUOTE; - break; - } - break; - case STATE_WITHIN_QUOTE_IN_QUOTE: - switch (line.charAt(i)) { - case CODE_QUOTE: - currentState = STATE_QUOTE; - break; - default: - } - break; - default: - } - } - if (currentState === STATE_QUOTE_AFTER_QUOTE) { - result.push(line.substring(readOffset, readLength - 1)); - } else { - result.push(line.substring(readOffset)); - } - if (validateElementCount && result.length !== this.fullColumnNames.length) { - throw new Error(`Invalid row in csv file. Should have ${this.fullColumnNames.length} elements in a row, but got ${result}`); - } - return result; - } - }; - /** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var MicrophoneIterator = class extends LazyIterator { - constructor(microphoneConfig) { - super(); - this.microphoneConfig = microphoneConfig; - this.isClosed = false; - this.fftSize = microphoneConfig.fftSize || 1024; - const fftSizeLog2 = Math.log2(this.fftSize); - if (this.fftSize < 0 || fftSizeLog2 < 4 || fftSizeLog2 > 14 || !Number.isInteger(fftSizeLog2)) { - throw new Error(`Invalid fftSize: it must be a power of 2 between 2 to 4 and 2 to 14, but got ${this.fftSize}`); - } - this.numFrames = microphoneConfig.numFramesPerSpectrogram || 43; - this.sampleRateHz = microphoneConfig.sampleRateHz; - this.columnTruncateLength = microphoneConfig.columnTruncateLength || this.fftSize; - this.audioTrackConstraints = microphoneConfig.audioTrackConstraints; - this.smoothingTimeConstant = microphoneConfig.smoothingTimeConstant || 0; - this.includeSpectrogram = microphoneConfig.includeSpectrogram === false ? false : true; - this.includeWaveform = microphoneConfig.includeWaveform === true ? true : false; - if (!this.includeSpectrogram && !this.includeWaveform) { - throw new Error("Both includeSpectrogram and includeWaveform are false. At least one type of data should be returned."); - } - } - summary() { - return `microphone`; - } - static async create(microphoneConfig = {}) { - if (env().get("IS_NODE")) { - throw new Error("microphone API is only supported in browser environment."); - } - const microphoneIterator = new MicrophoneIterator(microphoneConfig); - await microphoneIterator.start(); - return microphoneIterator; - } - async start() { - try { - this.stream = await navigator.mediaDevices.getUserMedia({ - audio: this.audioTrackConstraints == null ? true : this.audioTrackConstraints, - video: false - }); - } catch (e) { - throw new Error(`Error thrown while initializing video stream: ${e.message}`); - } - if (!this.stream) { - throw new Error("Could not obtain audio from microphone."); - } - const ctxConstructor = window.AudioContext || window.webkitAudioContext; - this.audioContext = new ctxConstructor(); - if (!this.sampleRateHz) { - this.sampleRateHz = this.audioContext.sampleRate; - } else if (this.audioContext.sampleRate !== this.sampleRateHz) { - throw new Error(`Mismatch in sampling rate: Expected: ${this.sampleRateHz}; Actual: ${this.audioContext.sampleRate}`); - } - const streamSource = this.audioContext.createMediaStreamSource(this.stream); - this.analyser = this.audioContext.createAnalyser(); - this.analyser.fftSize = this.fftSize * 2; - this.analyser.smoothingTimeConstant = this.smoothingTimeConstant; - streamSource.connect(this.analyser); - this.freqData = new Float32Array(this.fftSize); - this.timeData = new Float32Array(this.fftSize); - return; - } - async next() { - if (this.isClosed) { - return {value: null, done: true}; - } - let spectrogramTensor; - let waveformTensor; - const audioDataQueue = await this.getAudioData(); - if (this.includeSpectrogram) { - const freqData = this.flattenQueue(audioDataQueue.freqDataQueue); - spectrogramTensor = this.getTensorFromAudioDataArray(freqData, [this.numFrames, this.columnTruncateLength, 1]); - } - if (this.includeWaveform) { - const timeData = this.flattenQueue(audioDataQueue.timeDataQueue); - waveformTensor = this.getTensorFromAudioDataArray(timeData, [this.numFrames * this.fftSize, 1]); - } - return { - value: {spectrogram: spectrogramTensor, waveform: waveformTensor}, - done: false - }; - } - async capture() { - return (await this.next()).value; - } - async getAudioData() { - const freqDataQueue = []; - const timeDataQueue = []; - let currentFrames = 0; - return new Promise((resolve) => { - const intervalID = setInterval(() => { - if (this.includeSpectrogram) { - this.analyser.getFloatFrequencyData(this.freqData); - if (this.freqData[0] === -Infinity) { - resolve({freqDataQueue, timeDataQueue}); - } - freqDataQueue.push(this.freqData.slice(0, this.columnTruncateLength)); - } - if (this.includeWaveform) { - this.analyser.getFloatTimeDomainData(this.timeData); - timeDataQueue.push(this.timeData.slice()); - } - if (++currentFrames === this.numFrames) { - clearInterval(intervalID); - resolve({freqDataQueue, timeDataQueue}); - } - }, this.fftSize / this.sampleRateHz * 1e3); - }); - } - stop() { - if (!this.isClosed) { - this.isClosed = true; - this.analyser.disconnect(); - this.audioContext.close(); - if (this.stream != null && this.stream.getTracks().length > 0) { - this.stream.getTracks()[0].stop(); - } - } - } - toArray() { - throw new Error("Can not convert infinite audio stream to array."); - } - getSampleRate() { - return this.sampleRateHz; - } - flattenQueue(queue) { - const frameSize = queue[0].length; - const freqData = new Float32Array(queue.length * frameSize); - queue.forEach((data2, i) => freqData.set(data2, i * frameSize)); - return freqData; - } - getTensorFromAudioDataArray(freqData, shape) { - const vals = new Float32Array(util_exports.sizeFromShape(shape)); - vals.set(freqData, vals.length - freqData.length); - return tensor(vals, shape); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var WebcamIterator = class extends LazyIterator { - constructor(webcamVideoElement, webcamConfig) { - super(); - this.webcamVideoElement = webcamVideoElement; - this.webcamConfig = webcamConfig; - this.isClosed = true; - this.resize = false; - if (this.needToResize()) { - this.resize = true; - this.cropSize = [this.webcamConfig.resizeHeight, this.webcamConfig.resizeWidth]; - this.cropBoxInd = tensor1d([0], "int32"); - if (this.webcamConfig.centerCrop) { - const widthCroppingRatio = this.webcamConfig.resizeWidth * 1 / this.webcamVideoElement.width; - const heightCroppingRatio = this.webcamConfig.resizeHeight * 1 / this.webcamVideoElement.height; - const widthCropStart = (1 - widthCroppingRatio) / 2; - const heightCropStart = (1 - heightCroppingRatio) / 2; - const widthCropEnd = widthCropStart + widthCroppingRatio; - const heightCropEnd = heightCroppingRatio + heightCropStart; - this.cropBox = tensor2d([heightCropStart, widthCropStart, heightCropEnd, widthCropEnd], [1, 4]); - } else { - this.cropBox = tensor2d([0, 0, 1, 1], [1, 4]); - } - } - } - summary() { - return `webcam`; - } - static async create(webcamVideoElement, webcamConfig = {}) { - if (env().get("IS_NODE")) { - throw new Error("tf.data.webcam is only supported in browser environment."); - } - if (!webcamVideoElement) { - webcamVideoElement = document.createElement("video"); - if (!webcamConfig.resizeWidth || !webcamConfig.resizeHeight) { - throw new Error("Please provide webcam video element, or resizeWidth and resizeHeight to create a hidden video element."); - } - webcamVideoElement.width = webcamConfig.resizeWidth; - webcamVideoElement.height = webcamConfig.resizeHeight; - } - const webcamIterator = new WebcamIterator(webcamVideoElement, webcamConfig); - await webcamIterator.start(); - return webcamIterator; - } - async start() { - if (this.webcamConfig.facingMode) { - util_exports.assert(this.webcamConfig.facingMode === "user" || this.webcamConfig.facingMode === "environment", () => `Invalid webcam facing mode: ${this.webcamConfig.facingMode}. Please provide 'user' or 'environment'`); - } - try { - this.stream = await navigator.mediaDevices.getUserMedia({ - video: { - deviceId: this.webcamConfig.deviceId, - facingMode: this.webcamConfig.facingMode ? this.webcamConfig.facingMode : "user", - width: this.webcamVideoElement.width, - height: this.webcamVideoElement.height - } - }); - } catch (e) { - e.message = `Error thrown while initializing video stream: ${e.message}`; - throw e; - } - if (!this.stream) { - throw new Error("Could not obtain video from webcam."); - } - try { - this.webcamVideoElement.srcObject = this.stream; - } catch (error) { - console.log(error); - this.webcamVideoElement.src = window.URL.createObjectURL(this.stream); - } - this.webcamVideoElement.play(); - this.isClosed = false; - return new Promise((resolve) => { - this.webcamVideoElement.onloadedmetadata = () => { - resolve(); - }; - }); - } - async next() { - if (this.isClosed) { - return {value: null, done: true}; - } - let img; - try { - img = browser_exports.fromPixels(this.webcamVideoElement); - } catch (e) { - throw new Error(`Error thrown converting video to pixels: ${JSON.stringify(e)}`); - } - if (this.resize) { - try { - return {value: this.cropAndResizeFrame(img), done: false}; - } catch (e) { - throw new Error(`Error thrown cropping the video: ${e.message}`); - } finally { - img.dispose(); - } - } else { - return {value: img, done: false}; - } - } - needToResize() { - if (this.webcamConfig.resizeWidth && this.webcamConfig.resizeHeight && (this.webcamVideoElement.width !== this.webcamConfig.resizeWidth || this.webcamVideoElement.height !== this.webcamConfig.resizeHeight)) { - return true; - } - return false; - } - cropAndResizeFrame(img) { - return tidy(() => { - const expandedImage = expandDims(cast(img, "float32"), 0); - let resizedImage; - resizedImage = image.cropAndResize(expandedImage, this.cropBox, this.cropBoxInd, this.cropSize, "bilinear"); - const shape = resizedImage.shape; - return reshape(resizedImage, shape.slice(1)); - }); - } - async capture() { - return (await this.next()).value; - } - stop() { - const tracks = this.stream.getTracks(); - tracks.forEach((track) => track.stop()); - try { - this.webcamVideoElement.srcObject = null; - } catch (error) { - console.log(error); - this.webcamVideoElement.src = null; - } - this.isClosed = true; - } - toArray() { - throw new Error("Can not convert infinite video stream to array."); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var DataSource = class { - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var StringIterator = class extends LazyIterator { - split(separator) { - return new SplitIterator(this, separator); - } - }; - var SplitIterator = class extends StringIterator { - constructor(upstream, separator) { - super(); - this.upstream = upstream; - this.impl = new SplitIteratorImpl(upstream, separator); - } - summary() { - return this.impl.summary(); - } - async next() { - return this.impl.next(); - } - }; - var SplitIteratorImpl = class extends OneToManyIterator { - constructor(upstream, separator) { - super(); - this.upstream = upstream; - this.separator = separator; - this.carryover = ""; - } - summary() { - return `${this.upstream.summary()} -> Split('${this.separator}')`; - } - async pump() { - const chunkResult = await this.upstream.next(); - if (chunkResult.done) { - if (this.carryover === "") { - return false; - } - this.outputQueue.push(this.carryover); - this.carryover = ""; - return true; - } - const lines2 = chunkResult.value.split(this.separator); - lines2[0] = this.carryover + lines2[0]; - for (const line of lines2.slice(0, -1)) { - this.outputQueue.push(line); - } - this.carryover = lines2[lines2.length - 1]; - return true; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var ByteChunkIterator = class extends LazyIterator { - decodeUTF8() { - return new Utf8Iterator(this); - } - }; - var Utf8Iterator = class extends StringIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - this.impl = new Utf8IteratorImpl(upstream); - } - summary() { - return this.impl.summary(); - } - async next() { - return this.impl.next(); - } - }; - var Utf8IteratorImpl = class extends OneToManyIterator { - constructor(upstream) { - super(); - this.upstream = upstream; - if (env().get("IS_BROWSER")) { - this.decoder = new TextDecoder("utf-8"); - } else { - const {StringDecoder} = require_string_decoder(); - this.decoder = new StringDecoder("utf8"); - } - } - summary() { - return `${this.upstream.summary()} -> Utf8`; - } - async pump() { - const chunkResult = await this.upstream.next(); - let chunk; - if (chunkResult.done) { - return false; - } else { - chunk = chunkResult.value; - } - let text; - if (env().get("IS_BROWSER")) { - text = this.decoder.decode(chunk, {stream: true}); - } else { - text = this.decoder.write(Buffer.from(chunk.buffer)); - } - this.outputQueue.push(text); - return true; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var FileChunkIterator = class extends ByteChunkIterator { - constructor(file, options = {}) { - super(); - this.file = file; - this.options = options; - util_exports.assert(file instanceof Uint8Array || (env().get("IS_BROWSER") ? file instanceof File || file instanceof Blob : false), () => "FileChunkIterator only supports File, Blob and Uint8Array right now."); - this.offset = options.offset || 0; - this.chunkSize = options.chunkSize || 1024 * 1024; - } - summary() { - return `FileChunks ${this.file}`; - } - async next() { - if (this.offset >= (this.file instanceof Uint8Array ? this.file.byteLength : this.file.size)) { - return {value: null, done: true}; - } - const chunk = new Promise((resolve, reject) => { - const end = this.offset + this.chunkSize; - if (this.file instanceof Uint8Array) { - resolve(new Uint8Array(this.file.slice(this.offset, end))); - } else { - const fileReader = new FileReader(); - fileReader.onload = (event) => { - let data2 = fileReader.result; - if (data2 instanceof ArrayBuffer) { - data2 = new Uint8Array(data2); - } - if (!(data2 instanceof Uint8Array)) { - return reject(new TypeError("FileReader returned unknown type.")); - } - resolve(data2); - }; - fileReader.onabort = (event) => { - return reject(new Error("Aborted")); - }; - fileReader.onerror = (event) => { - return reject(new Error(event.type)); - }; - const slice5 = this.file.slice(this.offset, end); - fileReader.readAsArrayBuffer(slice5); - } - this.offset = end; - }); - return {value: await chunk, done: false}; - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - async function urlChunkIterator(url, options = {}) { - let urlString; - let requestInit; - if (typeof url === "string") { - urlString = url; - } else { - urlString = url.url; - requestInit = getRequestInitFromRequest(url); - } - const response = await util_exports.fetch(urlString, requestInit); - if (response.ok) { - const uint8Array = new Uint8Array(await response.arrayBuffer()); - return new FileChunkIterator(uint8Array, options); - } else { - throw new Error(response.statusText); - } - } - var getRequestInitFromRequest = (request) => { - const init2 = { - method: request.method, - headers: request.headers, - body: request.body, - mode: request.mode, - credentials: request.credentials, - cache: request.cache, - redirect: request.redirect, - referrer: request.referrer, - integrity: request.integrity - }; - return init2; - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - function isLocalPath(source) { - return typeof source === "string" && source.substr(0, 7) === "file://"; - } - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var FileDataSource = class extends DataSource { - constructor(input2, options = {}) { - super(); - this.input = input2; - this.options = options; - } - async iterator() { - if (isLocalPath(this.input) && env().get("IS_NODE")) { - const fs = require("fs"); - this.input = fs.readFileSync(this.input.substr(7)); - } - return new FileChunkIterator(this.input, this.options); - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - var URLDataSource = class extends DataSource { - constructor(url, fileOptions = {}) { - super(); - this.url = url; - this.fileOptions = fileOptions; - } - async iterator() { - if (isLocalPath(this.url)) { - return new FileDataSource(this.url, this.fileOptions).iterator(); - } else { - return urlChunkIterator(this.url, this.fileOptions); - } - } - }; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * - * ============================================================================= - */ - function csv(source, csvConfig = {}) { - return new CSVDataset(new URLDataSource(source), csvConfig); - } - function func(f) { - const iter = iteratorFromFunction(f); - return datasetFromIteratorFn(async () => iter); - } - function generator(generator2) { - return datasetFromIteratorFn(async () => { - const gen = await generator2(); - return iteratorFromFunction(() => gen.next()); - }); - } - async function webcam(webcamVideoElement, webcamConfig) { - return WebcamIterator.create(webcamVideoElement, webcamConfig); - } - async function microphone(microphoneConfig) { - return MicrophoneIterator.create(microphoneConfig); - } - /** @license See the LICENSE file. */ - var version12 = "3.3.0"; - /** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - var version13 = { - tfjs: version, - "tfjs-core": version2, - "tfjs-data": version3, - "tfjs-layers": version4, - "tfjs-converter": version5, - "tfjs-backend-cpu": version7, - "tfjs-backend-webgl": version8, - "tfjs-backend-wasm": version9 - }; - - // src/tfjs/backend.ts - var config = { - name: "humangl", - priority: 99, - canvas: null, - gl: null, - width: 1024, - height: 1024, - webGLattr: { - alpha: false, - antialias: false, - premultipliedAlpha: false, - preserveDrawingBuffer: false, - depth: false, - stencil: false, - failIfMajorPerformanceCaveat: false, - desynchronized: true - } - }; - function register() { - if (!findBackend(config.name)) { - log("backend registration:", config.name); - try { - config.canvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(config.width, config.height) : document.createElement("canvas"); - } catch (err) { - log("error: cannot create canvas:", err); - return; - } - try { - config.gl = config.canvas.getContext("webgl2", config.webGLattr); - } catch (err) { - log("error: cannot get WebGL2 context:", err); - return; - } - try { - setWebGLContext(2, config.gl); - } catch (err) { - log("error: cannot set WebGL2 context:", err); - return; - } - try { - const ctx = new GPGPUContext(config.gl); - registerBackend(config.name, () => new MathBackendWebGL(ctx), config.priority); - } catch (err) { - log("error: cannot register WebGL backend:", err); - return; - } - try { - const kernels = getKernelsForBackend("webgl"); - kernels.forEach((kernelConfig) => { - const newKernelConfig = {...kernelConfig, backendName: config.name}; - registerKernel(newKernelConfig); - }); - } catch (err) { - log("error: cannot update WebGL backend registration:", err); - return; - } - try { - ENV.set("WEBGL_VERSION", 2); - } catch (err) { - log("error: cannot set WebGL backend flags:", err); - return; - } - log("backend registered:", config.name); - } - } - - // src/age/age.ts - var age_exports = {}; - __export(age_exports, { - load: () => load, - predict: () => predict - }); - - // src/profile.ts - var data = {}; - function run(modelName, profileData) { - if (!profileData || !profileData.kernels) - return; - const maxResults = 5; - const time2 = profileData.kernels.filter((a) => a.kernelTimeMs > 0).reduce((a, b) => a += b.kernelTimeMs, 0); - const slowest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.kernelTimeMs > 0).sort((a, b) => b.kernelTimeMs - a.kernelTimeMs); - const largest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.totalBytesSnapshot > 0).sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot); - if (slowest.length > maxResults) - slowest.length = maxResults; - if (largest.length > maxResults) - largest.length = maxResults; - data[modelName] = { - model: modelName, - newBytes: profileData.newBytes, - newTensors: profileData.newTensors, - peakBytes: profileData.peakBytes, - numKernelOps: profileData.kernels.length, - timeKernelOps: time2, - slowestKernelOps: slowest, - largestKernelOps: largest - }; - log("profiler", modelName, data[modelName]); - } - - // src/age/age.ts - var model2; - var last = {age: 0}; - var skipped = Number.MAX_SAFE_INTEGER; - async function load(config3) { - if (!model2) { - model2 = await loadGraphModel(config3.face.age.modelPath); - if (config3.debug) - log(`load model: ${config3.face.age.modelPath.match(/\/(.*)\./)[1]}`); - } - return model2; - } - async function predict(image3, config3) { - if (!model2) - return null; - if (skipped < config3.face.age.skipFrames && config3.videoOptimized && last.age && last.age > 0) { - skipped++; - return last; - } - if (config3.videoOptimized) - skipped = 0; - else - skipped = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model2.inputs[0].shape[2], model2.inputs[0].shape[1]], false); - const enhance3 = mul(resize, [255]); - dispose(resize); - let ageT; - const obj = {age: 0}; - if (!config3.profile) { - if (config3.face.age.enabled) - ageT = await model2.predict(enhance3); - } else { - const profileAge = config3.face.age.enabled ? await profile(() => model2.predict(enhance3)) : {}; - ageT = profileAge.result.clone(); - profileAge.result.dispose(); - run("age", profileAge); - } - enhance3.dispose(); - if (ageT) { - const data2 = ageT.dataSync(); - obj.age = Math.trunc(10 * data2[0]) / 10; - } - ageT.dispose(); - last = obj; - resolve(obj); - }); - } - - // src/gender/gender.ts - var gender_exports = {}; - __export(gender_exports, { - load: () => load2, - predict: () => predict2 - }); - var model3; - var last2 = {gender: ""}; - var skipped2 = Number.MAX_SAFE_INTEGER; - var alternative = false; - var rgb = [0.2989, 0.587, 0.114]; - async function load2(config3) { - if (!model3) { - model3 = await loadGraphModel(config3.face.gender.modelPath); - alternative = model3.inputs[0].shape[3] === 1; - if (config3.debug) - log(`load model: ${config3.face.gender.modelPath.match(/\/(.*)\./)[1]}`); - } - return model3; - } - async function predict2(image3, config3) { - if (!model3) - return null; - if (skipped2 < config3.face.gender.skipFrames && config3.videoOptimized && last2.gender !== "") { - skipped2++; - return last2; - } - if (config3.videoOptimized) - skipped2 = 0; - else - skipped2 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model3.inputs[0].shape[2], model3.inputs[0].shape[1]], false); - let enhance3; - if (alternative) { - enhance3 = tidy(() => { - const [red, green, blue] = split(resize, 3, 3); - const redNorm = mul(red, rgb[0]); - const greenNorm = mul(green, rgb[1]); - const blueNorm = mul(blue, rgb[2]); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - const normalize = grayscale.sub(0.5).mul(2); - return normalize; - }); - } else { - enhance3 = mul(resize, [255]); - } - dispose(resize); - let genderT; - const obj = {gender: "", confidence: 0}; - if (!config3.profile) { - if (config3.face.gender.enabled) - genderT = await model3.predict(enhance3); - } else { - const profileGender = config3.face.gender.enabled ? await profile(() => model3.predict(enhance3)) : {}; - genderT = profileGender.result.clone(); - profileGender.result.dispose(); - run("gender", profileGender); - } - enhance3.dispose(); - if (genderT) { - if (!Array.isArray(genderT)) { - const data2 = genderT.dataSync(); - if (alternative) { - if (data2[0] > config3.face.gender.minConfidence || data2[1] > config3.face.gender.minConfidence) { - obj.gender = data2[0] > data2[1] ? "female" : "male"; - obj.confidence = data2[0] > data2[1] ? Math.trunc(100 * data2[0]) / 100 : Math.trunc(100 * data2[1]) / 100; - } - } else { - const confidence = Math.trunc(200 * Math.abs(data2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = data2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - } - genderT.dispose(); - } else { - const gender2 = genderT[0].dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - genderT.forEach((t) => dispose(t)); - } - } - last2 = obj; - resolve(obj); - }); - } - - // src/emotion/emotion.ts - var emotion_exports = {}; - __export(emotion_exports, { - load: () => load3, - predict: () => predict3 - }); - var annotations = ["angry", "disgust", "fear", "happy", "sad", "surprise", "neutral"]; - var model4; - var last3 = []; - var skipped3 = Number.MAX_SAFE_INTEGER; - var rgb2 = [0.2989, 0.587, 0.114]; - async function load3(config3) { - if (!model4) { - model4 = await loadGraphModel(config3.face.emotion.modelPath); - if (config3.debug) - log(`load model: ${config3.face.emotion.modelPath.match(/\/(.*)\./)[1]}`); - } - return model4; - } - async function predict3(image3, config3) { - if (!model4) - return null; - if (skipped3 < config3.face.emotion.skipFrames && config3.videoOptimized && last3.length > 0) { - skipped3++; - return last3; - } - if (config3.videoOptimized) - skipped3 = 0; - else - skipped3 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = image.resizeBilinear(image3, [model4.inputs[0].shape[2], model4.inputs[0].shape[1]], false); - const [red, green, blue] = split(resize, 3, 3); - resize.dispose(); - const redNorm = mul(red, rgb2[0]); - const greenNorm = mul(green, rgb2[1]); - const blueNorm = mul(blue, rgb2[2]); - red.dispose(); - green.dispose(); - blue.dispose(); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - redNorm.dispose(); - greenNorm.dispose(); - blueNorm.dispose(); - const normalize = tidy(() => grayscale.sub(0.5).mul(2)); - grayscale.dispose(); - const obj = []; - if (config3.face.emotion.enabled) { - let data2; - if (!config3.profile) { - const emotionT = await model4.predict(normalize); - data2 = emotionT.dataSync(); - dispose(emotionT); - } else { - const profileData = await profile(() => model4.predict(normalize)); - data2 = profileData.result.dataSync(); - profileData.result.dispose(); - run("emotion", profileData); - } - for (let i = 0; i < data2.length; i++) { - if (data2[i] > config3.face.emotion.minConfidence) - obj.push({score: Math.min(0.99, Math.trunc(100 * data2[i]) / 100), emotion: annotations[i]}); - } - obj.sort((a, b) => b.score - a.score); - } - normalize.dispose(); - last3 = obj; - resolve(obj); - }); - } - - // src/embedding/embedding.ts - var model5; - async function load4(config3) { - if (!model5) { - model5 = await loadGraphModel(config3.face.embedding.modelPath); - if (config3.debug) - log(`load model: ${config3.face.embedding.modelPath.match(/\/(.*)\./)[1]}`); - } - return model5; - } - function similarity(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum6, now3) => sum6 + now3, 0) ** (1 / order); - const res = Math.max(Math.trunc(1e3 * (1 - distance)) / 1e3, 0); - return res; - } - function enhance(input2) { - const image3 = tidy(() => { - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const tensor2 = input2.image || input2.tensor; - if (!(tensor2 instanceof Tensor)) - return null; - const crop = tensor2.shape.length === 3 ? image.cropAndResize(expandDims(tensor2, 0), box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]) : image.cropAndResize(tensor2, box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]); - const rgb3 = [0.2989, 0.587, 0.114]; - const [red, green, blue] = split(crop, 3, 3); - const redNorm = mul(red, rgb3[0]); - const greenNorm = mul(green, rgb3[1]); - const blueNorm = mul(blue, rgb3[2]); - const grayscale = addN([redNorm, greenNorm, blueNorm]); - const merge = stack([grayscale, grayscale, grayscale], 3).squeeze(4); - const darken = merge.sub(merge.min()); - const lighten = darken.div(darken.max()); - return lighten; - }); - return image3; - } - async function predict4(input2, config3) { - if (!model5) - return []; - return new Promise(async (resolve) => { - let data2 = []; - if (config3.face.embedding.enabled) { - const image3 = enhance(input2); - if (!config3.profile) { - data2 = tidy(() => { - const res = model5.predict(image3); - const reshape6 = res.reshape([128, 2]); - const reduce2 = reshape6.logSumExp(1); - const output = reduce2.dataSync(); - return [...output]; - }); - } else { - const profileData = await profile(() => model5.predict({img_inputs: image3})); - data2 = [...profileData.result.dataSync()]; - profileData.result.dispose(); - run("emotion", profileData); - } - dispose(image3); - } - resolve(data2); - }); - } - - // src/faceres/faceres.ts - var faceres_exports = {}; - __export(faceres_exports, { - enhance: () => enhance2, - load: () => load5, - match: () => match, - predict: () => predict5, - similarity: () => similarity2 - }); - var model6; - var last4 = {age: 0}; - var skipped4 = Number.MAX_SAFE_INTEGER; - async function load5(config3) { - if (!model6) { - model6 = await loadGraphModel(config3.face.description.modelPath); - if (config3.debug) - log(`load model: ${config3.face.description.modelPath.match(/\/(.*)\./)[1]}`); - } - return model6; - } - function similarity2(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = 4 * embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum6, now3) => sum6 + now3, 0) ** (1 / order); - const res = Math.max(0, 100 - distance) / 100; - return res; - } - function match(embedding4, db, threshold2 = 0) { - let best = {similarity: 0, name: "", source: "", embedding: []}; - if (!embedding4 || !db || !Array.isArray(embedding4) || !Array.isArray(db)) - return best; - for (const f of db) { - if (f.embedding && f.name) { - const perc = similarity2(embedding4, f.embedding); - if (perc > threshold2 && perc > best.similarity) - best = {...f, similarity: perc}; - } - } - return best; - } - function enhance2(input2) { - const image3 = tidy(() => { - const tensor2 = input2.image || input2.tensor || input2; - if (!(tensor2 instanceof Tensor)) - return null; - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const crop = tensor2.shape.length === 3 ? image.cropAndResize(expandDims(tensor2, 0), box3, [0], [model6.inputs[0].shape[2], model6.inputs[0].shape[1]]) : image.cropAndResize(tensor2, box3, [0], [model6.inputs[0].shape[2], model6.inputs[0].shape[1]]); - const norm2 = crop.mul(255); - return norm2; - }); - return image3; - } - async function predict5(image3, config3) { - if (!model6) - return null; - if (skipped4 < config3.face.description.skipFrames && config3.videoOptimized && last4.age && last4.age > 0) { - skipped4++; - return last4; - } - if (config3.videoOptimized) - skipped4 = 0; - else - skipped4 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const enhanced = enhance2(image3); - let resT; - const obj = { - age: 0, - gender: "unknown", - genderConfidence: 0, - descriptor: [] - }; - if (!config3.profile) { - if (config3.face.description.enabled) - resT = await model6.predict(enhanced); - } else { - const profileDesc = config3.face.description.enabled ? await profile(() => model6.predict(enhanced)) : {}; - resT = profileDesc.result; - run("faceres", profileDesc); - } - dispose(enhanced); - if (resT) { - tidy(() => { - const gender2 = resT.find((t) => t.shape[1] === 1).dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.genderConfidence = Math.min(0.99, confidence); - } - const age2 = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0]; - const all5 = resT.find((t) => t.shape[1] === 100).dataSync(); - obj.age = Math.round(all5[age2 - 1] > all5[age2 + 1] ? 10 * age2 - 100 * all5[age2 - 1] : 10 * age2 + 100 * all5[age2 + 1]) / 10; - const desc = resT.find((t) => t.shape[1] === 1024); - obj.descriptor = [...desc.dataSync()]; - }); - resT.forEach((t) => dispose(t)); - } - last4 = obj; - resolve(obj); - }); - } - - // src/faceall.ts - var calculateFaceAngle = (face4, image_size) => { - const degrees = (theta) => theta * 180 / Math.PI; - const normalize = (v) => { - const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]); - v[0] /= length; - v[1] /= length; - v[2] /= length; - return v; - }; - const subVectors = (a, b) => { - const x = a[0] - b[0]; - const y = a[1] - b[1]; - const z = a[2] - b[2]; - return [x, y, z]; - }; - const crossVectors = (a, b) => { - const x = a[1] * b[2] - a[2] * b[1]; - const y = a[2] * b[0] - a[0] * b[2]; - const z = a[0] * b[1] - a[1] * b[0]; - return [x, y, z]; - }; - const rotationMatrixToEulerAngle = (r) => { - const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r; - let thetaX; - let thetaY; - let thetaZ; - if (r10 < 1) { - if (r10 > -1) { - thetaZ = Math.asin(r10); - thetaY = Math.atan2(-r20, r00); - thetaX = Math.atan2(-r12, r11); - } else { - thetaZ = -Math.PI / 2; - thetaY = -Math.atan2(r21, r22); - thetaX = 0; - } - } else { - thetaZ = Math.PI / 2; - thetaY = Math.atan2(r21, r22); - thetaX = 0; - } - return {pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ}; - }; - const meshToEulerAngle = (mesh2) => { - const radians = (a12, a22, b1, b2) => Math.atan2(b2 - a22, b1 - a12); - const angle2 = { - pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]), - yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]), - roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1]) - }; - return angle2; - }; - const mesh = face4.meshRaw; - if (!mesh || mesh.length < 300) - return {angle: {pitch: 0, yaw: 0, roll: 0}, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1]}; - const size = Math.max(face4.boxRaw[2] * image_size[0], face4.boxRaw[3] * image_size[1]) / 1.5; - const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [ - pt[0] * image_size[0] / size, - pt[1] * image_size[1] / size, - pt[2] - ]); - const y_axis = normalize(subVectors(pts[1], pts[0])); - let x_axis = normalize(subVectors(pts[3], pts[2])); - const z_axis = normalize(crossVectors(x_axis, y_axis)); - x_axis = crossVectors(y_axis, z_axis); - const matrix = [ - x_axis[0], - x_axis[1], - x_axis[2], - y_axis[0], - y_axis[1], - y_axis[2], - z_axis[0], - z_axis[1], - z_axis[2] - ]; - const angle = rotationMatrixToEulerAngle(matrix); - return {angle, matrix}; - }; - var detectFace = async (parent, input2) => { - var _a, _b, _c, _d, _e, _f, _g; - let timeStamp; - let ageRes; - let genderRes; - let emotionRes; - let embeddingRes; - let descRes; - const faceRes = []; - parent.state = "run:face"; - timeStamp = now(); - const faces = await ((_a = parent.models.face) == null ? void 0 : _a.estimateFaces(input2, parent.config)); - parent.perf.face = Math.trunc(now() - timeStamp); - if (!faces) - return []; - for (const face4 of faces) { - parent.analyze("Get Face"); - if (!face4.image || face4.image.isDisposedInternal) { - log("Face object is disposed:", face4.image); - continue; - } - const rotation = calculateFaceAngle(face4, [input2.shape[2], input2.shape[1]]); - parent.analyze("Start Age:"); - if (parent.config.async) { - ageRes = parent.config.face.age.enabled ? predict(face4.image, parent.config) : {}; - } else { - parent.state = "run:age"; - timeStamp = now(); - ageRes = parent.config.face.age.enabled ? await predict(face4.image, parent.config) : {}; - parent.perf.age = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Gender:"); - if (parent.config.async) { - genderRes = parent.config.face.gender.enabled ? predict2(face4.image, parent.config) : {}; - } else { - parent.state = "run:gender"; - timeStamp = now(); - genderRes = parent.config.face.gender.enabled ? await predict2(face4.image, parent.config) : {}; - parent.perf.gender = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Emotion:"); - if (parent.config.async) { - emotionRes = parent.config.face.emotion.enabled ? predict3(face4.image, parent.config) : {}; - } else { - parent.state = "run:emotion"; - timeStamp = now(); - emotionRes = parent.config.face.emotion.enabled ? await predict3(face4.image, parent.config) : {}; - parent.perf.emotion = Math.trunc(now() - timeStamp); - } - parent.analyze("End Emotion:"); - parent.analyze("Start Embedding:"); - if (parent.config.async) { - embeddingRes = parent.config.face.embedding.enabled ? predict4(face4, parent.config) : []; - } else { - parent.state = "run:embedding"; - timeStamp = now(); - embeddingRes = parent.config.face.embedding.enabled ? await predict4(face4, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Embedding:"); - parent.analyze("Start Description:"); - if (parent.config.async) { - descRes = parent.config.face.description.enabled ? predict5(face4, parent.config) : []; - } else { - parent.state = "run:description"; - timeStamp = now(); - descRes = parent.config.face.description.enabled ? await predict5(face4.image, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Description:"); - if (parent.config.async) { - [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]); - } - parent.analyze("Finish Face:"); - if (!parent.config.face.iris.enabled && ((_b = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _b.leftEyeIris) && ((_c = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _c.rightEyeIris)) { - delete face4.annotations.leftEyeIris; - delete face4.annotations.rightEyeIris; - } - const irisSize = ((_d = face4.annotations) == null ? void 0 : _d.leftEyeIris) && ((_e = face4.annotations) == null ? void 0 : _e.rightEyeIris) ? 11.7 * Math.max(Math.abs(face4.annotations.leftEyeIris[3][0] - face4.annotations.leftEyeIris[1][0]), Math.abs(face4.annotations.rightEyeIris[4][1] - face4.annotations.rightEyeIris[2][1])) : 0; - faceRes.push({ - ...face4, - age: descRes.age || ageRes.age, - gender: descRes.gender || genderRes.gender, - genderConfidence: descRes.genderConfidence || genderRes.confidence, - embedding: descRes.descriptor || embeddingRes, - emotion: emotionRes, - iris: irisSize !== 0 ? Math.trunc(irisSize) / 100 : 0, - rotation, - tensor: parent.config.face.detector.return ? (_f = face4.image) == null ? void 0 : _f.squeeze() : null - }); - (_g = face4.image) == null ? void 0 : _g.dispose(); - parent.analyze("End Face"); - } - parent.analyze("End FaceMesh:"); - if (parent.config.async) { - if (parent.perf.face) - delete parent.perf.face; - if (parent.perf.age) - delete parent.perf.age; - if (parent.perf.gender) - delete parent.perf.gender; - if (parent.perf.emotion) - delete parent.perf.emotion; - } - return faceRes; - }; - - // src/blazeface/facemesh.ts - var facemesh_exports = {}; - __export(facemesh_exports, { - MediaPipeFaceMesh: () => MediaPipeFaceMesh, - load: () => load7, - triangulation: () => triangulation, - uvmap: () => uvmap - }); - - // src/blazeface/blazeface.ts - var NUM_LANDMARKS = 6; - function generateAnchors(inputSize) { - const spec = {strides: [inputSize / 16, inputSize / 8], anchors: [2, 6]}; - const anchors3 = []; - for (let i = 0; i < spec.strides.length; i++) { - const stride = spec.strides[i]; - const gridRows = Math.floor((inputSize + stride - 1) / stride); - const gridCols = Math.floor((inputSize + stride - 1) / stride); - const anchorsNum = spec.anchors[i]; - for (let gridY = 0; gridY < gridRows; gridY++) { - const anchorY = stride * (gridY + 0.5); - for (let gridX = 0; gridX < gridCols; gridX++) { - const anchorX = stride * (gridX + 0.5); - for (let n = 0; n < anchorsNum; n++) { - anchors3.push([anchorX, anchorY]); - } - } - } - } - return anchors3; - } - var createBox = (startEndTensor) => ({ - startEndTensor, - startPoint: slice(startEndTensor, [0, 0], [-1, 2]), - endPoint: slice(startEndTensor, [0, 2], [-1, 2]) - }); - function decodeBounds(boxOutputs, anchors3, inputSize) { - const boxStarts = slice(boxOutputs, [0, 1], [-1, 2]); - const centers = add2(boxStarts, anchors3); - const boxSizes = slice(boxOutputs, [0, 3], [-1, 2]); - const boxSizesNormalized = div(boxSizes, inputSize); - const centersNormalized = div(centers, inputSize); - const halfBoxSize = div(boxSizesNormalized, 2); - const starts = sub(centersNormalized, halfBoxSize); - const ends = add2(centersNormalized, halfBoxSize); - const startNormalized = mul(starts, inputSize); - const endNormalized = mul(ends, inputSize); - const concatAxis = 1; - return concat2d([startNormalized, endNormalized], concatAxis); - } - var BlazeFaceModel = class { - constructor(model10, config3) { - this.model = model10; - this.anchorsData = generateAnchors(model10.inputs[0].shape[1]); - this.anchors = tensor2d(this.anchorsData); - this.inputSize = model10.inputs[0].shape[2]; - this.config = config3; - } - async getBoundingBoxes(inputImage) { - if (!inputImage || inputImage.isDisposedInternal || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1) - return null; - const [batch, boxes, scores] = tidy(() => { - const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]); - const normalizedImage = resizedImage.div(127.5).sub(0.5); - const batchedPrediction = this.model.predict(normalizedImage); - let batchOut; - if (Array.isArray(batchedPrediction)) { - const sorted = batchedPrediction.sort((a, b) => a.size - b.size); - const concat384 = concat([sorted[0], sorted[2]], 2); - const concat512 = concat([sorted[1], sorted[3]], 2); - const concat5 = concat([concat512, concat384], 1); - batchOut = concat5.squeeze(0); - } else { - batchOut = batchedPrediction.squeeze(); - } - const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]); - const logits = slice(batchOut, [0, 0], [-1, 1]); - const scoresOut = sigmoid(logits).squeeze(); - return [batchOut, boxesOut, scoresOut]; - }); - const boxIndicesTensor = await image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold); - const boxIndices = boxIndicesTensor.arraySync(); - boxIndicesTensor.dispose(); - const boundingBoxesMap = boxIndices.map((boxIndex) => slice(boxes, [boxIndex, 0], [1, -1])); - const boundingBoxes = boundingBoxesMap.map((boundingBox) => { - const vals = boundingBox.arraySync(); - boundingBox.dispose(); - return vals; - }); - const scoresVal = scores.dataSync(); - const annotatedBoxes = []; - for (let i = 0; i < boundingBoxes.length; i++) { - const boxIndex = boxIndices[i]; - const confidence = scoresVal[boxIndex]; - if (confidence > this.config.face.detector.minConfidence) { - const box3 = createBox(boundingBoxes[i]); - const anchor = this.anchorsData[boxIndex]; - const landmarks = tidy(() => slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1])); - annotatedBoxes.push({box: box3, landmarks, anchor, confidence}); - } - } - batch.dispose(); - boxes.dispose(); - scores.dispose(); - return { - boxes: annotatedBoxes, - scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize] - }; - } - }; - async function load6(config3) { - const blazeface2 = await loadGraphModel(config3.face.detector.modelPath, {fromTFHub: config3.face.detector.modelPath.includes("tfhub.dev")}); - const model10 = new BlazeFaceModel(blazeface2, config3); - if (config3.debug) - log(`load model: ${config3.face.detector.modelPath.match(/\/(.*)\./)[1]}`); - return model10; - } - - // src/blazeface/box.ts - function scaleBoxCoordinates(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - return {startPoint, endPoint}; - } - function getBoxSize(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; - } - function getBoxCenter(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; - } - function cutBoxFromImageAndResize(box3, image3, cropSize) { - const h = image3.shape[1]; - const w = image3.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return image.cropAndResize(image3, boxes, [0], cropSize); - } - function enlargeBox(box3, factor = 1.5) { - const center = getBoxCenter(box3); - const size = getBoxSize(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, landmarks: box3.landmarks}; - } - function squarifyBox(box3) { - const centers = getBoxCenter(box3); - const size = getBoxSize(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, landmarks: box3.landmarks}; - } - - // src/blazeface/util.ts - var IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]]; - function normalizeRadians(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); - } - function computeRotation(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians(radians); - } - function buildTranslationMatrix(x, y) { - return [[1, 0, x], [0, 1, y], [0, 0, 1]]; - } - function dot4(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; - } - function getColumnFrom2DArr(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; - } - function multiplyTransformMatrices(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot4(mat1[row], getColumnFrom2DArr(mat2, col))); - } - } - return product; - } - function buildRotationMatrix(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]); - return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix); - } - function invertTransformMatrix(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot4(rotationComponent[0], translationComponent), - -dot4(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; - } - function rotatePoint(homogeneousCoordinate, rotationMatrix) { - return [ - dot4(homogeneousCoordinate, rotationMatrix[0]), - dot4(homogeneousCoordinate, rotationMatrix[1]) - ]; - } - - // src/blazeface/coords.ts - var MESH_ANNOTATIONS = { - silhouette: [ - 10, - 338, - 297, - 332, - 284, - 251, - 389, - 356, - 454, - 323, - 361, - 288, - 397, - 365, - 379, - 378, - 400, - 377, - 152, - 148, - 176, - 149, - 150, - 136, - 172, - 58, - 132, - 93, - 234, - 127, - 162, - 21, - 54, - 103, - 67, - 109 - ], - lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], - lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], - lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], - lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], - rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173], - rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133], - rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190], - rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243], - rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189], - rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244], - rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245], - rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193], - rightEyebrowLower: [35, 124, 46, 53, 52, 65], - rightEyeIris: [473, 474, 475, 476, 477], - leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398], - leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362], - leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414], - leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463], - leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413], - leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464], - leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465], - leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417], - leftEyebrowLower: [265, 353, 276, 283, 282, 295], - leftEyeIris: [468, 469, 470, 471, 472], - midwayBetweenEyes: [168], - noseTip: [1], - noseBottom: [2], - noseRightCorner: [98], - noseLeftCorner: [327], - rightCheek: [205], - leftCheek: [425] - }; - var MESH_TO_IRIS_INDICES_MAP = [ - {key: "EyeUpper0", indices: [9, 10, 11, 12, 13, 14, 15]}, - {key: "EyeUpper1", indices: [25, 26, 27, 28, 29, 30, 31]}, - {key: "EyeUpper2", indices: [41, 42, 43, 44, 45, 46, 47]}, - {key: "EyeLower0", indices: [0, 1, 2, 3, 4, 5, 6, 7, 8]}, - {key: "EyeLower1", indices: [16, 17, 18, 19, 20, 21, 22, 23, 24]}, - {key: "EyeLower2", indices: [32, 33, 34, 35, 36, 37, 38, 39, 40]}, - {key: "EyeLower3", indices: [54, 55, 56, 57, 58, 59, 60, 61, 62]} - ]; - var UV468 = [ - [0.499976992607117, 0.652534008026123], - [0.500025987625122, 0.547487020492554], - [0.499974012374878, 0.602371990680695], - [0.482113003730774, 0.471979022026062], - [0.500150978565216, 0.527155995368958], - [0.499909996986389, 0.498252987861633], - [0.499523013830185, 0.40106201171875], - [0.289712011814117, 0.380764007568359], - [0.499954998493195, 0.312398016452789], - [0.499987006187439, 0.269918978214264], - [0.500023007392883, 0.107050001621246], - [0.500023007392883, 0.666234016418457], - [0.5000159740448, 0.679224014282227], - [0.500023007392883, 0.692348003387451], - [0.499976992607117, 0.695277988910675], - [0.499976992607117, 0.70593398809433], - 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380, - 57, - 40, - 37, - 0, - 267, - 270, - 287, - 321, - 314, - 17, - 84, - 91, - 78, - 81, - 13, - 311, - 308, - 402, - 14, - 178 - ]; - var VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152]; - var VTX7 = [33, 133, 362, 263, 1, 78, 308]; - var UV68 = VTX68.map((x) => UV468[x]); - var UV33 = VTX33.map((x) => UV468[x]); - var UV7 = VTX7.map((x) => UV468[x]); - - // src/blazeface/facepipeline.ts - var leftOutline = MESH_ANNOTATIONS["leftEyeLower0"]; - var rightOutline = MESH_ANNOTATIONS["rightEyeLower0"]; - var eyeLandmarks = { - leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]], - rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]] - }; - var meshLandmarks = { - count: 468, - mouth: 13, - symmetryLine: [13, MESH_ANNOTATIONS["midwayBetweenEyes"][0]] - }; - var blazeFaceLandmarks = { - leftEye: 0, - rightEye: 1, - nose: 2, - mouth: 3, - leftEar: 4, - rightEar: 5, - symmetryLine: [3, 2] - }; - var irisLandmarks = { - upperCenter: 3, - lowerCenter: 4, - index: 71, - numCoordinates: 76 - }; - function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) { - for (let i = 0; i < MESH_TO_IRIS_INDICES_MAP.length; i++) { - const {key, indices} = MESH_TO_IRIS_INDICES_MAP[i]; - const originalIndices = MESH_ANNOTATIONS[`${prefix}${key}`]; - if (!keys || keys.includes(key)) { - for (let j = 0; j < indices.length; j++) { - const index = indices[j]; - rawCoords[originalIndices[j]] = [ - newCoords[index][0], - newCoords[index][1], - (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2 - ]; - } - } - } - } - var Pipeline = class { - constructor(boundingBoxDetector, meshDetector, irisModel) { - var _a, _b; - this.storedBoxes = []; - this.boundingBoxDetector = boundingBoxDetector; - this.meshDetector = meshDetector; - this.irisModel = irisModel; - this.boxSize = ((_a = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _a.inputs[0].shape[2]) || 0; - this.meshSize = (meshDetector == null ? void 0 : meshDetector.inputs[0].shape[2]) || ((_b = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _b.inputs[0].shape[2]); - this.irisSize = (irisModel == null ? void 0 : irisModel.inputs[0].shape[1]) || 0; - this.irisEnlarge = 2.3; - this.skipped = 0; - this.detectedFaces = 0; - } - transformRawCoords(rawCoords, box3, angle, rotationMatrix) { - const boxSize = getBoxSize({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const coordsScaled = rawCoords.map((coord) => [ - boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2), - boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2), - coord[2] - ]); - const coordsRotationMatrix = angle !== 0 ? buildRotationMatrix(angle, [0, 0]) : IDENTITY_MATRIX; - const coordsRotated = angle !== 0 ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled; - const inverseRotationMatrix = angle !== 0 ? invertTransformMatrix(rotationMatrix) : IDENTITY_MATRIX; - const boxCenter = [...getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}), 1]; - return coordsRotated.map((coord) => [ - coord[0] + dot4(boxCenter, inverseRotationMatrix[0]), - coord[1] + dot4(boxCenter, inverseRotationMatrix[1]), - coord[2] - ]); - } - getLeftToRightEyeDepthDifference(rawCoords) { - const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2]; - const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2]; - return leftEyeZ - rightEyeZ; - } - getEyeBox(rawCoords, face4, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) { - const box3 = squarifyBox(enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge)); - const boxSize = getBoxSize(box3); - let crop = image.cropAndResize(face4, [[ - box3.startPoint[1] / this.meshSize, - box3.startPoint[0] / this.meshSize, - box3.endPoint[1] / this.meshSize, - box3.endPoint[0] / this.meshSize - ]], [0], [this.irisSize, this.irisSize]); - if (flip && ENV.flags.IS_BROWSER) { - crop = image.flipLeftRight(crop); - } - return {box: box3, boxSize, crop}; - } - getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) { - const eyeRawCoords = []; - for (let i = 0; i < irisLandmarks.numCoordinates; i++) { - const x = eyeData[i * 3]; - const y = eyeData[i * 3 + 1]; - const z = eyeData[i * 3 + 2]; - eyeRawCoords.push([ - (flip ? 1 - x / this.irisSize : x / this.irisSize) * eyeBoxSize[0] + eyeBox.startPoint[0], - y / this.irisSize * eyeBoxSize[1] + eyeBox.startPoint[1], - z - ]); - } - return {rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index)}; - } - getAdjustedIrisCoords(rawCoords, irisCoords, direction) { - const upperCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2]; - const lowerCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2]; - const averageZ = (upperCenterZ + lowerCenterZ) / 2; - return irisCoords.map((coord, i) => { - let z = averageZ; - if (i === 2) { - z = upperCenterZ; - } else if (i === 4) { - z = lowerCenterZ; - } - return [coord[0], coord[1], z]; - }); - } - async predict(input2, config3) { - let useFreshBox = false; - let detector; - if (this.skipped === 0 || this.skipped > config3.face.detector.skipFrames || !config3.face.mesh.enabled || !config3.videoOptimized) { - detector = await this.boundingBoxDetector.getBoundingBoxes(input2); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (!config3.videoOptimized || detector && detector.boxes && (!config3.face.mesh.enabled || detector.boxes.length !== this.detectedFaces && this.detectedFaces !== config3.face.detector.maxFaces)) { - this.storedBoxes = []; - this.detectedFaces = 0; - for (const possible of detector.boxes) { - this.storedBoxes.push({startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence}); - } - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - if (config3.face.detector.skipInitial && this.detectedFaces === 0) - this.skipped = 0; - if (useFreshBox) { - if (!detector || !detector.boxes || detector.boxes.length === 0) { - this.storedBoxes = []; - this.detectedFaces = 0; - return null; - } - for (let i = 0; i < this.storedBoxes.length; i++) { - const scaledBox = scaleBoxCoordinates({startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint}, detector.scaleFactor); - const enlargedBox = enlargeBox(scaledBox); - const squarifiedBox = squarifyBox(enlargedBox); - const landmarks = this.storedBoxes[i].landmarks.arraySync(); - const confidence = this.storedBoxes[i].confidence; - this.storedBoxes[i] = {...squarifiedBox, confidence, landmarks}; - } - } - if (detector && detector.boxes) { - detector.boxes.forEach((prediction) => { - prediction.box.startPoint.dispose(); - prediction.box.endPoint.dispose(); - prediction.landmarks.dispose(); - }); - } - let results = tidy(() => this.storedBoxes.map((box3, i) => { - const boxConfidence = box3.confidence; - let face4; - let angle = 0; - let rotationMatrix; - if (config3.face.detector.rotation && config3.face.mesh.enabled && ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]]; - const rotatedImage = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.boxSize, this.boxSize]).div(255); - } else { - rotationMatrix = IDENTITY_MATRIX; - const clonedImage = input2.clone(); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.boxSize, this.boxSize]).div(255); - } - if (!config3.face.mesh.enabled) { - const prediction2 = { - coords: null, - box: box3, - faceConfidence: null, - boxConfidence, - confidence: box3.confidence, - image: face4 - }; - return prediction2; - } - const [, confidence, contourCoords] = this.meshDetector.predict(face4); - const faceConfidence = confidence.dataSync()[0]; - if (faceConfidence < config3.face.detector.minConfidence) - return null; - const coordsReshaped = reshape(contourCoords, [-1, 3]); - let rawCoords = coordsReshaped.arraySync(); - if (config3.face.iris.enabled) { - const {box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true); - const {box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]); - const eyePredictions = this.irisModel.predict(concat([leftEyeCrop, rightEyeCrop])); - const eyePredictionsData = eyePredictions.dataSync(); - const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3); - const {rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords} = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true); - const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3); - const {rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords} = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize); - const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords); - if (Math.abs(leftToRightEyeDepthDifference) < 30) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", null); - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", null); - } else if (leftToRightEyeDepthDifference < 1) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", ["EyeUpper0", "EyeLower0"]); - } else { - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", ["EyeUpper0", "EyeLower0"]); - } - const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, "left"); - const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, "right"); - rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords); - } - const transformedCoordsData = this.transformRawCoords(rawCoords, box3, angle, rotationMatrix); - box3 = enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); - const transformedCoords = tensor2d(transformedCoordsData); - if (config3.face.detector.rotation && config3.face.mesh.enabled && (config3.face.description.enabled || config3.face.embedding.enabled) && ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input2.shape[2], faceCenter[1] / input2.shape[1]]; - const rotatedImage = image.rotateWithOffset(input2, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - } - const prediction = { - coords: transformedCoords, - box: box3, - faceConfidence, - boxConfidence, - image: face4, - rawCoords - }; - const squarifiedLandmarksBox = squarifyBox(box3); - this.storedBoxes[i] = {...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box3.confidence, faceConfidence}; - return prediction; - })); - results = results.filter((a) => a !== null); - if (config3.face.mesh.enabled) - this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config3.face.detector.minConfidence); - this.detectedFaces = results.length; - return results; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint, landmarks}; - } - }; - - // src/blazeface/facemesh.ts - var MediaPipeFaceMesh = class { - constructor(blazeFace, blazeMeshModel, irisModel, config3) { - this.facePipeline = new Pipeline(blazeFace, blazeMeshModel, irisModel); - this.config = config3; - } - async estimateFaces(input2, config3) { - const predictions = await this.facePipeline.predict(input2, config3); - const results = []; - for (const prediction of predictions || []) { - if (prediction.isDisposedInternal) - continue; - const mesh = prediction.coords ? prediction.coords.arraySync() : []; - const meshRaw = mesh.map((pt) => [ - pt[0] / input2.shape[2], - pt[1] / input2.shape[1], - pt[2] / this.facePipeline.meshSize - ]); - const annotations3 = {}; - if (mesh && mesh.length > 0) { - for (const key of Object.keys(MESH_ANNOTATIONS)) - annotations3[key] = MESH_ANNOTATIONS[key].map((index) => mesh[index]); - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.startPoint[0]), - Math.max(0, prediction.box.startPoint[1]), - Math.min(input2.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]), - Math.min(input2.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]) - ] : 0; - const boxRaw = prediction.box ? [ - prediction.box.startPoint[0] / input2.shape[2], - prediction.box.startPoint[1] / input2.shape[1], - (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input2.shape[2], - (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input2.shape[1] - ] : []; - results.push({ - confidence: prediction.faceConfidence || prediction.boxConfidence || 0, - boxConfidence: prediction.boxConfidence, - faceConfidence: prediction.faceConfidence, - box: box3, - boxRaw, - mesh, - meshRaw, - annotations: annotations3, - image: prediction.image ? prediction.image.clone() : null - }); - if (prediction.coords) - prediction.coords.dispose(); - if (prediction.image) - prediction.image.dispose(); - } - return results; - } - }; - var faceModels = [null, null, null]; - async function load7(config3) { - faceModels = await Promise.all([ - !faceModels[0] && config3.face.enabled ? load6(config3) : null, - !faceModels[1] && config3.face.mesh.enabled ? loadGraphModel(config3.face.mesh.modelPath, {fromTFHub: config3.face.mesh.modelPath.includes("tfhub.dev")}) : null, - !faceModels[2] && config3.face.iris.enabled ? loadGraphModel(config3.face.iris.modelPath, {fromTFHub: config3.face.iris.modelPath.includes("tfhub.dev")}) : null - ]); - const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config3); - if (config3.face.mesh.enabled && config3.debug) - log(`load model: ${config3.face.mesh.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.face.iris.enabled && config3.debug) - log(`load model: ${config3.face.iris.modelPath.match(/\/(.*)\./)[1]}`); - return faceMesh; - } - var triangulation = TRI468; - var uvmap = UV468; - - // src/posenet/posenet.ts - var posenet_exports = {}; - __export(posenet_exports, { - PoseNet: () => PoseNet, - load: () => load8 - }); - - // src/posenet/modelBase.ts - function nameOutputResultsMobileNet(results) { - const [offsets, heatmap, displacementFwd, displacementBwd] = results; - return {offsets, heatmap, displacementFwd, displacementBwd}; - } - var BaseModel = class { - constructor(model10) { - this.model = model10; - } - predict(input2) { - return tidy(() => { - const asFloat = input2.toFloat().div(127.5).sub(1); - const asBatch = asFloat.expandDims(0); - const results = this.model.predict(asBatch); - const results3d = results.map((y) => y.squeeze([0])); - const namedResults = nameOutputResultsMobileNet(results3d); - return { - heatmapScores: namedResults.heatmap.sigmoid(), - offsets: namedResults.offsets, - displacementFwd: namedResults.displacementFwd, - displacementBwd: namedResults.displacementBwd - }; - }); - } - dispose() { - this.model.dispose(); - } - }; - - // src/posenet/heapSort.ts - function half(k) { - return Math.floor(k / 2); - } - var MaxHeap = class { - constructor(maxSize2, getElementValue) { - this.priorityQueue = new Array(maxSize2); - this.numberOfElements = -1; - this.getElementValue = getElementValue; - } - enqueue(x) { - this.priorityQueue[++this.numberOfElements] = x; - this.swim(this.numberOfElements); - } - dequeue() { - const max6 = this.priorityQueue[0]; - this.exchange(0, this.numberOfElements--); - this.sink(0); - this.priorityQueue[this.numberOfElements + 1] = null; - return max6; - } - empty() { - return this.numberOfElements === -1; - } - size() { - return this.numberOfElements + 1; - } - all() { - return this.priorityQueue.slice(0, this.numberOfElements + 1); - } - max() { - return this.priorityQueue[0]; - } - swim(k) { - while (k > 0 && this.less(half(k), k)) { - this.exchange(k, half(k)); - k = half(k); - } - } - sink(k) { - while (2 * k <= this.numberOfElements) { - let j = 2 * k; - if (j < this.numberOfElements && this.less(j, j + 1)) - j++; - if (!this.less(k, j)) - break; - this.exchange(k, j); - k = j; - } - } - getValueAt(i) { - return this.getElementValue(this.priorityQueue[i]); - } - less(i, j) { - return this.getValueAt(i) < this.getValueAt(j); - } - exchange(i, j) { - const t = this.priorityQueue[i]; - this.priorityQueue[i] = this.priorityQueue[j]; - this.priorityQueue[j] = t; - } - }; - - // src/posenet/buildParts.ts - function scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) { - const [height, width] = scores.shape; - let localMaximum = true; - const yStart = Math.max(heatmapY - localMaximumRadius, 0); - const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height); - for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) { - const xStart = Math.max(heatmapX - localMaximumRadius, 0); - const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width); - for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) { - if (scores.get(yCurrent, xCurrent, keypointId) > score) { - localMaximum = false; - break; - } - } - if (!localMaximum) - break; - } - return localMaximum; - } - function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) { - const [height, width, numKeypoints] = scores.shape; - const queue = new MaxHeap(height * width * numKeypoints, ({score}) => score); - for (let heatmapY = 0; heatmapY < height; ++heatmapY) { - for (let heatmapX = 0; heatmapX < width; ++heatmapX) { - for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) { - const score = scores.get(heatmapY, heatmapX, keypointId); - if (score < scoreThreshold) - continue; - if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) { - queue.enqueue({score, part: {heatmapY, heatmapX, id: keypointId}}); - } - } - } - } - return queue; - } - - // src/posenet/keypoints.ts - var partNames = [ - "nose", - "leftEye", - "rightEye", - "leftEar", - "rightEar", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle" - ]; - var NUM_KEYPOINTS = partNames.length; - var partIds = partNames.reduce((result, jointName, i) => { - result[jointName] = i; - return result; - }, {}); - var connectedPartNames = [ - ["leftHip", "leftShoulder"], - ["leftElbow", "leftShoulder"], - ["leftElbow", "leftWrist"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["rightHip", "rightShoulder"], - ["rightElbow", "rightShoulder"], - ["rightElbow", "rightWrist"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"], - ["leftShoulder", "rightShoulder"], - ["leftHip", "rightHip"] - ]; - var connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => [partIds[jointNameA], partIds[jointNameB]]); - var poseChain = [ - ["nose", "leftEye"], - ["leftEye", "leftEar"], - ["nose", "rightEye"], - ["rightEye", "rightEar"], - ["nose", "leftShoulder"], - ["leftShoulder", "leftElbow"], - ["leftElbow", "leftWrist"], - ["leftShoulder", "leftHip"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["nose", "rightShoulder"], - ["rightShoulder", "rightElbow"], - ["rightElbow", "rightWrist"], - ["rightShoulder", "rightHip"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"] - ]; - - // src/posenet/vectors.ts - function getOffsetPoint(y, x, keypoint, offsets) { - return { - y: offsets.get(y, x, keypoint), - x: offsets.get(y, x, keypoint + NUM_KEYPOINTS) - }; - } - function getImageCoords(part, outputStride, offsets) { - const {heatmapY, heatmapX, id: keypoint} = part; - const {y, x} = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets); - return { - x: part.heatmapX * outputStride + x, - y: part.heatmapY * outputStride + y - }; - } - function clamp2(a, min6, max6) { - if (a < min6) - return min6; - if (a > max6) - return max6; - return a; - } - function squaredDistance(y1, x1, y2, x2) { - const dy = y2 - y1; - const dx = x2 - x1; - return dy * dy + dx * dx; - } - function addVectors(a, b) { - return {x: a.x + b.x, y: a.y + b.y}; - } - - // src/posenet/decoders.ts - function getPointsConfidence(heatmapScores, heatMapCoords) { - const numKeypoints = heatMapCoords.shape[0]; - const result = new Float32Array(numKeypoints); - for (let keypoint = 0; keypoint < numKeypoints; keypoint++) { - const y = heatMapCoords.get(keypoint, 0); - const x = heatMapCoords.get(keypoint, 1); - result[keypoint] = heatmapScores.get(y, x, keypoint); - } - return result; - } - function getOffsetPoint2(y, x, keypoint, offsetsBuffer) { - return { - y: offsetsBuffer.get(y, x, keypoint), - x: offsetsBuffer.get(y, x, keypoint + NUM_KEYPOINTS) - }; - } - function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) { - const result = []; - for (let keypoint = 0; keypoint < NUM_KEYPOINTS; keypoint++) { - const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf(); - const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf(); - const {x, y} = getOffsetPoint2(heatmapY, heatmapX, keypoint, offsetsBuffer); - result.push(y); - result.push(x); - } - return tensor2d(result, [NUM_KEYPOINTS, 2]); - } - function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) { - return tidy(() => heatMapCoordsBuffer.toTensor().mul(scalar(outputStride, "int32")).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer))); - } - function mod4(a, b) { - return tidy(() => { - const floored = a.div(scalar(b, "int32")); - return a.sub(floored.mul(scalar(b, "int32"))); - }); - } - function argmax2d(inputs) { - const [height, width, depth] = inputs.shape; - return tidy(() => { - const reshaped = inputs.reshape([height * width, depth]); - const coords4 = reshaped.argMax(0); - const yCoords = coords4.div(scalar(width, "int32")).expandDims(1); - const xCoords = mod4(coords4, width).expandDims(1); - return concat([yCoords, xCoords], 1); - }); - } - - // src/posenet/decodePose.ts - var parentChildrenTuples = poseChain.map(([parentJoinName, childJoinName]) => [partIds[parentJoinName], partIds[childJoinName]]); - var parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId); - var childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId); - var defaultOutputStride = 16; - function getDisplacement(edgeId, point2, displacements) { - const numEdges = displacements.shape[2] / 2; - return { - y: displacements.get(point2.y, point2.x, edgeId), - x: displacements.get(point2.y, point2.x, numEdges + edgeId) - }; - } - function getStridedIndexNearPoint(point2, outputStride, height, width) { - return { - y: clamp2(Math.round(point2.y / outputStride), 0, height - 1), - x: clamp2(Math.round(point2.x / outputStride), 0, width - 1) - }; - } - function traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) { - const [height, width] = scoresBuffer.shape; - const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width); - const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements); - const displacedPoint = addVectors(sourceKeypoint.position, displacement); - let targetKeypoint = displacedPoint; - for (let i = 0; i < offsetRefineStep; i++) { - const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const offsetPoint = getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets); - targetKeypoint = addVectors({ - x: targetKeypointIndices.x * outputStride, - y: targetKeypointIndices.y * outputStride - }, {x: offsetPoint.x, y: offsetPoint.y}); - } - const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId); - return {position: targetKeypoint, part: partNames[targetKeypointId], score}; - } - function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) { - const numParts = scores.shape[2]; - const numEdges = parentToChildEdges.length; - const instanceKeypoints = new Array(numParts); - const {part: rootPart, score: rootScore} = root; - const rootPoint = getImageCoords(rootPart, outputStride, offsets); - instanceKeypoints[rootPart.id] = { - score: rootScore, - part: partNames[rootPart.id], - position: rootPoint - }; - for (let edge = numEdges - 1; edge >= 0; --edge) { - const sourceKeypointId = parentToChildEdges[edge]; - const targetKeypointId = childToParentEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd); - } - } - for (let edge = 0; edge < numEdges; ++edge) { - const sourceKeypointId = childToParentEdges[edge]; - const targetKeypointId = parentToChildEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd); - } - } - return instanceKeypoints; - } - async function decodeSinglePose(heatmapScores, offsets, minScore) { - let totalScore = 0; - const heatmapValues = argmax2d(heatmapScores); - const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const heatmapValuesBuffer = allTensorBuffers[2]; - const offsetPoints = getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer); - const offsetPointsBuffer = await offsetPoints.buffer(); - const keypointConfidence = Array.from(getPointsConfidence(scoresBuffer, heatmapValuesBuffer)); - const instanceKeypoints = keypointConfidence.map((score, i) => { - totalScore += score; - return { - position: { - y: offsetPointsBuffer.get(i, 0), - x: offsetPointsBuffer.get(i, 1) - }, - part: partNames[i], - score - }; - }); - const filteredKeypoints = instanceKeypoints.filter((kpt3) => kpt3.score > minScore); - heatmapValues.dispose(); - offsetPoints.dispose(); - return {keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length}; - } - - // src/posenet/decodeMultiple.ts - var kLocalMaximumRadius = 1; - var defaultOutputStride2 = 16; - function withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, {x, y}, keypointId) { - return poses.some(({keypoints: keypoints3}) => { - const correspondingKeypoint = keypoints3[keypointId].position; - return squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius; - }); - } - function getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) { - const notOverlappedKeypointScores = instanceKeypoints.reduce((result, {position, score}, keypointId) => { - if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) - result += score; - return result; - }, 0); - return notOverlappedKeypointScores / instanceKeypoints.length; - } - function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) { - const poses = []; - const queue = buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer); - const squaredNmsRadius = nmsRadius ^ 2; - while (poses.length < maxDetections && !queue.empty()) { - const root = queue.dequeue(); - const rootImageCoords = getImageCoords(root.part, defaultOutputStride2, offsetsBuffer); - if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) - continue; - const keypoints3 = decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride2, displacementsFwdBuffer, displacementsBwdBuffer); - const score = getInstanceScore(poses, squaredNmsRadius, keypoints3); - if (score > scoreThreshold) - poses.push({keypoints: keypoints3, score}); - } - return poses; - } - - // src/posenet/util.ts - async function toTensorBuffers3D(tensors) { - return Promise.all(tensors.map((tensor2) => tensor2.buffer())); - } - function scalePose(pose, scaleY, scaleX) { - return { - score: pose.score, - keypoints: pose.keypoints.map(({score, part, position}) => ({ - score, - part, - position: {x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY)} - })) - }; - } - function resizeTo(image3, [targetH, targetW]) { - const input2 = image3.squeeze(0); - const resized = input2.resizeBilinear([targetH, targetW]); - input2.dispose(); - return resized; - } - function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) { - const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth)); - return scaledPoses; - } - - // src/posenet/posenet.ts - async function estimateMultiple(input2, res, config3, inputSize) { - return new Promise(async (resolve) => { - const allTensorBuffers = await toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const displacementsFwdBuffer = allTensorBuffers[2]; - const displacementsBwdBuffer = allTensorBuffers[3]; - const poses = await decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config3.body.nmsRadius, config3.body.maxDetections, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses(poses, [input2.shape[1], input2.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); - } - async function estimateSingle(input2, res, config3, inputSize) { - return new Promise(async (resolve) => { - const pose = await decodeSinglePose(res.heatmapScores, res.offsets, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses([pose], [input2.shape[1], input2.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); - } - var PoseNet = class { - constructor(model10) { - this.baseModel = model10; - this.inputSize = model10.model.inputs[0].shape[1]; - if (this.inputSize < 128) - this.inputSize = 257; - } - async estimatePoses(input2, config3) { - const resized = resizeTo(input2, [this.inputSize, this.inputSize]); - const res = this.baseModel.predict(resized, config3); - const poses = config3.body.maxDetections < 2 ? await estimateSingle(input2, res, config3, this.inputSize) : await estimateMultiple(input2, res, config3, this.inputSize); - res.heatmapScores.dispose(); - res.offsets.dispose(); - res.displacementFwd.dispose(); - res.displacementBwd.dispose(); - resized.dispose(); - return poses; - } - dispose() { - this.baseModel.dispose(); - } - }; - async function load8(config3) { - const model10 = await loadGraphModel(config3.body.modelPath); - const mobilenet = new BaseModel(model10); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - return new PoseNet(mobilenet); - } - - // src/handpose/handpose.ts - var handpose_exports = {}; - __export(handpose_exports, { - HandPose: () => HandPose, - load: () => load9 - }); - - // src/handpose/box.ts - function getBoxSize2(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; - } - function getBoxCenter2(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; - } - function cutBoxFromImageAndResize2(box3, image3, cropSize) { - const h = image3.shape[1]; - const w = image3.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return image.cropAndResize(image3, boxes, [0], cropSize); - } - function scaleBoxCoordinates2(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - const palmLandmarks = box3.palmLandmarks.map((coord) => { - const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]]; - return scaledCoord; - }); - return {startPoint, endPoint, palmLandmarks, confidence: box3.confidence}; - } - function enlargeBox2(box3, factor = 1.5) { - const center = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; - } - function squarifyBox2(box3) { - const centers = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; - } - - // src/handpose/handdetector.ts - var HandDetector = class { - constructor(model10, inputSize, anchorsAnnotated) { - this.model = model10; - this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]); - this.anchorsTensor = tensor2d(this.anchors); - this.inputSize = inputSize; - this.inputSizeTensor = tensor1d([inputSize, inputSize]); - this.doubleInputSizeTensor = tensor1d([inputSize * 2, inputSize * 2]); - } - normalizeBoxes(boxes) { - return tidy(() => { - const boxOffsets = slice(boxes, [0, 0], [-1, 2]); - const boxSizes = slice(boxes, [0, 2], [-1, 2]); - const boxCenterPoints = add2(div(boxOffsets, this.inputSizeTensor), this.anchorsTensor); - const halfBoxSizes = div(boxSizes, this.doubleInputSizeTensor); - const startPoints = mul(sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - const endPoints = mul(add2(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - return concat2d([startPoints, endPoints], 1); - }); - } - normalizeLandmarks(rawPalmLandmarks, index) { - return tidy(() => { - const landmarks = add2(div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]); - return mul(landmarks, this.inputSizeTensor); - }); - } - async getBoxes(input2, config3) { - const batched = this.model.predict(input2); - const predictions = batched.squeeze(); - batched.dispose(); - const scoresT = tidy(() => sigmoid(slice(predictions, [0, 0], [-1, 1])).squeeze()); - const scores = scoresT.dataSync(); - const rawBoxes = slice(predictions, [0, 1], [-1, 4]); - const boxes = this.normalizeBoxes(rawBoxes); - rawBoxes.dispose(); - const filteredT = await image.nonMaxSuppressionAsync(boxes, scores, config3.hand.maxHands, config3.hand.iouThreshold, config3.hand.scoreThreshold); - const filtered = filteredT.arraySync(); - scoresT.dispose(); - filteredT.dispose(); - const hands = []; - for (const index of filtered) { - if (scores[index] >= config3.hand.minConfidence) { - const matchingBox = slice(boxes, [index, 0], [1, -1]); - const rawPalmLandmarks = slice(predictions, [index, 5], [1, 14]); - const palmLandmarks = tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2])); - rawPalmLandmarks.dispose(); - hands.push({box: matchingBox, palmLandmarks, confidence: scores[index]}); - } - } - predictions.dispose(); - boxes.dispose(); - return hands; - } - async estimateHandBounds(input2, config3) { - const inputHeight = input2.shape[1]; - const inputWidth = input2.shape[2]; - const image3 = tidy(() => input2.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1)); - const predictions = await this.getBoxes(image3, config3); - image3.dispose(); - const hands = []; - if (!predictions || predictions.length === 0) - return hands; - for (const prediction of predictions) { - const boxes = prediction.box.dataSync(); - const startPoint = boxes.slice(0, 2); - const endPoint = boxes.slice(2, 4); - const palmLandmarks = prediction.palmLandmarks.arraySync(); - prediction.box.dispose(); - prediction.palmLandmarks.dispose(); - hands.push(scaleBoxCoordinates2({startPoint, endPoint, palmLandmarks, confidence: prediction.confidence}, [inputWidth / this.inputSize, inputHeight / this.inputSize])); - } - return hands; - } - }; - - // src/handpose/util.ts - function normalizeRadians2(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); - } - function computeRotation2(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians2(radians); - } - var buildTranslationMatrix2 = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]]; - function dot5(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; - } - function getColumnFrom2DArr2(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; - } - function multiplyTransformMatrices2(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot5(mat1[row], getColumnFrom2DArr2(mat2, col))); - } - } - return product; - } - function buildRotationMatrix2(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix2(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices2(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix2(-center[0], -center[1]); - return multiplyTransformMatrices2(translationTimesRotation, negativeTranslationMatrix); - } - function invertTransformMatrix2(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot5(rotationComponent[0], translationComponent), - -dot5(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; - } - function rotatePoint2(homogeneousCoordinate, rotationMatrix) { - return [ - dot5(homogeneousCoordinate, rotationMatrix[0]), - dot5(homogeneousCoordinate, rotationMatrix[1]) - ]; - } - - // src/handpose/handpipeline.ts - var PALM_BOX_ENLARGE_FACTOR = 5; - var HAND_BOX_ENLARGE_FACTOR = 1.65; - var PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2]; - var PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0; - var PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2; - var HandPipeline = class { - constructor(handDetector, landmarkDetector, inputSize) { - this.handDetector = handDetector; - this.landmarkDetector = landmarkDetector; - this.inputSize = inputSize; - this.storedBoxes = []; - this.skipped = 0; - this.detectedHands = 0; - } - getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) { - const rotatedPalmLandmarks = palmLandmarks.map((coord) => rotatePoint2([...coord, 1], rotationMatrix)); - const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks); - return enlargeBox2(squarifyBox2(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR); - } - getBoxForHandLandmarks(landmarks) { - const boundingBox = this.calculateLandmarksBoundingBox(landmarks); - const boxAroundHand = enlargeBox2(squarifyBox2(boundingBox), HAND_BOX_ENLARGE_FACTOR); - boxAroundHand.palmLandmarks = []; - for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) { - boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2)); - } - return boxAroundHand; - } - transformRawCoords(rawCoords, box22, angle, rotationMatrix) { - const boxSize = getBoxSize2(box22); - const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2]; - const coordsScaled = rawCoords.map((coord) => [ - scaleFactor[0] * (coord[0] - this.inputSize / 2), - scaleFactor[1] * (coord[1] - this.inputSize / 2), - scaleFactor[2] * coord[2] - ]); - const coordsRotationMatrix = buildRotationMatrix2(angle, [0, 0]); - const coordsRotated = coordsScaled.map((coord) => { - const rotated = rotatePoint2(coord, coordsRotationMatrix); - return [...rotated, coord[2]]; - }); - const inverseRotationMatrix = invertTransformMatrix2(rotationMatrix); - const boxCenter = [...getBoxCenter2(box22), 1]; - const originalBoxCenter = [ - dot5(boxCenter, inverseRotationMatrix[0]), - dot5(boxCenter, inverseRotationMatrix[1]) - ]; - return coordsRotated.map((coord) => [ - coord[0] + originalBoxCenter[0], - coord[1] + originalBoxCenter[1], - coord[2] - ]); - } - async estimateHands(image3, config3) { - let useFreshBox = false; - let boxes; - if (this.skipped === 0 || this.skipped > config3.hand.skipFrames || !config3.hand.landmarks || !config3.videoOptimized) { - boxes = await this.handDetector.estimateHandBounds(image3, config3); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (boxes && boxes.length > 0 && (boxes.length !== this.detectedHands && this.detectedHands !== config3.hand.maxHands || !config3.hand.landmarks)) { - this.detectedHands = 0; - this.storedBoxes = [...boxes]; - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - const hands = []; - if (config3.hand.skipInitial && this.detectedHands === 0) - this.skipped = 0; - for (let i = 0; i < this.storedBoxes.length; i++) { - const currentBox = this.storedBoxes[i]; - if (!currentBox) - continue; - if (config3.hand.landmarks) { - const angle = config3.hand.rotation ? computeRotation2(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0; - const palmCenter = getBoxCenter2(currentBox); - const palmCenterNormalized = [palmCenter[0] / image3.shape[2], palmCenter[1] / image3.shape[1]]; - const rotatedImage = config3.hand.rotation ? image.rotateWithOffset(image3, angle, 0, palmCenterNormalized) : image3.clone(); - const rotationMatrix = buildRotationMatrix2(-angle, palmCenter); - const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox; - const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]); - const handImage = croppedInput.div(255); - croppedInput.dispose(); - rotatedImage.dispose(); - const [confidenceT, keypoints3] = await this.landmarkDetector.predict(handImage); - handImage.dispose(); - const confidence = confidenceT.dataSync()[0]; - confidenceT.dispose(); - if (confidence >= config3.hand.minConfidence) { - const keypointsReshaped = reshape(keypoints3, [-1, 3]); - const rawCoords = keypointsReshaped.arraySync(); - keypoints3.dispose(); - keypointsReshaped.dispose(); - const coords4 = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix); - const nextBoundingBox = this.getBoxForHandLandmarks(coords4); - this.storedBoxes[i] = nextBoundingBox; - const result = { - landmarks: coords4, - confidence, - box: {topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint} - }; - hands.push(result); - } else { - this.storedBoxes[i] = null; - } - keypoints3.dispose(); - } else { - const enlarged = enlargeBox2(squarifyBox2(currentBox), HAND_BOX_ENLARGE_FACTOR); - const result = { - confidence: currentBox.confidence, - box: {topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint} - }; - hands.push(result); - } - } - this.storedBoxes = this.storedBoxes.filter((a) => a !== null); - this.detectedHands = hands.length; - return hands; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint}; - } - }; - - // src/handpose/anchors.ts - var anchors = [ - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.859375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.890625, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.921875, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.953125, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.984375, - y_center: 0.046875 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.078125 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - 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x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - } - ]; - - // src/handpose/handpose.ts - var MESH_ANNOTATIONS2 = { - thumb: [1, 2, 3, 4], - indexFinger: [5, 6, 7, 8], - middleFinger: [9, 10, 11, 12], - ringFinger: [13, 14, 15, 16], - pinky: [17, 18, 19, 20], - palmBase: [0] - }; - var HandPose = class { - constructor(handPipeline) { - this.handPipeline = handPipeline; - } - static getAnnotations() { - return MESH_ANNOTATIONS2; - } - async estimateHands(input2, config3) { - const predictions = await this.handPipeline.estimateHands(input2, config3); - if (!predictions) - return []; - const hands = []; - for (const prediction of predictions) { - const annotations3 = {}; - if (prediction.landmarks) { - for (const key of Object.keys(MESH_ANNOTATIONS2)) { - annotations3[key] = MESH_ANNOTATIONS2[key].map((index) => prediction.landmarks[index]); - } - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.topLeft[0]), - Math.max(0, prediction.box.topLeft[1]), - Math.min(input2.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]), - Math.min(input2.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]) - ] : []; - const boxRaw = [ - prediction.box.topLeft[0] / input2.shape[2], - prediction.box.topLeft[1] / input2.shape[1], - (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input2.shape[2], - (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input2.shape[1] - ]; - hands.push({confidence: prediction.confidence, box: box3, boxRaw, landmarks: prediction.landmarks, annotations: annotations3}); - } - return hands; - } - }; - async function load9(config3) { - const [handDetectorModel, handPoseModel] = await Promise.all([ - config3.hand.enabled ? loadGraphModel(config3.hand.detector.modelPath, {fromTFHub: config3.hand.detector.modelPath.includes("tfhub.dev")}) : null, - config3.hand.landmarks ? loadGraphModel(config3.hand.skeleton.modelPath, {fromTFHub: config3.hand.skeleton.modelPath.includes("tfhub.dev")}) : null - ]); - const handDetector = new HandDetector(handDetectorModel, handDetectorModel == null ? void 0 : handDetectorModel.inputs[0].shape[2], anchors); - const handPipeline = new HandPipeline(handDetector, handPoseModel, handPoseModel == null ? void 0 : handPoseModel.inputs[0].shape[2]); - const handPose = new HandPose(handPipeline); - if (config3.hand.enabled && config3.debug) - log(`load model: ${config3.hand.detector.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.hand.landmarks && config3.debug) - log(`load model: ${config3.hand.skeleton.modelPath.match(/\/(.*)\./)[1]}`); - return handPose; - } - - // src/blazepose/blazepose.ts - var blazepose_exports = {}; - __export(blazepose_exports, { - load: () => load10, - predict: () => predict6 - }); - - // src/blazepose/annotations.ts - var full = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftPalm", - "rightPalm", - "leftIndex", - "rightIndex", - "leftPinky", - "rightPinky", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle", - "leftHeel", - "rightHeel", - "leftFoot", - "rightFoot", - "midHip", - "forehead", - "leftThumb", - "leftHand", - "rightThumb", - "rightHand" - ]; - var upper = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "left:15", - "right:16", - "left:17", - "right:18", - "left:19", - "right:20", - "left:21", - "right:22", - "leftChest", - "rightChest", - "neck", - "forehead", - "left:27", - "right:28", - "left:29", - "right:30" - ]; - - // src/blazepose/blazepose.ts - var model7; - async function load10(config3) { - if (!model7) { - model7 = await loadGraphModel(config3.body.modelPath); - model7.width = parseInt(model7.signature.inputs["input_1:0"].tensorShape.dim[2].size); - model7.height = parseInt(model7.signature.inputs["input_1:0"].tensorShape.dim[1].size); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model7; - } - async function predict6(image3, config3) { - if (!model7) - return null; - if (!config3.body.enabled) - return null; - const imgSize = {width: image3.shape[2], height: image3.shape[1]}; - const resize = image.resizeBilinear(image3, [model7.width, model7.height], false); - const normalize = div(resize, [255]); - resize.dispose(); - let points; - if (!config3.profile) { - const resT = await model7.predict(normalize); - points = resT.find((t) => t.size === 195 || t.size === 155).dataSync(); - resT.forEach((t) => t.dispose()); - } else { - const profileData = await profile(() => model7.predict(normalize)); - points = profileData.result.find((t) => t.size === 195 || t.size === 155).dataSync(); - profileData.result.forEach((t) => t.dispose()); - run("blazepose", profileData); - } - normalize.dispose(); - const keypoints3 = []; - const labels2 = points.length === 195 ? full : upper; - const depth = 5; - for (let i = 0; i < points.length / depth; i++) { - keypoints3.push({ - id: i, - part: labels2[i], - position: { - x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), - y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), - z: Math.trunc(points[depth * i + 2]) + 0 - }, - score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, - presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100 - }); - } - return [{keypoints: keypoints3}]; - } - - // src/efficientpose/efficientpose.ts - var model8; - var keypoints2 = {}; - var skipped5 = Number.MAX_SAFE_INTEGER; - var bodyParts = ["head", "neck", "rightShoulder", "rightElbow", "rightWrist", "chest", "leftShoulder", "leftElbow", "leftWrist", "pelvis", "rightHip", "rightKnee", "rightAnkle", "leftHip", "leftKnee", "leftAnkle"]; - async function load11(config3) { - if (!model8) { - model8 = await loadGraphModel(config3.body.modelPath); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model8; - } - function max2d(inputs, minScore) { - const [width, height] = inputs.shape; - return tidy(() => { - const mod5 = (a, b) => sub(a, mul(div(a, scalar(b, "int32")), scalar(b, "int32"))); - const reshaped = reshape(inputs, [height * width]); - const score = max(reshaped, 0).dataSync()[0]; - if (score > minScore) { - const coords4 = argMax(reshaped, 0); - const x = mod5(coords4, width).dataSync()[0]; - const y = div(coords4, scalar(width, "int32")).dataSync()[0]; - return [x, y, score]; - } - return [0, 0, score]; - }); - } - async function predict7(image3, config3) { - if (!model8) - return null; - if (skipped5 < config3.body.skipFrames && config3.videoOptimized && Object.keys(keypoints2).length > 0) { - skipped5++; - return keypoints2; - } - if (config3.videoOptimized) - skipped5 = 0; - else - skipped5 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const tensor2 = tidy(() => { - const resize = image.resizeBilinear(image3, [model8.inputs[0].shape[2], model8.inputs[0].shape[1]], false); - const enhance3 = mul(resize, 2); - const norm2 = enhance3.sub(1); - return norm2; - }); - let resT; - if (!config3.profile) { - if (config3.body.enabled) - resT = await model8.executeAsync(tensor2); - } else { - const profileT = config3.body.enabled ? await profile(() => model8.executeAsync(tensor2)) : {}; - resT = profileT.result.clone(); - profileT.result.dispose(); - run("body", profileT); - } - tensor2.dispose(); - if (resT) { - const parts = []; - const squeeze2 = resT.squeeze(); - dispose(resT); - const stack2 = squeeze2.unstack(2); - dispose(squeeze2); - for (let id = 0; id < stack2.length; id++) { - const [x, y, score] = max2d(stack2[id], config3.body.scoreThreshold); - if (score > config3.body.scoreThreshold) { - parts.push({ - id, - score, - part: bodyParts[id], - positionRaw: { - xRaw: x / model8.inputs[0].shape[2], - yRaw: y / model8.inputs[0].shape[1] - }, - position: { - x: Math.round(image3.shape[2] * x / model8.inputs[0].shape[2]), - y: Math.round(image3.shape[1] * y / model8.inputs[0].shape[1]) - } - }); - } - } - stack2.forEach((s) => dispose(s)); - keypoints2 = parts; - } - resolve([{keypoints: keypoints2}]); - }); - } - - // src/nanodet/nanodet.ts - var nanodet_exports = {}; - __export(nanodet_exports, { - load: () => load12, - predict: () => predict8 - }); - - // src/nanodet/labels.ts - var labels = [ - {class: 1, label: "person"}, - {class: 2, label: "bicycle"}, - {class: 3, label: "car"}, - {class: 4, label: "motorcycle"}, - {class: 5, label: "airplane"}, - {class: 6, label: "bus"}, - {class: 7, label: "train"}, - {class: 8, label: "truck"}, - {class: 9, label: "boat"}, - {class: 10, label: "traffic light"}, - {class: 11, label: "fire hydrant"}, - {class: 12, label: "stop sign"}, - {class: 13, label: "parking meter"}, - {class: 14, label: "bench"}, - {class: 15, label: "bird"}, - {class: 16, label: "cat"}, - {class: 17, label: "dog"}, - {class: 18, label: "horse"}, - {class: 19, label: "sheep"}, - {class: 20, label: "cow"}, - {class: 21, label: "elephant"}, - {class: 22, label: "bear"}, - {class: 23, label: "zebra"}, - {class: 24, label: "giraffe"}, - {class: 25, label: "backpack"}, - {class: 26, label: "umbrella"}, - {class: 27, label: "handbag"}, - {class: 28, label: "tie"}, - {class: 29, label: "suitcase"}, - {class: 30, label: "frisbee"}, - {class: 31, label: "skis"}, - {class: 32, label: "snowboard"}, - {class: 33, label: "sports ball"}, - {class: 34, label: "kite"}, - {class: 35, label: "baseball bat"}, - {class: 36, label: "baseball glove"}, - {class: 37, label: "skateboard"}, - {class: 38, label: "surfboard"}, - {class: 39, label: "tennis racket"}, - {class: 40, label: "bottle"}, - {class: 41, label: "wine glass"}, - {class: 42, label: "cup"}, - {class: 43, label: "fork"}, - {class: 44, label: "knife"}, - {class: 45, label: "spoon"}, - {class: 46, label: "bowl"}, - {class: 47, label: "banana"}, - {class: 48, label: "apple"}, - {class: 49, label: "sandwich"}, - {class: 50, label: "orange"}, - {class: 51, label: "broccoli"}, - {class: 52, label: "carrot"}, - {class: 53, label: "hot dog"}, - {class: 54, label: "pizza"}, - {class: 55, label: "donut"}, - {class: 56, label: "cake"}, - {class: 57, label: "chair"}, - {class: 58, label: "couch"}, - {class: 59, label: "potted plant"}, - {class: 60, label: "bed"}, - {class: 61, label: "dining table"}, - {class: 62, label: "toilet"}, - {class: 63, label: "tv"}, - {class: 64, label: "laptop"}, - {class: 65, label: "mouse"}, - {class: 66, label: "remote"}, - {class: 67, label: "keyboard"}, - {class: 68, label: "cell phone"}, - {class: 69, label: "microwave"}, - {class: 70, label: "oven"}, - {class: 71, label: "toaster"}, - {class: 72, label: "sink"}, - {class: 73, label: "refrigerator"}, - {class: 74, label: "book"}, - {class: 75, label: "clock"}, - {class: 76, label: "vase"}, - {class: 77, label: "scissors"}, - {class: 78, label: "teddy bear"}, - {class: 79, label: "hair drier"}, - {class: 80, label: "toothbrush"} - ]; - - // src/nanodet/nanodet.ts - var model9; - var last5 = []; - var skipped6 = Number.MAX_SAFE_INTEGER; - var scaleBox = 2.5; - async function load12(config3) { - if (!model9) { - model9 = await loadGraphModel(config3.object.modelPath); - model9.inputSize = parseInt(Object.values(model9.modelSignature["inputs"])[0].tensorShape.dim[2].size); - if (config3.debug) - log(`load model: ${config3.object.modelPath.match(/\/(.*)\./)[1]}`); - } - return model9; - } - async function process2(res, inputSize, outputShape, config3) { - let id = 0; - let results = []; - for (const strideSize of [1, 2, 4]) { - tidy(() => { - var _a, _b; - const baseSize = strideSize * 13; - const scoresT = (_a = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] === labels.length)) == null ? void 0 : _a.squeeze(); - const featuresT = (_b = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] < labels.length)) == null ? void 0 : _b.squeeze(); - const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); - const boxIdx = boxesMax.argMax(2).arraySync(); - const scores = scoresT.arraySync(); - for (let i = 0; i < scoresT.shape[0]; i++) { - for (let j = 0; j < scoresT.shape[1]; j++) { - const score = scores[i][j]; - if (score > config3.object.minConfidence && j !== 61) { - const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; - const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; - const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); - const [x, y] = [ - cx - scaleBox / strideSize * boxOffset[0], - cy - scaleBox / strideSize * boxOffset[1] - ]; - const [w, h] = [ - cx + scaleBox / strideSize * boxOffset[2] - x, - cy + scaleBox / strideSize * boxOffset[3] - y - ]; - let boxRaw = [x, y, w, h]; - boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); - const box3 = [ - boxRaw[0] * outputShape[0], - boxRaw[1] * outputShape[1], - boxRaw[2] * outputShape[0], - boxRaw[3] * outputShape[1] - ]; - const result = { - id: id++, - strideSize, - score, - class: j + 1, - label: labels[j].label, - center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)], - centerRaw: [cx, cy], - box: box3.map((a) => Math.trunc(a)), - boxRaw - }; - results.push(result); - } - } - } - }); - } - res.forEach((t) => dispose(t)); - const nmsBoxes = results.map((a) => a.boxRaw); - const nmsScores = results.map((a) => a.score); - let nmsIdx = []; - if (nmsBoxes && nmsBoxes.length > 0) { - const nms = await image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config3.object.maxResults, config3.object.iouThreshold, config3.object.minConfidence); - nmsIdx = nms.dataSync(); - dispose(nms); - } - results = results.filter((a, idx) => nmsIdx.includes(idx)).sort((a, b) => b.score - a.score); - return results; - } - async function predict8(image3, config3) { - if (!model9) - return null; - if (skipped6 < config3.object.skipFrames && config3.videoOptimized && last5.length > 0) { - skipped6++; - return last5; - } - if (config3.videoOptimized) - skipped6 = 0; - else - skipped6 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const outputSize = [image3.shape[2], image3.shape[1]]; - const resize = image.resizeBilinear(image3, [model9.inputSize, model9.inputSize], false); - const norm2 = resize.div(255); - const transpose5 = norm2.transpose([0, 3, 1, 2]); - norm2.dispose(); - resize.dispose(); - let objectT; - if (!config3.profile) { - if (config3.object.enabled) - objectT = await model9.executeAsync(transpose5); - } else { - const profileObject = config3.object.enabled ? await profile(() => model9.executeAsync(transpose5)) : {}; - objectT = profileObject.result; - run("object", profileObject); - } - transpose5.dispose(); - const obj = await process2(objectT, model9.inputSize, outputSize, config3); - last5 = obj; - resolve(obj); - }); - } - - // src/gesture/gesture.ts - var body = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const leftWrist = res[i].keypoints.find((a) => a.part === "leftWrist"); - const rightWrist = res[i].keypoints.find((a) => a.part === "rightWrist"); - const nose = res[i].keypoints.find((a) => a.part === "nose"); - if (nose && leftWrist && rightWrist && leftWrist.position.y < nose.position.y && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "i give up"}); - else if (nose && leftWrist && leftWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise left hand"}); - else if (nose && rightWrist && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise right hand"}); - const leftShoulder = res[i].keypoints.find((a) => a.part === "leftShoulder"); - const rightShoulder = res[i].keypoints.find((a) => a.part === "rightShoulder"); - if (leftShoulder && rightShoulder) - gestures.push({body: i, gesture: `leaning ${leftShoulder.position.y > rightShoulder.position.y ? "left" : "right"}`}); - } - return gestures; - }; - var face = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (res[i].mesh && res[i].mesh.length > 0) { - const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; - if (Math.abs(eyeFacing) < 10) - gestures.push({face: i, gesture: "facing camera"}); - else - gestures.push({face: i, gesture: `facing ${eyeFacing < 0 ? "right" : "left"}`}); - const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); - if (openLeft < 0.2) - gestures.push({face: i, gesture: "blink left eye"}); - const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); - if (openRight < 0.2) - gestures.push({face: i, gesture: "blink right eye"}); - const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1])); - if (mouthOpen > 10) - gestures.push({face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open`}); - const chinDepth = res[i].mesh[152][2]; - if (Math.abs(chinDepth) > 10) - gestures.push({face: i, gesture: `head ${chinDepth < 0 ? "up" : "down"}`}); - } - } - return gestures; - }; - var iris = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) - continue; - const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0]; - const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1]; - const areaLeft = Math.abs(sizeXLeft * sizeYLeft); - const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0]; - const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1]; - const areaRight = Math.abs(sizeXRight * sizeYRight); - const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight); - if (difference < 0.25) - gestures.push({iris: i, gesture: "looking at camera"}); - } - return gestures; - }; - var hand = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const fingers = []; - for (const [finger, pos] of Object.entries(res[i]["annotations"])) { - if (finger !== "palmBase") - fingers.push({name: finger.toLowerCase(), position: pos[0]}); - } - if (fingers && fingers.length > 0) { - const closest = fingers.reduce((best, a) => best.position[2] < a.position[2] ? best : a); - const highest = fingers.reduce((best, a) => best.position[1] < a.position[1] ? best : a); - gestures.push({hand: i, gesture: `${closest.name} forward ${highest.name} up`}); - } - } - return gestures; - }; - - // src/image/imagefx.js - function GLProgram(gl, vertexSource, fragmentSource) { - const _collect = function(source, prefix, collection) { - const r = new RegExp("\\b" + prefix + " \\w+ (\\w+)", "ig"); - source.replace(r, (match2, name) => { - collection[name] = 0; - return match2; - }); - }; - const _compile = function(source, type) { - const shader = gl.createShader(type); - gl.shaderSource(shader, source); - gl.compileShader(shader); - if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) { - throw new Error("Filter: GL compile failed", gl.getShaderInfoLog(shader)); - } - return shader; - }; - this.uniform = {}; - this.attribute = {}; - const _vsh = _compile(vertexSource, gl.VERTEX_SHADER); - const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER); - this.id = gl.createProgram(); - gl.attachShader(this.id, _vsh); - gl.attachShader(this.id, _fsh); - gl.linkProgram(this.id); - if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) { - throw new Error("Filter: GL link failed", gl.getProgramInfoLog(this.id)); - } - gl.useProgram(this.id); - _collect(vertexSource, "attribute", this.attribute); - for (const a in this.attribute) - this.attribute[a] = gl.getAttribLocation(this.id, a); - _collect(vertexSource, "uniform", this.uniform); - _collect(fragmentSource, "uniform", this.uniform); - for (const u in this.uniform) - this.uniform[u] = gl.getUniformLocation(this.id, u); - } - function GLImageFilter(params) { - if (!params) - params = {}; - let _drawCount = 0; - let _sourceTexture = null; - let _lastInChain = false; - let _currentFramebufferIndex = -1; - let _tempFramebuffers = [null, null]; - let _filterChain = []; - let _width = -1; - let _height = -1; - let _vertexBuffer = null; - let _currentProgram = null; - const _filter = {}; - const _canvas = params.canvas || document.createElement("canvas"); - const _shaderProgramCache = {}; - const DRAW = {INTERMEDIATE: 1}; - const gl = _canvas.getContext("webgl"); - if (!gl) - throw new Error("Filter: getContext() failed"); - this.addFilter = function(name) { - const args = Array.prototype.slice.call(arguments, 1); - const filter = _filter[name]; - _filterChain.push({func: filter, args}); - }; - this.reset = function() { - _filterChain = []; - }; - const _resize = function(width, height) { - if (width === _width && height === _height) { - return; - } - _canvas.width = width; - _width = width; - _canvas.height = height; - _height = height; - if (!_vertexBuffer) { - const vertices = new Float32Array([ - -1, - -1, - 0, - 1, - 1, - -1, - 1, - 1, - -1, - 1, - 0, - 0, - -1, - 1, - 0, - 0, - 1, - -1, - 1, - 1, - 1, - 1, - 1, - 0 - ]); - _vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer); - gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW); - gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true); - } - gl.viewport(0, 0, _width, _height); - _tempFramebuffers = [null, null]; - }; - const _createFramebufferTexture = function(width, height) { - const fbo = gl.createFramebuffer(); - gl.bindFramebuffer(gl.FRAMEBUFFER, fbo); - const renderbuffer = gl.createRenderbuffer(); - gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer); - const texture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, texture); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0); - gl.bindTexture(gl.TEXTURE_2D, null); - gl.bindFramebuffer(gl.FRAMEBUFFER, null); - return {fbo, texture}; - }; - const _getTempFramebuffer = function(index) { - _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height); - return _tempFramebuffers[index]; - }; - const _draw = function(flags = null) { - var _a, _b; - let source = null; - let target = null; - let flipY = false; - if (_drawCount === 0) { - source = _sourceTexture; - } else { - source = (_a = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _a.texture; - } - _drawCount++; - if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) { - target = null; - flipY = _drawCount % 2 === 0; - } else { - _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2; - target = (_b = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _b.fbo; - } - gl.bindTexture(gl.TEXTURE_2D, source); - gl.bindFramebuffer(gl.FRAMEBUFFER, target); - gl.uniform1f(_currentProgram.uniform.flipY, flipY ? -1 : 1); - gl.drawArrays(gl.TRIANGLES, 0, 6); - }; - this.apply = function(image3) { - _resize(image3.width, image3.height); - _drawCount = 0; - if (!_sourceTexture) - _sourceTexture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, _sourceTexture); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image3); - if (_filterChain.length === 0) { - _draw(); - return _canvas; - } - for (let i = 0; i < _filterChain.length; i++) { - _lastInChain = i === _filterChain.length - 1; - const f = _filterChain[i]; - f.func.apply(this, f.args || []); - } - return _canvas; - }; - const _compileShader = function(fragmentSource) { - if (_shaderProgramCache[fragmentSource]) { - _currentProgram = _shaderProgramCache[fragmentSource]; - gl.useProgram(_currentProgram.id); - return _currentProgram; - } - const SHADER = {}; - SHADER.VERTEX_IDENTITY = [ - "precision highp float;", - "attribute vec2 pos;", - "attribute vec2 uv;", - "varying vec2 vUv;", - "uniform float flipY;", - "void main(void) {", - "vUv = uv;", - "gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);", - "}" - ].join("\n"); - SHADER.FRAGMENT_IDENTITY = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "void main(void) {", - "gl_FragColor = texture2D(texture, vUv);", - "}" - ].join("\n"); - _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource); - const floatSize = Float32Array.BYTES_PER_ELEMENT; - const vertSize = 4 * floatSize; - gl.enableVertexAttribArray(_currentProgram.attribute.pos); - gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize); - gl.enableVertexAttribArray(_currentProgram.attribute.uv); - gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize); - _shaderProgramCache[fragmentSource] = _currentProgram; - return _currentProgram; - }; - _filter.colorMatrix = function(matrix) { - const m = new Float32Array(matrix); - m[4] /= 255; - m[9] /= 255; - m[14] /= 255; - m[19] /= 255; - const shader = m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0 ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA : _filter.colorMatrix.SHADER.WITH_ALPHA; - const program = _compileShader(shader); - gl.uniform1fv(program.uniform.m, m); - _draw(); - }; - _filter.colorMatrix.SHADER = {}; - _filter.colorMatrix.SHADER.WITH_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];", - "gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];", - "}" - ].join("\n"); - _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];", - "gl_FragColor.a = c.a;", - "}" - ].join("\n"); - _filter.brightness = function(brightness) { - const b = (brightness || 0) + 1; - _filter.colorMatrix([ - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.saturation = function(amount) { - const x = (amount || 0) * 2 / 3 + 1; - const y = (x - 1) * -0.5; - _filter.colorMatrix([ - x, - y, - y, - 0, - 0, - y, - x, - y, - 0, - 0, - y, - y, - x, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturate = function() { - _filter.saturation(-1); - }; - _filter.contrast = function(amount) { - const v = (amount || 0) + 1; - const o = -128 * (v - 1); - _filter.colorMatrix([ - v, - 0, - 0, - 0, - o, - 0, - v, - 0, - 0, - o, - 0, - 0, - v, - 0, - o, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.negative = function() { - _filter.contrast(-2); - }; - _filter.hue = function(rotation) { - rotation = (rotation || 0) / 180 * Math.PI; - const cos4 = Math.cos(rotation); - const sin4 = Math.sin(rotation); - const lumR = 0.213; - const lumG = 0.715; - const lumB = 0.072; - _filter.colorMatrix([ - lumR + cos4 * (1 - lumR) + sin4 * -lumR, - lumG + cos4 * -lumG + sin4 * -lumG, - lumB + cos4 * -lumB + sin4 * (1 - lumB), - 0, - 0, - lumR + cos4 * -lumR + sin4 * 0.143, - lumG + cos4 * (1 - lumG) + sin4 * 0.14, - lumB + cos4 * -lumB + sin4 * -0.283, - 0, - 0, - lumR + cos4 * -lumR + sin4 * -(1 - lumR), - lumG + cos4 * -lumG + sin4 * lumG, - lumB + cos4 * (1 - lumB) + sin4 * lumB, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturateLuminance = function() { - _filter.colorMatrix([ - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.sepia = function() { - _filter.colorMatrix([ - 0.393, - 0.7689999, - 0.18899999, - 0, - 0, - 0.349, - 0.6859999, - 0.16799999, - 0, - 0, - 0.272, - 0.5339999, - 0.13099999, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.brownie = function() { - _filter.colorMatrix([ - 0.5997023498159715, - 0.34553243048391263, - -0.2708298674538042, - 0, - 47.43192855600873, - -0.037703249837783157, - 0.8609577587992641, - 0.15059552388459913, - 0, - -36.96841498319127, - 0.24113635128153335, - -0.07441037908422492, - 0.44972182064877153, - 0, - -7.562075277591283, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.vintagePinhole = function() { - _filter.colorMatrix([ - 0.6279345635605994, - 0.3202183420819367, - -0.03965408211312453, - 0, - 9.651285835294123, - 0.02578397704808868, - 0.6441188644374771, - 0.03259127616149294, - 0, - 7.462829176470591, - 0.0466055556782719, - -0.0851232987247891, - 0.5241648018700465, - 0, - 5.159190588235296, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.kodachrome = function() { - _filter.colorMatrix([ - 1.1285582396593525, - -0.3967382283601348, - -0.03992559172921793, - 0, - 63.72958762196502, - -0.16404339962244616, - 1.0835251566291304, - -0.05498805115633132, - 0, - 24.732407896706203, - -0.16786010706155763, - -0.5603416277695248, - 1.6014850761964943, - 0, - 35.62982807460946, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.technicolor = function() { - _filter.colorMatrix([ - 1.9125277891456083, - -0.8545344976951645, - -0.09155508482755585, - 0, - 11.793603434377337, - -0.3087833385928097, - 1.7658908555458428, - -0.10601743074722245, - 0, - -70.35205161461398, - -0.231103377548616, - -0.7501899197440212, - 1.847597816108189, - 0, - 30.950940869491138, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.polaroid = function() { - _filter.colorMatrix([ - 1.438, - -0.062, - -0.062, - 0, - 0, - -0.122, - 1.378, - -0.122, - 0, - 0, - -0.016, - -0.016, - 1.483, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.shiftToBGR = function() { - _filter.colorMatrix([ - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.convolution = function(matrix) { - const m = new Float32Array(matrix); - const pixelSizeX = 1 / _width; - const pixelSizeY = 1 / _height; - const program = _compileShader(_filter.convolution.SHADER); - gl.uniform1fv(program.uniform.m, m); - gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY); - _draw(); - }; - _filter.convolution.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "uniform float m[9];", - "void main(void) {", - "vec4 c11 = texture2D(texture, vUv - px);", - "vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));", - "vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));", - "vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );", - "vec4 c22 = texture2D(texture, vUv);", - "vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );", - "vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );", - "vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );", - "vec4 c33 = texture2D(texture, vUv + px );", - "gl_FragColor = ", - "c11 * m[0] + c12 * m[1] + c22 * m[2] +", - "c21 * m[3] + c22 * m[4] + c23 * m[5] +", - "c31 * m[6] + c32 * m[7] + c33 * m[8];", - "gl_FragColor.a = c22.a;", - "}" - ].join("\n"); - _filter.detectEdges = function() { - _filter.convolution.call(this, [ - 0, - 1, - 0, - 1, - -4, - 1, - 0, - 1, - 0 - ]); - }; - _filter.sobelX = function() { - _filter.convolution.call(this, [ - -1, - 0, - 1, - -2, - 0, - 2, - -1, - 0, - 1 - ]); - }; - _filter.sobelY = function() { - _filter.convolution.call(this, [ - -1, - -2, - -1, - 0, - 0, - 0, - 1, - 2, - 1 - ]); - }; - _filter.sharpen = function(amount) { - const a = amount || 1; - _filter.convolution.call(this, [ - 0, - -1 * a, - 0, - -1 * a, - 1 + 4 * a, - -1 * a, - 0, - -1 * a, - 0 - ]); - }; - _filter.emboss = function(size) { - const s = size || 1; - _filter.convolution.call(this, [ - -2 * s, - -1 * s, - 0, - -1 * s, - 1, - 1 * s, - 0, - 1 * s, - 2 * s - ]); - }; - _filter.blur = function(size) { - const blurSizeX = size / 7 / _width; - const blurSizeY = size / 7 / _height; - const program = _compileShader(_filter.blur.SHADER); - gl.uniform2f(program.uniform.px, 0, blurSizeY); - _draw(DRAW.INTERMEDIATE); - gl.uniform2f(program.uniform.px, blurSizeX, 0); - _draw(); - }; - _filter.blur.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;", - "gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv )*0.159576912161;", - "gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;", - "}" - ].join("\n"); - _filter.pixelate = function(size) { - const blurSizeX = size / _width; - const blurSizeY = size / _height; - const program = _compileShader(_filter.pixelate.SHADER); - gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY); - _draw(); - }; - _filter.pixelate.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform vec2 size;", - "uniform sampler2D texture;", - "vec2 pixelate(vec2 coord, vec2 size) {", - "return floor( coord / size ) * size;", - "}", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "vec2 coord = pixelate(vUv, size);", - "gl_FragColor += texture2D(texture, coord);", - "}" - ].join("\n"); - } - - // src/image/image.ts - var maxSize = 2048; - var inCanvas = null; - var outCanvas = null; - var fx = null; - function process3(input2, config3) { - let tensor2; - if (!input2) - throw new Error("Human: Input is missing"); - if (input2 instanceof Tensor) { - tensor2 = clone(input2); - } else { - const originalWidth = input2.naturalWidth || input2.videoWidth || input2.width || input2.shape && input2.shape[1] > 0; - const originalHeight = input2.naturalHeight || input2.videoHeight || input2.height || input2.shape && input2.shape[2] > 0; - let targetWidth = originalWidth; - let targetHeight = originalHeight; - if (targetWidth > maxSize) { - targetWidth = maxSize; - targetHeight = targetWidth * originalHeight / originalWidth; - } - if (targetHeight > maxSize) { - targetHeight = maxSize; - targetWidth = targetHeight * originalWidth / originalHeight; - } - if (config3.filter.width > 0) - targetWidth = config3.filter.width; - else if (config3.filter.height > 0) - targetWidth = originalWidth * (config3.filter.height / originalHeight); - if (config3.filter.height > 0) - targetHeight = config3.filter.height; - else if (config3.filter.width > 0) - targetHeight = originalHeight * (config3.filter.width / originalWidth); - if (!targetWidth || !targetHeight) { - log("Human: invalid input", input2); - return {tensor: null, canvas: null}; - } - if (!inCanvas || inCanvas.width !== targetWidth || inCanvas.height !== targetHeight) { - inCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - if (inCanvas.width !== targetWidth) - inCanvas.width = targetWidth; - if (inCanvas.height !== targetHeight) - inCanvas.height = targetHeight; - } - const ctx = inCanvas.getContext("2d"); - if (input2 instanceof ImageData) - ctx.putImageData(input2, 0, 0); - else - ctx.drawImage(input2, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height); - if (config3.filter.enabled) { - if (!fx || !outCanvas || inCanvas.width !== outCanvas.width || inCanvas.height !== outCanvas.height) { - outCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement("canvas"); - if (outCanvas.width !== inCanvas.width) - outCanvas.width = inCanvas.width; - if (outCanvas.height !== inCanvas.height) - outCanvas.height = inCanvas.height; - fx = ENV.flags.IS_BROWSER ? new GLImageFilter({canvas: outCanvas}) : null; - } - if (!fx) - return {tensor: null, canvas: inCanvas}; - fx.reset(); - fx.addFilter("brightness", config3.filter.brightness); - if (config3.filter.contrast !== 0) - fx.addFilter("contrast", config3.filter.contrast); - if (config3.filter.sharpness !== 0) - fx.addFilter("sharpen", config3.filter.sharpness); - if (config3.filter.blur !== 0) - fx.addFilter("blur", config3.filter.blur); - if (config3.filter.saturation !== 0) - fx.addFilter("saturation", config3.filter.saturation); - if (config3.filter.hue !== 0) - fx.addFilter("hue", config3.filter.hue); - if (config3.filter.negative) - fx.addFilter("negative"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.vintage) - fx.addFilter("brownie"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.kodachrome) - fx.addFilter("kodachrome"); - if (config3.filter.technicolor) - fx.addFilter("technicolor"); - if (config3.filter.polaroid) - fx.addFilter("polaroid"); - if (config3.filter.pixelate !== 0) - fx.addFilter("pixelate", config3.filter.pixelate); - fx.apply(inCanvas); - } else { - outCanvas = inCanvas; - if (fx) - fx = null; - } - let pixels; - if (outCanvas.data) { - const shape = [outCanvas.height, outCanvas.width, 3]; - pixels = tensor3d(outCanvas.data, shape, "int32"); - } else if (config3.backend === "webgl" || outCanvas instanceof ImageData) { - pixels = browser_exports.fromPixels(outCanvas); - } else { - const tempCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - tempCanvas.width = targetWidth; - tempCanvas.height = targetHeight; - const tempCtx = tempCanvas.getContext("2d"); - tempCtx == null ? void 0 : tempCtx.drawImage(outCanvas, 0, 0); - const data2 = tempCtx == null ? void 0 : tempCtx.getImageData(0, 0, targetWidth, targetHeight); - pixels = browser_exports.fromPixels(data2); - } - const casted = pixels.toFloat(); - tensor2 = casted.expandDims(0); - pixels.dispose(); - casted.dispose(); - } - const canvas2 = config3.filter.return ? outCanvas : null; - return {tensor: tensor2, canvas: canvas2}; - } - - // src/draw/draw.ts - var draw_exports = {}; - __export(draw_exports, { - all: () => all4, - body: () => body2, - canvas: () => canvas, - drawOptions: () => drawOptions, - face: () => face2, - gesture: () => gesture, - hand: () => hand2, - object: () => object - }); - - // src/config.ts - var config2 = { - backend: "webgl", - wasmPath: "../assets/", - debug: true, - async: true, - profile: false, - deallocate: false, - scoped: false, - videoOptimized: true, - warmup: "face", - filter: { - enabled: true, - width: 0, - height: 0, - return: true, - brightness: 0, - contrast: 0, - sharpness: 0, - blur: 0, - saturation: 0, - hue: 0, - negative: false, - sepia: false, - vintage: false, - kodachrome: false, - technicolor: false, - polaroid: false, - pixelate: 0 - }, - gesture: { - enabled: true - }, - face: { - enabled: true, - detector: { - modelPath: "../models/blazeface-back.json", - rotation: false, - maxFaces: 10, - skipFrames: 21, - skipInitial: false, - minConfidence: 0.2, - iouThreshold: 0.1, - scoreThreshold: 0.2, - return: false - }, - mesh: { - enabled: true, - modelPath: "../models/facemesh.json" - }, - iris: { - enabled: true, - modelPath: "../models/iris.json" - }, - description: { - enabled: true, - modelPath: "../models/faceres.json", - skipFrames: 31 - }, - emotion: { - enabled: true, - minConfidence: 0.1, - skipFrames: 32, - modelPath: "../models/emotion.json" - }, - age: { - enabled: false, - modelPath: "../models/age.json", - skipFrames: 33 - }, - gender: { - enabled: false, - minConfidence: 0.1, - modelPath: "../models/gender.json", - skipFrames: 34 - }, - embedding: { - enabled: false, - modelPath: "../models/mobileface.json" - } - }, - body: { - enabled: true, - modelPath: "../models/posenet.json", - maxDetections: 10, - scoreThreshold: 0.3, - nmsRadius: 20 - }, - hand: { - enabled: true, - rotation: false, - skipFrames: 12, - skipInitial: false, - minConfidence: 0.1, - iouThreshold: 0.1, - scoreThreshold: 0.5, - maxHands: 1, - landmarks: true, - detector: { - modelPath: "../models/handdetect.json" - }, - skeleton: { - modelPath: "../models/handskeleton.json" - } - }, - object: { - enabled: false, - modelPath: "../models/nanodet.json", - minConfidence: 0.2, - iouThreshold: 0.4, - maxResults: 10, - skipFrames: 41 - } - }; - - // src/draw/draw.ts - var drawOptions = { - color: "rgba(173, 216, 230, 0.3)", - labelColor: "rgba(173, 216, 230, 1)", - shadowColor: "black", - font: 'small-caps 16px "Segoe UI"', - lineHeight: 20, - lineWidth: 6, - pointSize: 2, - roundRect: 28, - drawPoints: false, - drawLabels: true, - drawBoxes: true, - drawPolygons: true, - fillPolygons: false, - useDepth: true, - useCurves: false, - bufferedOutput: false, - useRawBoxes: false - }; - function point(ctx, x, y, z = null) { - ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + 2 * (z || 0)}, ${127.5 - 2 * (z || 0)}, 255, 0.3)` : drawOptions.color; - ctx.beginPath(); - ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI); - ctx.fill(); - } - function rect(ctx, x, y, width, height) { - ctx.beginPath(); - if (drawOptions.useCurves) { - const cx = (x + x + width) / 2; - const cy = (y + y + height) / 2; - ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI); - } else { - ctx.lineWidth = drawOptions.lineWidth; - ctx.moveTo(x + drawOptions.roundRect, y); - ctx.lineTo(x + width - drawOptions.roundRect, y); - ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect); - ctx.lineTo(x + width, y + height - drawOptions.roundRect); - ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height); - ctx.lineTo(x + drawOptions.roundRect, y + height); - ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect); - ctx.lineTo(x, y + drawOptions.roundRect); - ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y); - ctx.closePath(); - } - ctx.stroke(); - } - function lines(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - ctx.beginPath(); - ctx.moveTo(points[0][0], points[0][1]); - for (const pt of points) { - ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.lineTo(pt[0], parseInt(pt[1])); - } - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } - } - function curves(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - if (!drawOptions.useCurves || points.length <= 2) { - lines(ctx, points); - return; - } - ctx.moveTo(points[0][0], points[0][1]); - for (let i = 0; i < points.length - 2; i++) { - const xc = (points[i][0] + points[i + 1][0]) / 2; - const yc = (points[i][1] + points[i + 1][1]) / 2; - ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc); - } - ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } - } - async function gesture(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.font = drawOptions.font; - ctx.fillStyle = drawOptions.color; - let i = 1; - for (let j = 0; j < result.length; j++) { - let where2 = []; - let what = []; - [where2, what] = Object.entries(result[j]); - if (what.length > 1 && what[1].length > 0) { - const person = where2[1] > 0 ? `#${where2[1]}` : ""; - const label = `${where2[0]} ${person}: ${what[1]}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, 8, 2 + i * drawOptions.lineHeight); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, 6, 0 + i * drawOptions.lineHeight); - i += 1; - } - } - } - async function face2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - for (const f of result) { - ctx.font = drawOptions.font; - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.drawBoxes) { - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * f.boxRaw[0], inCanvas2.height * f.boxRaw[1], inCanvas2.width * f.boxRaw[2], inCanvas2.height * f.boxRaw[3]); - else - rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]); - } - const labels2 = []; - labels2.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`); - if (f.genderConfidence) - labels2.push(`${f.gender || ""} ${Math.trunc(100 * f.genderConfidence)}% confident`); - if (f.age) - labels2.push(`age: ${f.age || ""}`); - if (f.iris) - labels2.push(`iris distance: ${f.iris}`); - if (f.emotion && f.emotion.length > 0) { - const emotion2 = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`); - labels2.push(emotion2.join(" ")); - } - if (f.rotation && f.rotation.angle && f.rotation.angle.roll) - labels2.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`); - if (labels2.length === 0) - labels2.push("face"); - ctx.fillStyle = drawOptions.color; - for (let i = labels2.length - 1; i >= 0; i--) { - const x = Math.max(f.box[0], 0); - const y = i * drawOptions.lineHeight + f.box[1]; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(labels2[i], x + 5, y + 16); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(labels2[i], x + 4, y + 15); - } - ctx.lineWidth = 1; - if (f.mesh && f.mesh.length > 0) { - if (drawOptions.drawPoints) { - for (const pt of f.mesh) - point(ctx, pt[0], pt[1], pt[2]); - } - if (drawOptions.drawPolygons) { - ctx.lineWidth = 1; - for (let i = 0; i < TRI468.length / 3; i++) { - const points = [ - TRI468[i * 3 + 0], - TRI468[i * 3 + 1], - TRI468[i * 3 + 2] - ].map((index) => f.mesh[index]); - lines(ctx, points); - } - if (f.annotations && f.annotations.leftEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - if (f.annotations && f.annotations.rightEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - } - } - } - } - var lastDrawnPose = []; - async function body2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - for (let i = 0; i < result.length; i++) { - if (!lastDrawnPose[i] && drawOptions.bufferedOutput) - lastDrawnPose[i] = {...result[i]}; - ctx.strokeStyle = drawOptions.color; - ctx.lineWidth = drawOptions.lineWidth; - if (drawOptions.drawPoints) { - for (let pt = 0; pt < result[i].keypoints.length; pt++) { - ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + 2 * result[i].keypoints[pt].position.z}, ${127.5 - 2 * result[i].keypoints[pt].position.z}, 255, 0.5)` : drawOptions.color; - if (drawOptions.bufferedOutput) { - lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2; - lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2; - point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]); - } else { - point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y); - } - } - } - if (drawOptions.drawLabels) { - ctx.font = drawOptions.font; - if (result[i].keypoints) { - for (const pt of result[i].keypoints) { - ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + 2 * pt.position.z}, ${127.5 - 2 * pt.position.z}, 255, 0.5)` : drawOptions.color; - ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4); - } - } - } - if (drawOptions.drawPolygons && result[i].keypoints) { - let part; - const points = []; - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - if (points.length === 4) - lines(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - } - } - } - async function hand2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText("hand", h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText("hand", h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - if (drawOptions.drawPoints) { - if (h.landmarks && h.landmarks.length > 0) { - for (const pt of h.landmarks) { - ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.5)` : drawOptions.color; - point(ctx, pt[0], pt[1]); - } - } - } - if (drawOptions.drawPolygons) { - const addPart = (part) => { - if (!part) - return; - for (let i = 0; i < part.length; i++) { - ctx.lineWidth = drawOptions.lineWidth; - ctx.beginPath(); - ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * part[i][2]}, ${127.5 - 2 * part[i][2]}, 255, 0.5)` : drawOptions.color; - ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]); - ctx.lineTo(part[i][0], part[i][1]); - ctx.stroke(); - } - }; - addPart(h.annotations.indexFinger); - addPart(h.annotations.middleFinger); - addPart(h.annotations.ringFinger); - addPart(h.annotations.pinky); - addPart(h.annotations.thumb); - } - } - } - async function object(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - const label = `${Math.round(100 * h.score)}% ${h.label}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - } - } - async function canvas(inCanvas2, outCanvas2) { - if (!inCanvas2 || !outCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement) || !(outCanvas2 instanceof HTMLCanvasElement)) - return; - const outCtx = inCanvas2.getContext("2d"); - outCtx == null ? void 0 : outCtx.drawImage(inCanvas2, 0, 0); - } - async function all4(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - face2(inCanvas2, result.face); - body2(inCanvas2, result.body); - hand2(inCanvas2, result.hand); - gesture(inCanvas2, result.gesture); - object(inCanvas2, result.object); - } - - // src/sample.ts - var face3 = ` + ${r}, and tensor's shape is: ${e.shape}`);let s=e.shape.slice(1),i=m2(s,n),o=r===0?0:e.size/r,l=z(()=>{let u=[];e=H(e,[1,r,o]);for(let h=0;h{switch(e.op){case"If":case"StatelessIf":{let r=k("thenBranch",e,t,n),a=k("elseBranch",e,t,n),s=k("cond",e,t,n),i=k("args",e,t,n);return(await s.data())[0]?n.functionMap[r].executeFunctionAsync(i,n.tensorArrayMap,n.tensorListMap):n.functionMap[a].executeFunctionAsync(i,n.tensorArrayMap,n.tensorListMap)}case"While":case"StatelessWhile":{let r=k("body",e,t,n),a=k("cond",e,t,n),s=k("args",e,t,n),i=await n.functionMap[a].executeFunctionAsync(s,n.tensorArrayMap,n.tensorListMap),o=s.map(u=>u.id),l=await i[0].data();i.forEach(u=>{!u.kept&&o.indexOf(u.id)===-1&&u.dispose()});let c=s;for(;l[0];){let u=c;c=await n.functionMap[r].executeFunctionAsync(c,n.tensorArrayMap,n.tensorListMap);let h=c.map(p=>p.id);u.forEach(p=>{!p.kept&&o.indexOf(p.id)===-1&&h.indexOf(p.id)===-1&&p.dispose()});let d=await 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r=k("tensorArrayId",e,t,n),a=n.getTensorArray(r.id);return a.clearAndClose(),[a.idTensor]}case"TensorListSetItem":{let r=k("tensorListId",e,t,n),a=k("index",e,t,n),s=k("tensor",e,t,n),i=n.getTensorList(r.id);return i.setItem(a,s),[i.idTensor]}case"TensorListGetItem":{let r=k("tensorListId",e,t,n),a=k("index",e,t,n),s=k("elementShape",e,t,n),i=k("elementDType",e,t,n);return[n.getTensorList(r.id).getItem(a,s,i)]}case"TensorListScatterV2":case"TensorListScatter":{let r=k("indices",e,t,n),a=k("tensor",e,t,n),s=k("elementShape",e,t,n),i=k("numElements",e,t,n),o=Vne(a,r,s,i);return n.addTensorList(o),[o.idTensor]}case"TensorListReserve":case"EmptyTensorList":{let r=k("elementShape",e,t,n),a=k("elementDType",e,t,n),s;e.op==="TensorListReserve"?s="numElements":s="maxNumElements";let i=k(s,e,t,n),o=Bne(r,a,i);return n.addTensorList(o),[o.idTensor]}case"TensorListGather":{let 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r=k("tensor",e,t,n),a=k("elementShape",e,t,n),s=k("lengths",e,t,n),i=Une(r,s,a);return n.addTensorList(i),[i.idTensor]}default:throw TypeError(`Node type ${e.op} is not implemented`)}};function Gv(e,t,n){let[r,a]=k("fusedOps",e,t,n),s=r==="biasadd",i=a==="prelu",o=r==="fusedbatchnorm",l=k("numArgs",e,t,n);if(s){if(i&&l!==2)throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd and Prelu must have two extra arguments: bias and alpha.");if(!i&&l!==1)throw new Error("FusedConv2d and DepthwiseConv2d with BiasAdd must have one extra argument: bias.")}if(o)throw new Error("FusedConv2d and DepthwiseConv2d with FusedBatchNorm is not supported.");let c=k("strides",e,t,n),u=i0(e,t,n),h=k("dataFormat",e,t,n).toUpperCase(),d=k("dilations",e,t,n),[p,f]=k("args",e,t,n),m=k("leakyreluAlpha",e,t,n);return{stride:c,pad:u,dataFormat:h,dilations:d,biasArg:p,preluArg:f,activationFunc:a,leakyreluAlpha:m}}var Hne=(e,t,n)=>{switch(e.op){case"Conv1D":{let r=k("stride",e,t,n),a=k("pad",e,t,n),s=k("dataFormat",e,t,n).toUpperCase(),i=k("dilation",e,t,n);return[Ad(k("x",e,t,n),k("filter",e,t,n),r,a,s,i)]}case"Conv2D":{let r=k("strides",e,t,n),a=i0(e,t,n),s=k("dataFormat",e,t,n).toUpperCase(),i=k("dilations",e,t,n);return[na(k("x",e,t,n),k("filter",e,t,n),[r[1],r[2]],a,s,[i[1],i[2]])]}case"_FusedConv2D":{let{stride:r,pad:a,dataFormat:s,dilations:i,biasArg:o,preluArg:l,activationFunc:c,leakyreluAlpha:u}=Gv(e,t,n);return[za.conv2d({x:k("x",e,t,n),filter:k("filter",e,t,n),strides:[r[1],r[2]],pad:a,dataFormat:s,dilations:[i[1],i[2]],bias:o,activation:c,preluActivationWeights:l,leakyreluAlpha:u})]}case"FusedDepthwiseConv2dNative":{let{stride:r,pad:a,dataFormat:s,dilations:i,biasArg:o,preluArg:l,activationFunc:c,leakyreluAlpha:u}=Gv(e,t,n);return[za.depthwiseConv2d({x:k("x",e,t,n),filter:k("filter",e,t,n),strides:[r[1],r[2]],pad:a,dataFormat:s,dilations:[i[1],i[2]],bias:o,activation:c,preluActivationWeights:l,leakyreluAlpha:u})]}case"Conv2DBackpropInput":case"Conv2dTranspose":{let r=k("outputShape",e,t,n),a=k("strides",e,t,n),s=i0(e,t,n);return[yd(k("x",e,t,n),k("filter",e,t,n),r,[a[1],a[2]],s)]}case"DepthwiseConv2dNative":case"DepthwiseConv2d":{let r=k("strides",e,t,n),a=i0(e,t,n),s=k("dilations",e,t,n),i=k("dataFormat",e,t,n).toUpperCase();return[cl(k("input",e,t,n),k("filter",e,t,n),[r[1],r[2]],a,i,[s[1],s[2]])]}case"Conv3D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("dataFormat",e,t,n).toUpperCase(),i=k("dilations",e,t,n);return[tm(k("x",e,t,n),k("filter",e,t,n),[r[1],r[2],r[3]],a,s,[i[1],i[2],i[3]])]}case"AvgPool":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[Vu(k("x",e,t,n),[s[1],s[2]],[r[1],r[2]],a)]}case"MaxPool":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[Ku(k("x",e,t,n),[s[1],s[2]],[r[1],r[2]],a)]}case"MaxPoolWithArgmax":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n),i=k("includeBatchInIndex",e,t,n),{result:o,indexes:l}=xx(k("x",e,t,n),[s[1],s[2]],[r[1],r[2]],a,i);return[o,l]}case"AvgPool3D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[Jf(k("x",e,t,n),[s[1],s[2],s[3]],[r[1],r[2],r[3]],a)]}case"MaxPool3D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("kernelSize",e,t,n);return[dm(k("x",e,t,n),[s[1],s[2],s[3]],[r[1],r[2],r[3]],a)]}case"Dilation2D":{let r=k("strides",e,t,n),a=k("pad",e,t,n),s=k("dilations",e,t,n),i=r[1],o=r[2],l=s[1],c=s[2];return[rm(k("x",e,t,n),k("filter",e,t,n),[i,o],a,[l,c],"NHWC")]}default:throw TypeError(`Node type ${e.op} is not implemented`)}},Gne=(e,t,n)=>{switch(e.op){case"Fill":{let r=k("shape",e,t,n),a=k("dtype",e,t,n),s=k("value",e,t,n);return[Gu(r,s,a)]}case"LinSpace":{let r=k("start",e,t,n),a=k("stop",e,t,n),s=k("num",e,t,n);return[dx(r,a,s)]}case"Multinomial":{let r=k("logits",e,t,n),a=k("numSamples",e,t,n),s=k("seed",e,t,n);return[wx(r,a,s)]}case"OneHot":{let r=k("indices",e,t,n),a=k("depth",e,t,n),s=k("onValue",e,t,n),i=k("offValue",e,t,n);return[rl(r,a,s,i)]}case"Ones":return[Or(k("shape",e,t,n),k("dtype",e,t,n))];case"OnesLike":return[Fn(k("x",e,t,n))];case"RandomUniform":return[Al(k("shape",e,t,n),k("minval",e,t,n),k("maxval",e,t,n),k("dtype",e,t,n))];case"Range":{let r=k("start",e,t,n),a=k("stop",e,t,n),s=k("step",e,t,n);return[Td(r,a,s,k("dtype",e,t,n))]}case"TruncatedNormal":{let r=k("shape",e,t,n),a=k("mean",e,t,n),s=k("stdDev",e,t,n),i=k("seed",e,t,n);return[Pd(r,a,s,k("dtype",e,t,n),i)]}case"Zeros":return[Ct(k("shape",e,t,n),k("dtype",e,t,n))];case"ZerosLike":return[je(k("x",e,t,n))];default:throw TypeError(`Node type ${e.op} is not implemented`)}};function A2(e,t,n){let r=k("boxes",e,t,n),a=k("scores",e,t,n),s=k("maxOutputSize",e,t,n),i=k("iouThreshold",e,t,n),o=k("scoreThreshold",e,t,n),l=k("softNmsSigma",e,t,n);return{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o,softNmsSigma:l}}var qne=async(e,t,n)=>{switch(e.op){case"NonMaxSuppressionV5":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o,softNmsSigma:l}=A2(e,t,n),c=await ze.nonMaxSuppressionWithScoreAsync(r,a,s,i,o,l);return[c.selectedIndices,c.selectedScores]}case"NonMaxSuppressionV4":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o}=A2(e,t,n),l=k("padToMaxOutputSize",e,t,n),c=await ze.nonMaxSuppressionPaddedAsync(r,a,s,i,o,l);return[c.selectedIndices,c.validOutputs]}case"NonMaxSuppressionV3":case"NonMaxSuppressionV2":{let{boxes:r,scores:a,maxOutputSize:s,iouThreshold:i,scoreThreshold:o}=A2(e,t,n);return[await ze.nonMaxSuppressionAsync(r,a,s,i,o)]}case"Where":{let r=ye(k("condition",e,t,n),"bool"),a=[await Nm(r)];return 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r=k("image",e,t,n),a=k("boxes",e,t,n),s=k("boxInd",e,t,n),i=k("cropSize",e,t,n),o=k("method",e,t,n),l=k("extrapolationValue",e,t,n);return[ze.cropAndResize(r,a,s,i,o,l)]}default:throw TypeError(`Node type ${e.op} is not implemented`)}},Qne=(e,t,n)=>{switch(e.op){case"Equal":return[Fa(k("a",e,t,n),k("b",e,t,n))];case"NotEqual":return[di(k("a",e,t,n),k("b",e,t,n))];case"Greater":return[rr(k("a",e,t,n),k("b",e,t,n))];case"GreaterEqual":return[Da(k("a",e,t,n),k("b",e,t,n))];case"Less":return[bd(k("a",e,t,n),k("b",e,t,n))];case"LessEqual":return[ci(k("a",e,t,n),k("b",e,t,n))];case"LogicalAnd":return[ar(k("a",e,t,n),k("b",e,t,n))];case"LogicalNot":return[Xu(k("a",e,t,n))];case"LogicalOr":return[Id(k("a",e,t,n),k("b",e,t,n))];case"Select":case"SelectV2":return[_n(k("condition",e,t,n),k("a",e,t,n),k("b",e,t,n))];default:throw TypeError(`Node type ${e.op} is not 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c}processChildNodes(e,t,n,r,a,s){e.children.forEach(i=>{let[o]=ha(i.name,n);a[o]||!s.has(i.name)||(i.op==="Merge"?i.inputNames.some(l=>!!Cn(l,r,n))&&(a[o]=!0,t.push({contexts:n.currentContext,node:i})):i.inputNames.every(l=>!!Cn(l,r,n))&&(a[o]=!0,t.push({contexts:n.currentContext,node:i})))})}dispose(){Object.keys(this.weightMap).forEach(e=>this.weightMap[e].forEach(t=>t.dispose()))}checkInputShapeAndType(e){Object.keys(e).forEach(t=>{let n=e[t],[r]=Ln(t),a=this.graph.nodes[r];if(a.attrParams.shape&&a.attrParams.shape.value){let s=a.attrParams.shape.value,i=s.length===n.shape.length&&n.shape.every((o,l)=>s[l]===-1||s[l]===o);v.assert(i,()=>`The shape of dict['${a.name}'] provided in model.execute(dict) must be [${s}], but was [${n.shape}]`)}a.attrParams.dtype&&a.attrParams.dtype.value&&v.assert(n.dtype===a.attrParams.dtype.value,()=>`The dtype of dict['${a.name}'] provided in model.execute(dict) must be ${a.attrParams.dtype.value}, but was ${n.dtype}`)})}mapInputs(e){let t={};for(let n in e)if(this._signature!=null&&this._signature.inputs!=null&&this._signature.inputs[n]!=null){let r=this._signature.inputs[n];t[r.name]=e[n]}else t[n]=e[n];return t}checkInputs(e){let t=Object.keys(e).filter(n=>{let[r]=Ln(n);return this.graph.nodes[r]==null});if(t.length>0)throw new Error(`The dict provided in model.execute(dict) has keys: [${t}] that are not part of graph`)}mapOutputs(e){return e.map(t=>this._signature!=null&&this._signature.outputs!=null&&this._signature.outputs[t]!=null?this._signature.outputs[t].name:t,{})}checkOutputs(e){e.forEach(t=>{let[n]=Ln(t);if(!this.graph.nodes[n])throw new Error(`The output '${t}' is not found in the graph`)})}},dre=class{constructor(e={},t={}){this.hashTableNameToHandle=e,this.hashTableMap=t}addHashTable(e,t){this.hashTableNameToHandle[e]=t.handle,this.hashTableMap[t.id]=t}getHashTableHandleByName(e){return this.hashTableNameToHandle[e]}getHashTableById(e){return this.hashTableMap[e]}dispose(){for(let e in 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Please provide 'user' or 'environment'`);try{this.stream=await navigator.mediaDevices.getUserMedia({video:{deviceId:this.webcamConfig.deviceId,facingMode:this.webcamConfig.facingMode?this.webcamConfig.facingMode:"user",width:this.webcamVideoElement.width,height:this.webcamVideoElement.height}})}catch(e){throw e.message=`Error thrown while initializing video stream: ${e.message}`,e}if(!this.stream)throw new Error("Could not obtain video from webcam.");try{this.webcamVideoElement.srcObject=this.stream}catch(e){console.log(e),this.webcamVideoElement.src=window.URL.createObjectURL(this.stream)}return this.webcamVideoElement.play(),this.isClosed=!1,new Promise(e=>{this.webcamVideoElement.onloadedmetadata=()=>{e()}})}async next(){if(this.isClosed)return{value:null,done:!0};let e;try{e=al.fromPixels(this.webcamVideoElement)}catch(t){throw new Error(`Error thrown converting video to pixels: ${JSON.stringify(t)}`)}if(this.resize)try{return{value:this.cropAndResizeFrame(e),done:!1}}catch(t){throw new Error(`Error thrown cropping the video: ${t.message}`)}finally{e.dispose()}else return{value:e,done:!1}}needToResize(){return!!(this.webcamConfig.resizeWidth&&this.webcamConfig.resizeHeight&&(this.webcamVideoElement.width!==this.webcamConfig.resizeWidth||this.webcamVideoElement.height!==this.webcamConfig.resizeHeight))}cropAndResizeFrame(e){return z(()=>{let t=Yt(ye(e,"float32"),0),n;n=ze.cropAndResize(t,this.cropBox,this.cropBoxInd,this.cropSize,"bilinear");let r=n.shape;return H(n,r.slice(1))})}async capture(){return(await this.next()).value}stop(){this.stream.getTracks().forEach(e=>e.stop());try{this.webcamVideoElement.srcObject=null}catch(e){console.log(e),this.webcamVideoElement.src=null}this.isClosed=!0}toArray(){throw new Error("Can not convert infinite video stream to array.")}},m6=class{},A6=class extends qt{split(e){return new Xre(this,e)}},Xre=class extends A6{constructor(e,t){super();this.upstream=e,this.impl=new Kre(e,t)}summary(){return this.impl.summary()}async next(){return this.impl.next()}},Kre=class extends w2{constructor(e,t){super();this.upstream=e,this.separator=t,this.carryover=""}summary(){return`${this.upstream.summary()} -> Split('${this.separator}')`}async pump(){let e=await this.upstream.next();if(e.done)return this.carryover===""?!1:(this.outputQueue.push(this.carryover),this.carryover="",!0);let t=e.value.split(this.separator);t[0]=this.carryover+t[0];for(let n of t.slice(0,-1))this.outputQueue.push(n);return this.carryover=t[t.length-1],!0}},Yre=class extends qt{decodeUTF8(){return new Zre(this)}},Zre=class extends A6{constructor(e){super();this.upstream=e,this.impl=new Jre(e)}summary(){return this.impl.summary()}async next(){return this.impl.next()}},Jre=class extends w2{constructor(e){super();if(this.upstream=e,J().get("IS_BROWSER"))this.decoder=new TextDecoder("utf-8");else{let{StringDecoder:t}=z8();this.decoder=new 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n=5,r=t.kernels.filter(i=>i.kernelTimeMs>0).reduce((i,o)=>i+=o.kernelTimeMs,0),a=t.kernels.map((i,o)=>(i.id=o,i)).filter(i=>i.kernelTimeMs>0).sort((i,o)=>o.kernelTimeMs-i.kernelTimeMs),s=t.kernels.map((i,o)=>(i.id=o,i)).filter(i=>i.totalBytesSnapshot>0).sort((i,o)=>o.totalBytesSnapshot-i.totalBytesSnapshot);a.length>n&&(a.length=n),s.length>n&&(s.length=n),c0[e]={model:e,newBytes:t.newBytes,newTensors:t.newTensors,peakBytes:t.peakBytes,numKernelOps:t.kernels.length,timeKernelOps:r,slowestKernelOps:a,largestKernelOps:s},Ne("profiler",e,c0[e])}var Ka,h0={age:0},d0=Number.MAX_SAFE_INTEGER;async function v2(e){return Ka||(Ka=await ct(e.face.age.modelPath),e.debug&&Ne(`load model: ${e.face.age.modelPath.match(/\/(.*)\./)[1]}`)),Ka}async function p0(e,t){return Ka?d00?(d0++,h0):(t.videoOptimized?d0=0:d0=Number.MAX_SAFE_INTEGER,new Promise(async n=>{let r=ze.resizeBilinear(e,[Ka.inputs[0].shape[2],Ka.inputs[0].shape[1]],!1),a=P(r,[255]);ve(r);let 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null;let r=[[.05,.15,.85,.85]];return(n.shape.length===3?ze.cropAndResize(Yt(n,0),r,[0],[qr.inputs[0].shape[2],qr.inputs[0].shape[1]]):ze.cropAndResize(n,r,[0],[qr.inputs[0].shape[2],qr.inputs[0].shape[1]])).mul(255)})}async function w0(e,t){return qr?x00?(x0++,g0):(t.videoOptimized?x0=0:x0=Number.MAX_SAFE_INTEGER,new Promise(async n=>{let r=P2(e),a,s={age:0,gender:"unknown",genderConfidence:0,descriptor:[]};if(!t.profile)t.face.description.enabled&&(a=await qr.predict(r));else{let i=t.face.description.enabled?await an(()=>qr.predict(r)):{};a=i.result,fn("faceres",i)}ve(r),a&&(z(()=>{let i=a.find(h=>h.shape[1]===1).dataSync(),o=Math.trunc(200*Math.abs(i[0]-.5))/100;o>t.face.gender.minConfidence&&(s.gender=i[0]<=.5?"female":"male",s.genderConfidence=Math.min(.99,o));let l=a.find(h=>h.shape[1]===100).argMax(1).dataSync()[0],c=a.find(h=>h.shape[1]===100).dataSync();s.age=Math.round(c[l-1]>c[l+1]?10*l-100*c[l-1]:10*l+100*c[l+1])/10;let 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m0(y.image,e.config):{},e.perf.gender=Math.trunc(Ye()-n)),e.analyze("Start Emotion:"),e.config.async?s=e.config.face.emotion.enabled?y0(y.image,e.config):{}:(e.state="run:emotion",n=Ye(),s=e.config.face.emotion.enabled?await y0(y.image,e.config):{},e.perf.emotion=Math.trunc(Ye()-n)),e.analyze("End Emotion:"),e.analyze("Start Embedding:"),e.config.async?i=e.config.face.embedding.enabled?$2(y,e.config):[]:(e.state="run:embedding",n=Ye(),i=e.config.face.embedding.enabled?await $2(y,e.config):[],e.perf.embedding=Math.trunc(Ye()-n)),e.analyze("End Embedding:"),e.analyze("Start Description:"),e.config.async?o=e.config.face.description.enabled?w0(y,e.config):[]:(e.state="run:description",n=Ye(),o=e.config.face.description.enabled?await w0(y.image,e.config):[],e.perf.embedding=Math.trunc(Ye()-n)),e.analyze("End Description:"),e.config.async&&([r,a,s,i,o]=await Promise.all([r,a,s,i,o])),e.analyze("Finish Face:"),!e.config.face.iris.enabled&&((h=y==null?void 0:y.annotations)==null?void 0:h.leftEyeIris)&&((d=y==null?void 0:y.annotations)==null?void 0:d.rightEyeIris)&&(delete y.annotations.leftEyeIris,delete y.annotations.rightEyeIris);let w=((p=y.annotations)==null?void 0:p.leftEyeIris)&&((f=y.annotations)==null?void 0:f.rightEyeIris)?11.7*Math.max(Math.abs(y.annotations.leftEyeIris[3][0]-y.annotations.leftEyeIris[1][0]),Math.abs(y.annotations.rightEyeIris[4][1]-y.annotations.rightEyeIris[2][1])):0;l.push({...y,age:o.age||r.age,gender:o.gender||a.gender,genderConfidence:o.genderConfidence||a.confidence,embedding:o.descriptor||i,emotion:s,iris:w!==0?Math.trunc(w)/100:0,rotation:g,tensor:e.config.face.detector.return?(m=y.image)==null?void 0:m.squeeze():null}),(A=y.image)==null||A.dispose(),e.analyze("End Face")}return e.analyze("End FaceMesh:"),e.config.async&&(e.perf.face&&delete e.perf.face,e.perf.age&&delete e.perf.age,e.perf.gender&&delete e.perf.gender,e.perf.emotion&&delete e.perf.emotion),l};var H2={};Jn(H2,{MediaPipeFaceMesh:()=>G2,load:()=>q2,triangulation:()=>R6,uvmap:()=>M6});var _6=6;function sae(e){let t={strides:[e/16,e/8],anchors:[2,6]},n=[];for(let r=0;r({startEndTensor:e,startPoint:Ee(e,[0,0],[-1,2]),endPoint:Ee(e,[0,2],[-1,2])});function oae(e,t,n){let r=Ee(e,[0,1],[-1,2]),a=se(r,t),s=Ee(e,[0,3],[-1,2]),i=me(s,n),o=me(a,n),l=me(i,2),c=Ae(o,l),u=se(o,l),h=P(c,n),d=P(u,n);return ul([h,d],1)}var v6=class{constructor(t,n){this.model=t,this.anchorsData=sae(t.inputs[0].shape[1]),this.anchors=kn(this.anchorsData),this.inputSize=t.inputs[0].shape[2],this.config=n}async getBoundingBoxes(t){if(!t||t.isDisposedInternal||t.shape.length!==4||t.shape[1]<1||t.shape[2]<1)return null;let[n,r,a]=z(()=>{let d=t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),p=this.model.predict(d),f;if(Array.isArray(p)){let g=p.sort((x,N)=>x.size-N.size),w=rt([g[0],g[2]],2),b=rt([g[1],g[3]],2);f=rt([b,w],1).squeeze(0)}else f=p.squeeze();let 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n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],r=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]];return{startPoint:n,endPoint:r}}function Vc(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function Hl(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function Gl(e,t,n){let r=t.shape[1],a=t.shape[2],s=[[e.startPoint[1]/r,e.startPoint[0]/a,e.endPoint[1]/r,e.endPoint[0]/a]];return ze.cropAndResize(t,s,[0],n)}function b0(e,t=1.5){let n=Hl(e),r=Vc(e),a=[t*r[0]/2,t*r[1]/2],s=[n[0]-a[0],n[1]-a[1]],i=[n[0]+a[0],n[1]+a[1]];return{startPoint:s,endPoint:i,landmarks:e.landmarks}}function _0(e){let t=Hl(e),n=Vc(e),a=Math.max(...n)/2,s=[t[0]-a,t[1]-a],i=[t[0]+a,t[1]+a];return{startPoint:s,endPoint:i,landmarks:e.landmarks}}var v0=[[1,0,0],[0,1,0],[0,0,1]];function lae(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function W2(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return lae(n)}function N6(e,t){return[[1,0,e],[0,1,t],[0,0,1]]}function Ya(e,t){let n=0;for(let r=0;rUc[e]),rhe=hae.map(e=>Uc[e]),ahe=dae.map(e=>Uc[e]);var V2=Xr.leftEyeLower0,U2=Xr.rightEyeLower0,ql={leftBounds:[V2[0],V2[V2.length-1]],rightBounds:[U2[0],U2[U2.length-1]]},I0={count:468,mouth:13,symmetryLine:[13,Xr.midwayBetweenEyes[0]]},E6={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},Xl={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function N0(e,t,n,r){for(let a=0;a[s[0]/this.meshSize*(h[0]-this.meshSize/2),s[1]/this.meshSize*(h[1]-this.meshSize/2),h[2]]),o=r!==0?k0(r,[0,0]):v0,l=r!==0?i.map(h=>[...C6(h,o),h[2]]):i,c=r!==0?T6(a):v0,u=[...Hl({startPoint:n.startPoint,endPoint:n.endPoint}),1];return l.map(h=>[h[0]+Ya(u,c[0]),h[1]+Ya(u,c[1]),h[2]])}getLeftToRightEyeDepthDifference(t){let n=t[ql.leftBounds[0]][2],r=t[ql.rightBounds[0]][2];return n-r}getEyeBox(t,n,r,a,s=!1){let i=_0(b0(this.calculateLandmarksBoundingBox([t[r],t[a]]),this.irisEnlarge)),o=Vc(i),l=ze.cropAndResize(n,[[i.startPoint[1]/this.meshSize,i.startPoint[0]/this.meshSize,i.endPoint[1]/this.meshSize,i.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return s&&fr.flags.IS_BROWSER&&(l=ze.flipLeftRight(l)),{box:i,boxSize:o,crop:l}}getEyeCoords(t,n,r,a=!1){let s=[];for(let i=0;i{let c=i;return l===2?c=a:l===4&&(c=s),[o[0],o[1],c]})}async predict(t,n){let r=!1,a;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(a=await this.boundingBoxDetector.getBoundingBoxes(t),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||a&&a.boxes&&(!n.face.mesh.enabled||a.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let i of a.boxes)this.storedBoxes.push({startPoint:i.box.startPoint.dataSync(),endPoint:i.box.endPoint.dataSync(),landmarks:i.landmarks,confidence:i.confidence});this.storedBoxes.length>0&&(r=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),r){if(!a||!a.boxes||a.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let i=0;i{i.box.startPoint.dispose(),i.box.endPoint.dispose(),i.landmarks.dispose()});let s=z(()=>this.storedBoxes.map((i,o)=>{let l=i.confidence,c,u=0,h;if(n.face.detector.rotation&&n.face.mesh.enabled&&fr.flags.IS_BROWSER){let[_,x]=i.landmarks.length>=I0.count?I0.symmetryLine:E6.symmetryLine;u=W2(i.landmarks[_],i.landmarks[x]);let N=Hl({startPoint:i.startPoint,endPoint:i.endPoint}),T=[N[0]/t.shape[2],N[1]/t.shape[1]],C=ze.rotateWithOffset(t,u,0,T);h=k0(-u,N),n.face.mesh.enabled?c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.meshSize,this.meshSize]).div(255):c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.boxSize,this.boxSize]).div(255)}else{h=v0;let _=t.clone();n.face.mesh.enabled?c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},_,[this.meshSize,this.meshSize]).div(255):c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},_,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:i,faceConfidence:null,boxConfidence:l,confidence:i.confidence,image:c};let[,d,p]=this.meshDetector.predict(c),f=d.dataSync()[0];if(f=I0.count?I0.symmetryLine:E6.symmetryLine;u=W2(i.landmarks[_],i.landmarks[x]);let N=Hl({startPoint:i.startPoint,endPoint:i.endPoint}),T=[N[0]/t.shape[2],N[1]/t.shape[1]],C=ze.rotateWithOffset(t,u,0,T);h=k0(-u,N),c=Gl({startPoint:i.startPoint,endPoint:i.endPoint},C,[this.meshSize,this.meshSize]).div(255)}let w={coords:g,box:i,faceConfidence:f,boxConfidence:l,image:c,rawCoords:A},b=_0(i);return this.storedBoxes[o]={...b,landmarks:y,confidence:i.confidence,faceConfidence:f},w}));return s=s.filter(i=>i!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(i=>i.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=s.length,s}calculateLandmarksBoundingBox(t){let n=t.map(i=>i[0]),r=t.map(i=>i[1]),a=[Math.min(...n),Math.min(...r)],s=[Math.max(...n),Math.max(...r)];return{startPoint:a,endPoint:s,landmarks:t}}};var G2=class{constructor(t,n,r,a){this.facePipeline=new j2(t,n,r),this.config=a}async estimateFaces(t,n){let r=await this.facePipeline.predict(t,n),a=[];for(let s of r||[]){if(s.isDisposedInternal)continue;let i=s.coords?s.coords.arraySync():[],o=i.map(h=>[h[0]/t.shape[2],h[1]/t.shape[1],h[2]/this.facePipeline.meshSize]),l={};if(i&&i.length>0)for(let h of Object.keys(Xr))l[h]=Xr[h].map(d=>i[d]);let c=s.box?[Math.max(0,s.box.startPoint[0]),Math.max(0,s.box.startPoint[1]),Math.min(t.shape[2],s.box.endPoint[0])-Math.max(0,s.box.startPoint[0]),Math.min(t.shape[1],s.box.endPoint[1])-Math.max(0,s.box.startPoint[1])]:0,u=s.box?[s.box.startPoint[0]/t.shape[2],s.box.startPoint[1]/t.shape[1],(s.box.endPoint[0]-s.box.startPoint[0])/t.shape[2],(s.box.endPoint[1]-s.box.startPoint[1])/t.shape[1]]:[];a.push({confidence:s.faceConfidence||s.boxConfidence||0,boxConfidence:s.boxConfidence,faceConfidence:s.faceConfidence,box:c,boxRaw:u,mesh:i,meshRaw:o,annotations:l,image:s.image?s.image.clone():null}),s.coords&&s.coords.dispose(),s.image&&s.image.dispose()}return a}},Fi=[null,null,null];async function q2(e){Fi=await Promise.all([!Fi[0]&&e.face.enabled?k6(e):null,!Fi[1]&&e.face.mesh.enabled?ct(e.face.mesh.modelPath,{fromTFHub:e.face.mesh.modelPath.includes("tfhub.dev")}):null,!Fi[2]&&e.face.iris.enabled?ct(e.face.iris.modelPath,{fromTFHub:e.face.iris.modelPath.includes("tfhub.dev")}):null]);let t=new G2(Fi[0],Fi[1],Fi[2],e);return e.face.mesh.enabled&&e.debug&&Ne(`load model: ${e.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),e.face.iris.enabled&&e.debug&&Ne(`load model: ${e.face.iris.modelPath.match(/\/(.*)\./)[1]}`),t}var R6=Mi,M6=Uc;var rg={};Jn(rg,{PoseNet:()=>ag,load:()=>sg});function pae(e){let[t,n,r,a]=e;return{offsets:t,heatmap:n,displacementFwd:r,displacementBwd:a}}var X2=class{constructor(t){this.model=t}predict(t){return z(()=>{let r=t.toFloat().div(127.5).sub(1).expandDims(0),s=this.model.predict(r).map(o=>o.squeeze([0])),i=pae(s);return{heatmapScores:i.heatmap.sigmoid(),offsets:i.offsets,displacementFwd:i.displacementFwd,displacementBwd:i.displacementBwd}})}dispose(){this.model.dispose()}};function K2(e){return Math.floor(e/2)}var Z2=class{constructor(t,n){this.priorityQueue=new Array(t),this.numberOfElements=-1,this.getElementValue=n}enqueue(t){this.priorityQueue[++this.numberOfElements]=t,this.swim(this.numberOfElements)}dequeue(){let t=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,t}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(t){for(;t>0&&this.less(K2(t),t);)this.exchange(t,K2(t)),t=K2(t)}sink(t){for(;2*t<=this.numberOfElements;){let n=2*t;if(nt){l=!1;break}if(!l)break}return l}function F6(e,t,n){let[r,a,s]=n.shape,i=new Z2(r*a*s,({score:o})=>o);for(let o=0;o(e[t]=n,e),{}),mae=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],bhe=mae.map(([e,t])=>[jc[e],jc[t]]),$6=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function Y2(e,t,n,r){return{y:r.get(e,t,n),x:r.get(e,t,n+Zl)}}function S0(e,t,n){let{heatmapY:r,heatmapX:a,id:s}=e,{y:i,x:o}=Y2(r,a,s,n);return{x:e.heatmapX*t+o,y:e.heatmapY*t+i}}function J2(e,t,n){return en?n:e}function D6(e,t,n,r){let a=n-e,s=r-t;return a*a+s*s}function Q2(e,t){return{x:e.x+t.x,y:e.y+t.y}}function O6(e,t){let n=t.shape[0],r=new Float32Array(n);for(let a=0;ae.toTensor().mul(ge(t,"int32")).toFloat().add(yae(e,n)))}function gae(e,t){return z(()=>{let n=e.div(ge(t,"int32"));return e.sub(n.mul(ge(t,"int32")))})}function P6(e){let[t,n,r]=e.shape;return z(()=>{let s=e.reshape([t*n,r]).argMax(0),i=s.div(ge(n,"int32")).expandDims(1),o=gae(s,n).expandDims(1);return rt([i,o],1)})}var L6=$6.map(([e,t])=>[jc[e],jc[t]]),eg=L6.map(([,e])=>e),W6=L6.map(([e])=>e),xae=16;function wae(e,t,n){let r=n.shape[2]/2;return{y:n.get(t.y,t.x,e),x:n.get(t.y,t.x,r+e)}}function tg(e,t,n,r){return{y:J2(Math.round(e.y/t),0,n-1),x:J2(Math.round(e.x/t),0,r-1)}}function B6(e,t,n,r,a,s,i,o=2){let[l,c]=r.shape,u=tg(t.position,s,l,c),h=wae(e,u,i),p=Q2(t.position,h);for(let A=0;A=0;--d){let p=eg[d],f=W6[d];l[p]&&!l[f]&&(l[f]=B6(d,l[p],f,t,n,r,s))}for(let d=0;d(r+=f,{position:{y:u.get(m,0),x:u.get(m,1)},part:Kl[m],score:f})),p=d.filter(f=>f.score>n);return a.dispose(),c.dispose(),{keypoints:p,score:r/d.length}}var bae=1,j6=16;function H6(e,t,{x:n,y:r},a){return e.some(({keypoints:s})=>{let i=s[a].position;return D6(r,n,i.y,i.x)<=t})}function _ae(e,t,n){return n.reduce((a,{position:s,score:i},o)=>(H6(e,t,s,o)||(a+=i),a),0)/n.length}function G6(e,t,n,r,a,s,i){let o=[],l=F6(i,bae,e),c=a^2;for(;o.lengthi&&o.push({keypoints:d,score:p})}return o}async function q6(e){return Promise.all(e.map(t=>t.buffer()))}function vae(e,t,n){return{score:e.score,keypoints:e.keypoints.map(({score:r,part:a,position:s})=>({score:r,part:a,position:{x:Math.trunc(s.x*n),y:Math.trunc(s.y*t)}}))}}function X6(e,[t,n]){let r=e.squeeze(0),a=r.resizeBilinear([t,n]);return r.dispose(),a}function ng(e,[t,n],[r,a]){return e.map(i=>vae(i,t/r,n/a))}async function kae(e,t,n,r){return new Promise(async a=>{let s=await q6([t.heatmapScores,t.offsets,t.displacementFwd,t.displacementBwd]),i=s[0],o=s[1],l=s[2],c=s[3],u=await G6(i,o,l,c,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),h=ng(u,[e.shape[1],e.shape[2]],[r,r]);a(h)})}async function Iae(e,t,n,r){return new Promise(async a=>{let s=await U6(t.heatmapScores,t.offsets,n.body.scoreThreshold),i=ng([s],[e.shape[1],e.shape[2]],[r,r]);a(i)})}var ag=class{constructor(t){this.baseModel=t,this.inputSize=t.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(t,n){let r=X6(t,[this.inputSize,this.inputSize]),a=this.baseModel.predict(r,n),s=n.body.maxDetections<2?await Iae(t,a,n,this.inputSize):await kae(t,a,n,this.inputSize);return a.heatmapScores.dispose(),a.offsets.dispose(),a.displacementFwd.dispose(),a.displacementBwd.dispose(),r.dispose(),s}dispose(){this.baseModel.dispose()}};async function sg(e){let t=await ct(e.body.modelPath),n=new X2(t);return e.debug&&Ne(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`),new ag(n)}var cg={};Jn(cg,{HandPose:()=>dg,load:()=>pg});function T0(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function Hc(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function K6(e,t,n){let r=t.shape[1],a=t.shape[2],s=[[e.startPoint[1]/r,e.startPoint[0]/a,e.endPoint[1]/r,e.endPoint[0]/a]];return ze.cropAndResize(t,s,[0],n)}function Z6(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],r=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]],a=e.palmLandmarks.map(s=>[s[0]*t[0],s[1]*t[1]]);return{startPoint:n,endPoint:r,palmLandmarks:a,confidence:e.confidence}}function C0(e,t=1.5){let n=Hc(e),r=T0(e),a=[t*r[0]/2,t*r[1]/2],s=[n[0]-a[0],n[1]-a[1]],i=[n[0]+a[0],n[1]+a[1]];return{startPoint:s,endPoint:i,palmLandmarks:e.palmLandmarks}}function E0(e){let t=Hc(e),n=T0(e),a=Math.max(...n)/2,s=[t[0]-a,t[1]-a],i=[t[0]+a,t[1]+a];return{startPoint:s,endPoint:i,palmLandmarks:e.palmLandmarks}}var ig=class{constructor(t,n,r){this.model=t,this.anchors=r.map(a=>[a.x_center,a.y_center]),this.anchorsTensor=kn(this.anchors),this.inputSize=n,this.inputSizeTensor=sn([n,n]),this.doubleInputSizeTensor=sn([n*2,n*2])}normalizeBoxes(t){return z(()=>{let n=Ee(t,[0,0],[-1,2]),r=Ee(t,[0,2],[-1,2]),a=se(me(n,this.inputSizeTensor),this.anchorsTensor),s=me(r,this.doubleInputSizeTensor),i=P(Ae(a,s),this.inputSizeTensor),o=P(se(a,s),this.inputSizeTensor);return ul([i,o],1)})}normalizeLandmarks(t,n){return z(()=>{let r=se(me(t.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return P(r,this.inputSizeTensor)})}async getBoxes(t,n){let r=this.model.predict(t),a=r.squeeze();r.dispose();let s=z(()=>Rn(Ee(a,[0,0],[-1,1])).squeeze()),i=s.dataSync(),o=Ee(a,[0,1],[-1,4]),l=this.normalizeBoxes(o);o.dispose();let c=await ze.nonMaxSuppressionAsync(l,i,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),u=c.arraySync();s.dispose(),c.dispose();let h=[];for(let d of u)if(i[d]>=n.hand.minConfidence){let p=Ee(l,[d,0],[1,-1]),f=Ee(a,[d,5],[1,14]),m=z(()=>this.normalizeLandmarks(f,d).reshape([-1,2]));f.dispose(),h.push({box:p,palmLandmarks:m,confidence:i[d]})}return a.dispose(),l.dispose(),h}async estimateHandBounds(t,n){let r=t.shape[1],a=t.shape[2],s=z(()=>t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),i=await this.getBoxes(s,n);s.dispose();let o=[];if(!i||i.length===0)return o;for(let l of i){let c=l.box.dataSync(),u=c.slice(0,2),h=c.slice(2,4),d=l.palmLandmarks.arraySync();l.box.dispose(),l.palmLandmarks.dispose(),o.push(Z6({startPoint:u,endPoint:h,palmLandmarks:d,confidence:l.confidence},[a/this.inputSize,r/this.inputSize]))}return o}};function Nae(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function Y6(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return Nae(n)}var J6=(e,t)=>[[1,0,e],[0,1,t],[0,0,1]];function Ja(e,t){let n=0;for(let r=0;rlg([...s,1],n)),a=this.calculateLandmarksBoundingBox(r);return C0(E0(a),Tae)}getBoxForHandLandmarks(t){let n=this.calculateLandmarksBoundingBox(t),r=C0(E0(n),t4);r.palmLandmarks=[];for(let a=0;a[i[0]*(p[0]-this.inputSize/2),i[1]*(p[1]-this.inputSize/2),i[2]*p[2]]),l=og(r,[0,0]),c=o.map(p=>[...lg(p,l),p[2]]),u=e4(a),h=[...Hc(n),1],d=[Ja(h,u[0]),Ja(h,u[1])];return c.map(p=>[p[0]+d[0],p[1]+d[1],p[2]])}async estimateHands(t,n){let r=!1,a;(this.skipped===0||this.skipped>n.hand.skipFrames||!n.hand.landmarks||!n.videoOptimized)&&(a=await this.handDetector.estimateHandBounds(t,n),this.skipped=0),n.videoOptimized&&this.skipped++,a&&a.length>0&&(a.length!==this.detectedHands&&this.detectedHands!==n.hand.maxHands||!n.hand.landmarks)&&(this.detectedHands=0,this.storedBoxes=[...a],this.storedBoxes.length>0&&(r=!0));let s=[];n.hand.skipInitial&&this.detectedHands===0&&(this.skipped=0);for(let i=0;i=n.hand.minConfidence){let w=H(y,[-1,3]),b=w.arraySync();y.dispose(),w.dispose();let _=this.transformRawCoords(b,p,l,d),x=this.getBoxForHandLandmarks(_);this.storedBoxes[i]=x;let N={landmarks:_,confidence:g,box:{topLeft:x.startPoint,bottomRight:x.endPoint}};s.push(N)}else this.storedBoxes[i]=null;y.dispose()}else{let l=C0(E0(o),t4),c={confidence:o.confidence,box:{topLeft:l.startPoint,bottomRight:l.endPoint}};s.push(c)}}return this.storedBoxes=this.storedBoxes.filter(i=>i!==null),this.detectedHands=s.length,s}calculateLandmarksBoundingBox(t){let n=t.map(i=>i[0]),r=t.map(i=>i[1]),a=[Math.min(...n),Math.min(...r)],s=[Math.max(...n),Math.max(...r)];return{startPoint:a,endPoint:s}}};var 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a4=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],s4=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var hr;async function mg(e){return hr||(hr=await ct(e.body.modelPath),hr.width=parseInt(hr.signature.inputs["input_1:0"].tensorShape.dim[2].size),hr.height=parseInt(hr.signature.inputs["input_1:0"].tensorShape.dim[1].size),e.debug&&Ne(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`)),hr}async function Ag(e,t){if(!hr||!t.body.enabled)return null;let n={width:e.shape[2],height:e.shape[1]},r=ze.resizeBilinear(e,[hr.width,hr.height],!1),a=me(r,[255]);r.dispose();let s;if(t.profile){let c=await an(()=>hr.predict(a));s=c.result.find(u=>u.size===195||u.size===155).dataSync(),c.result.forEach(u=>u.dispose()),fn("blazepose",c)}else{let c=await hr.predict(a);s=c.find(u=>u.size===195||u.size===155).dataSync(),c.forEach(u=>u.dispose())}a.dispose();let i=[],o=s.length===195?a4:s4,l=5;for(let c=0;c{let a=(o,l)=>Ae(o,P(me(o,ge(l,"int32")),ge(l,"int32"))),s=H(e,[r*n]),i=vn(s,0).dataSync()[0];if(i>t){let o=ii(s,0),l=a(o,n).dataSync()[0],c=me(o,ge(n,"int32")).dataSync()[0];return[l,c,i]}return[0,0,i]})}async function gg(e,t){return 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i=Math.max(r.box[0],0),o=s*ie.lineHeight+r.box[1];ie.shadowColor&&ie.shadowColor!==""&&(n.fillStyle=ie.shadowColor,n.fillText(a[s],i+5,o+16)),n.fillStyle=ie.labelColor,n.fillText(a[s],i+4,o+15)}if(n.lineWidth=1,r.mesh&&r.mesh.length>0){if(ie.drawPoints)for(let s of r.mesh)z0(n,s[0],s[1],s[2]);if(ie.drawPolygons){n.lineWidth=1;for(let s=0;sr.mesh[o]);Ig(n,i)}if(r.annotations&&r.annotations.leftEyeIris){n.strokeStyle=ie.useDepth?"rgba(255, 200, 255, 0.3)":ie.color,n.beginPath();let s=Math.abs(r.annotations.leftEyeIris[3][0]-r.annotations.leftEyeIris[1][0])/2,i=Math.abs(r.annotations.leftEyeIris[4][1]-r.annotations.leftEyeIris[2][1])/2;n.ellipse(r.annotations.leftEyeIris[0][0],r.annotations.leftEyeIris[0][1],s,i,0,0,2*Math.PI),n.stroke(),ie.fillPolygons&&(n.fillStyle=ie.useDepth?"rgba(255, 255, 200, 0.3)":ie.color,n.fill())}if(r.annotations&&r.annotations.rightEyeIris){n.strokeStyle=ie.useDepth?"rgba(255, 200, 255, 0.3)":ie.color,n.beginPath();let s=Math.abs(r.annotations.rightEyeIris[3][0]-r.annotations.rightEyeIris[1][0])/2,i=Math.abs(r.annotations.rightEyeIris[4][1]-r.annotations.rightEyeIris[2][1])/2;n.ellipse(r.annotations.rightEyeIris[0][0],r.annotations.rightEyeIris[0][1],s,i,0,0,2*Math.PI),n.stroke(),ie.fillPolygons&&(n.fillStyle=ie.useDepth?"rgba(255, 255, 200, 0.3)":ie.color,n.fill())}}}}}var Qa=[];async function p4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round";for(let r=0;ri.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),s.length===4&&Ig(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="leftHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftKnee"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftAnkle"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftHeel"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftFoot"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightHip"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightKnee"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightAnkle"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightHeel"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightFoot"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="leftShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftElbow"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftWrist"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="leftPalm"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s),s.length=0,a=t[r].keypoints.find(i=>i.part==="rightShoulder"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightElbow"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightWrist"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),a=t[r].keypoints.find(i=>i.part==="rightPalm"),a&&a.score>ht.body.scoreThreshold&&s.push([a.position.x,a.position.y]),Gc(n,s)}}}}async function f4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round",n.font=ie.font;for(let r of t){if(ie.drawBoxes&&(n.strokeStyle=ie.color,n.fillStyle=ie.color,ie.useRawBoxes?Yl(n,e.width*r.boxRaw[0],e.height*r.boxRaw[1],e.width*r.boxRaw[2],e.height*r.boxRaw[3]):Yl(n,r.box[0],r.box[1],r.box[2],r.box[3]),ie.drawLabels&&(ie.shadowColor&&ie.shadowColor!==""&&(n.fillStyle=ie.shadowColor,n.fillText("hand",r.box[0]+3,1+r.box[1]+ie.lineHeight,r.box[2])),n.fillStyle=ie.labelColor,n.fillText("hand",r.box[0]+2,0+r.box[1]+ie.lineHeight,r.box[2])),n.stroke()),ie.drawPoints&&r.landmarks&&r.landmarks.length>0)for(let a of r.landmarks)n.fillStyle=ie.useDepth?`rgba(${127.5+2*a[2]}, ${127.5-2*a[2]}, 255, 0.5)`:ie.color,z0(n,a[0],a[1]);if(ie.drawPolygons){let a=s=>{if(!!s)for(let i=0;i0?i-1:0][0],s[i>0?i-1:0][1]),n.lineTo(s[i][0],s[i][1]),n.stroke()};a(r.annotations.indexFinger),a(r.annotations.middleFinger),a(r.annotations.ringFinger),a(r.annotations.pinky),a(r.annotations.thumb)}}}}async function m4(e,t){if(!t||!e||!(e instanceof HTMLCanvasElement))return;let n=e.getContext("2d");if(!!n){n.lineJoin="round",n.font=ie.font;for(let r of t)if(ie.drawBoxes){if(n.strokeStyle=ie.color,n.fillStyle=ie.color,ie.useRawBoxes?Yl(n,e.width*r.boxRaw[0],e.height*r.boxRaw[1],e.width*r.boxRaw[2],e.height*r.boxRaw[3]):Yl(n,r.box[0],r.box[1],r.box[2],r.box[3]),ie.drawLabels){let a=`${Math.round(100*r.score)}% ${r.label}`;ie.shadowColor&&ie.shadowColor!==""&&(n.fillStyle=ie.shadowColor,n.fillText(a,r.box[0]+3,1+r.box[1]+ie.lineHeight,r.box[2])),n.fillStyle=ie.labelColor,n.fillText(a,r.box[0]+2,0+r.box[1]+ie.lineHeight,r.box[2])}n.stroke()}}}async function Dae(e,t){if(!e||!t||!(e instanceof HTMLCanvasElement)||!(t instanceof HTMLCanvasElement))return;let n=e.getContext("2d");n==null||n.drawImage(e,0,0)}async function Oae(e,t){!t||!e||e instanceof HTMLCanvasElement&&(d4(e,t.face),p4(e,t.body),f4(e,t.hand),h4(e,t.gesture),m4(e,t.object))}var P0=` /9j/4AAQSkZJRgABAQEAYABgAAD/4QBoRXhpZgAATU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUA AAABAAAARgEoAAMAAAABAAIAAAExAAIAAAARAAAATgAAAAAAAABgAAAAAQAAAGAAAAABcGFpbnQu bmV0IDQuMi4xMwAA/9sAQwAGBAUGBQQGBgUGBwcGCAoQCgoJCQoUDg8MEBcUGBgXFBYWGh0lHxob @@ -99705,8 +4321,7 @@ PQ4GJ+ashuK0MhWaoWcA0AaOmASMK7jRNPWYBmHyiuepO2x10qfcv6vYxCzYqoGK4HVYVTJrmb5l c6oaM5TUJ8EgGsG4kLNUHT0M64OaqMMikSRsuKbnFMRLG3zVehOaGNE445NNlnVFpDMu6uie9Vo1 8z5mOAOST2pDK91cNN+5tsrH3PrW54a06KxT7fdrlh/q1Pc+tJ6IUdZGvHPLezMcnBOWbsPap5r3 ylFtbdT1xUWNWzU0/Zbwlgfmx8zGsHWtRHmMqE59aAMyNifvHPc1f0gtPdqkY5JosJHeNci2tktY -euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`; - var body3 = ` +euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`,L0=` /9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAsICAoIBwsKCQoNDAsNERwSEQ8PESIZGhQcKSQrKigk JyctMkA3LTA9MCcnOEw5PUNFSElIKzZPVU5GVEBHSEX/2wBDAQwNDREPESESEiFFLicuRUVFRUVF RUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUX/wAARCASwBLADASIA @@ -100274,444 +4889,179 @@ AAAAAAJAAAAAAAAAAAAAABAJEAAAAAAAAAAAAAAAIEoBKAAAAAAAAAAAAAAABAlAAAAAAAIAAAAA BAkBAkBAkBAlACEgMZjdjbFW8bWrEx8YWANb6Fp+bfwab+vLDKMFK9qxH5L0bAr8OPRPKz2AY7J2 SbAjYZAI2E7AIEgIEgIEgMdkSy2NgY7MdlmyNoBXsxmFuyNgVTVjNV3KjlBRNTlXTVHKCrlIqt5T lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/ -2Q==`; - - // package.json - var version14 = "1.2.5"; - - // src/human.ts - var _numTensors, _analyzeMemoryLeaks, _checkSanity, _firstRun, _sanity, _checkBackend, _warmupBitmap, _warmupCanvas, _warmupNode; - var Human = class { - constructor(userConfig = {}) { - _numTensors.set(this, void 0); - _analyzeMemoryLeaks.set(this, void 0); - _checkSanity.set(this, void 0); - _firstRun.set(this, void 0); - this.analyze = (...msg) => { - if (!__privateGet(this, _analyzeMemoryLeaks)) - return; - const current = this.tf.engine().state.numTensors; - const previous = __privateGet(this, _numTensors); - __privateSet(this, _numTensors, current); - const leaked = current - previous; - if (leaked !== 0) - log(...msg, leaked); - }; - _sanity.set(this, (input2) => { - if (!__privateGet(this, _checkSanity)) - return null; - if (!input2) - return "input is not defined"; - if (this.tf.ENV.flags.IS_NODE && !(input2 instanceof Tensor)) - return "input must be a tensor"; - try { - this.tf.getBackend(); - } catch (e) { - return "backend not loaded"; - } - return null; - }); - _checkBackend.set(this, async (force = false) => { - if (this.config.backend && this.config.backend !== "" && force || this.tf.getBackend() !== this.config.backend) { - const timeStamp = now(); - this.state = "backend"; - if (this.config.backend && this.config.backend !== "") { - if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === "tensorflow") - this.config.backend = "webgl"; - if (this.tf.ENV.flags.IS_NODE && (this.config.backend === "webgl" || this.config.backend === "wasm")) - this.config.backend = "tensorflow"; - if (this.config.debug) - log("setting backend:", this.config.backend); - if (this.config.backend === "wasm") { - if (this.config.debug) - log("wasm path:", this.config.wasmPath); - this.tf.setWasmPaths(this.config.wasmPath); - const simd = await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"); - const mt = await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT"); - if (this.config.debug) - log(`wasm execution: ${simd ? "SIMD" : "no SIMD"} ${mt ? "multithreaded" : "singlethreaded"}`); - if (!simd) - log("warning: wasm simd support is not enabled"); - } - if (this.config.backend === "humangl") - register(); - try { - await this.tf.setBackend(this.config.backend); - } catch (err) { - log("error: cannot set backend:", this.config.backend, err); - } - } - this.tf.enableProdMode(); - if (this.tf.getBackend() === "webgl" || this.tf.getBackend() === "humangl") { - this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS", false); - this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV", true); - if (this.config.deallocate) { - log("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:", this.config.deallocate); - this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD", this.config.deallocate ? 0 : -1); - } - const gl = await this.tf.backend().getGPGPUContext().gl; - if (this.config.debug) - log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`); - } - await this.tf.ready(); - this.perf.backend = Math.trunc(now() - timeStamp); - } - }); - _warmupBitmap.set(this, async () => { - const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); - let blob; - let res; - switch (this.config.warmup) { - case "face": - blob = await b64toBlob(face3); - break; - case "full": - blob = await b64toBlob(body3); - break; - default: - blob = null; - } - if (blob) { - const bitmap = await createImageBitmap(blob); - res = await this.detect(bitmap, this.config); - bitmap.close(); - } - return res; - }); - _warmupCanvas.set(this, async () => new Promise((resolve) => { - let src; - let size = 0; - switch (this.config.warmup) { - case "face": - size = 256; - src = "data:image/jpeg;base64," + face3; - break; - case "full": - case "body": - size = 1200; - src = "data:image/jpeg;base64," + body3; - break; - default: - src = null; - } - const img = new Image(); - img.onload = async () => { - const canvas2 = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(size, size) : document.createElement("canvas"); - canvas2.width = img.naturalWidth; - canvas2.height = img.naturalHeight; - const ctx = canvas2.getContext("2d"); - ctx == null ? void 0 : ctx.drawImage(img, 0, 0); - const res = await this.detect(canvas2, this.config); - resolve(res); - }; - if (src) - img.src = src; - else - resolve(null); - })); - _warmupNode.set(this, async () => { - const atob2 = (str) => Buffer.from(str, "base64"); - const img = this.config.warmup === "face" ? atob2(face3) : atob2(body3); - const data2 = (void 0).decodeJpeg(img); - const expanded = data2.expandDims(0); - this.tf.dispose(data2); - const res = await this.detect(expanded, this.config); - this.tf.dispose(expanded); - return res; - }); - this.tf = tfjs_esm_exports; - this.draw = draw_exports; - this.version = version14; - this.config = mergeDeep(config2, userConfig); - this.state = "idle"; - __privateSet(this, _numTensors, 0); - __privateSet(this, _analyzeMemoryLeaks, false); - __privateSet(this, _checkSanity, false); - __privateSet(this, _firstRun, true); - this.perf = {}; - this.models = { - face: null, - posenet: null, - blazepose: null, - efficientpose: null, - handpose: null, - iris: null, - age: null, - gender: null, - emotion: null, - embedding: null, - nanodet: null, - faceres: null - }; - this.image = (input2) => process3(input2, this.config); - this.classes = { - facemesh: facemesh_exports, - age: age_exports, - gender: gender_exports, - emotion: emotion_exports, - faceres: faceres_exports, - body: this.config.body.modelPath.includes("posenet") ? posenet_exports : blazepose_exports, - hand: handpose_exports, - nanodet: nanodet_exports - }; - this.faceTriangulation = triangulation; - this.faceUVMap = uvmap; - this.sysinfo = info(); - } - profileData() { - if (this.config.profile) - return data; - return {}; - } - similarity(embedding1, embedding22) { - if (this.config.face.description.enabled) - return similarity2(embedding1, embedding22); - if (this.config.face.embedding.enabled) - return similarity(embedding1, embedding22); - return 0; - } - enhance(input2) { - return enhance2(input2); - } - match(faceEmbedding, db, threshold2 = 0) { - return match(faceEmbedding, db, threshold2); - } - async load(userConfig = {}) { - this.state = "load"; - const timeStamp = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log(`version: ${this.version}`); - if (this.config.debug) - log(`tfjs version: ${this.tf.version_core}`); - if (this.config.debug) - log("platform:", this.sysinfo.platform); - if (this.config.debug) - log("agent:", this.sysinfo.agent); - await __privateGet(this, _checkBackend).call(this, true); - if (this.tf.ENV.flags.IS_BROWSER) { - if (this.config.debug) - log("configuration:", this.config); - if (this.config.debug) - log("tf flags:", this.tf.ENV.flags); - } - } - if (this.config.async) { - [ - this.models.face, - this.models.age, - this.models.gender, - this.models.emotion, - this.models.embedding, - this.models.handpose, - this.models.posenet, - this.models.blazepose, - this.models.efficientpose, - this.models.nanodet, - this.models.faceres - ] = await Promise.all([ - this.models.face || (this.config.face.enabled ? load7(this.config) : null), - this.models.age || (this.config.face.enabled && this.config.face.age.enabled ? load(this.config) : null), - this.models.gender || (this.config.face.enabled && this.config.face.gender.enabled ? load2(this.config) : null), - this.models.emotion || (this.config.face.enabled && this.config.face.emotion.enabled ? load3(this.config) : null), - this.models.embedding || (this.config.face.enabled && this.config.face.embedding.enabled ? load4(this.config) : null), - this.models.handpose || (this.config.hand.enabled ? load9(this.config) : null), - this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes("posenet") ? load8(this.config) : null), - this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes("blazepose") ? load10(this.config) : null), - this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes("efficientpose") ? load11(this.config) : null), - this.models.nanodet || (this.config.object.enabled ? load12(this.config) : null), - this.models.faceres || (this.config.face.enabled && this.config.face.description.enabled ? load5(this.config) : null) - ]); - } else { - if (this.config.face.enabled && !this.models.face) - this.models.face = await load7(this.config); - if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) - this.models.age = await load(this.config); - if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) - this.models.gender = await load2(this.config); - if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) - this.models.emotion = await load3(this.config); - if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) - this.models.embedding = await load4(this.config); - if (this.config.hand.enabled && !this.models.handpose) - this.models.handpose = await load9(this.config); - if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes("posenet")) - this.models.posenet = await load8(this.config); - if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes("blazepose")) - this.models.blazepose = await load10(this.config); - if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes("efficientpose")) - this.models.efficientpose = await load11(this.config); - if (this.config.object.enabled && !this.models.nanodet) - this.models.nanodet = await load12(this.config); - if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) - this.models.faceres = await load5(this.config); - } - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log("tf engine state:", this.tf.engine().state.numBytes, "bytes", this.tf.engine().state.numTensors, "tensors"); - __privateSet(this, _firstRun, false); - } - const current = Math.trunc(now() - timeStamp); - if (current > (this.perf.load || 0)) - this.perf.load = current; - } - async detect(input2, userConfig = {}) { - return new Promise(async (resolve) => { - var _a, _b, _c, _d; - this.state = "config"; - let timeStamp; - this.config = mergeDeep(this.config, userConfig); - this.state = "check"; - const error = __privateGet(this, _sanity).call(this, input2); - if (error) { - log(error, input2); - resolve({error}); - } - const timeStart = now(); - await __privateGet(this, _checkBackend).call(this); - await this.load(); - if (this.config.scoped) - this.tf.engine().startScope(); - this.analyze("Start Scope:"); - timeStamp = now(); - const process4 = process3(input2, this.config); - if (!process4 || !process4.tensor) { - log("could not convert input to tensor"); - resolve({error: "could not convert input to tensor"}); - return; - } - this.perf.image = Math.trunc(now() - timeStamp); - this.analyze("Get Image:"); - let bodyRes; - let handRes; - let faceRes; - let objectRes; - let current; - if (this.config.async) { - faceRes = this.config.face.enabled ? detectFace(this, process4.tensor) : []; - if (this.perf.face) - delete this.perf.face; - } else { - this.state = "run:face"; - timeStamp = now(); - faceRes = this.config.face.enabled ? await detectFace(this, process4.tensor) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.face = current; - } - this.analyze("Start Body:"); - if (this.config.async) { - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? (_a = this.models.posenet) == null ? void 0 : _a.estimatePoses(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? predict7(process4.tensor, this.config) : []; - if (this.perf.body) - delete this.perf.body; - } else { - this.state = "run:body"; - timeStamp = now(); - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? await ((_b = this.models.posenet) == null ? void 0 : _b.estimatePoses(process4.tensor, this.config)) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? await predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? await predict7(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.body = current; - } - this.analyze("End Body:"); - this.analyze("Start Hand:"); - if (this.config.async) { - handRes = this.config.hand.enabled ? (_c = this.models.handpose) == null ? void 0 : _c.estimateHands(process4.tensor, this.config) : []; - if (this.perf.hand) - delete this.perf.hand; - } else { - this.state = "run:hand"; - timeStamp = now(); - handRes = this.config.hand.enabled ? await ((_d = this.models.handpose) == null ? void 0 : _d.estimateHands(process4.tensor, this.config)) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.hand = current; - } - this.analyze("End Hand:"); - this.analyze("Start Object:"); - if (this.config.async) { - objectRes = this.config.object.enabled ? predict8(process4.tensor, this.config) : []; - if (this.perf.object) - delete this.perf.object; - } else { - this.state = "run:object"; - timeStamp = now(); - objectRes = this.config.object.enabled ? await predict8(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.object = current; - } - this.analyze("End Object:"); - if (this.config.async) { - [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]); - } - process4.tensor.dispose(); - if (this.config.scoped) - this.tf.engine().endScope(); - this.analyze("End Scope:"); - let gestureRes = []; - if (this.config.gesture.enabled) { - timeStamp = now(); - gestureRes = [...face(faceRes), ...body(bodyRes), ...hand(handRes), ...iris(faceRes)]; - if (!this.config.async) - this.perf.gesture = Math.trunc(now() - timeStamp); - else if (this.perf.gesture) - delete this.perf.gesture; - } - this.perf.total = Math.trunc(now() - timeStart); - this.state = "idle"; - const result = { - face: faceRes, - body: bodyRes, - hand: handRes, - gesture: gestureRes, - object: objectRes, - performance: this.perf, - canvas: process4.canvas - }; - resolve(result); - }); - } - async warmup(userConfig = {}) { - const t0 = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - const save = this.config.videoOptimized; - this.config.videoOptimized = false; - let res; - if (typeof createImageBitmap === "function") - res = await __privateGet(this, _warmupBitmap).call(this); - else if (typeof Image !== "undefined") - res = await __privateGet(this, _warmupCanvas).call(this); - else - res = await __privateGet(this, _warmupNode).call(this); - this.config.videoOptimized = save; - const t1 = now(); - if (this.config.debug) - log("Warmup", this.config.warmup, Math.round(t1 - t0), "ms", res); - return res; - } - }; - _numTensors = new WeakMap(); - _analyzeMemoryLeaks = new WeakMap(); - _checkSanity = new WeakMap(); - _firstRun = new WeakMap(); - _sanity = new WeakMap(); - _checkBackend = new WeakMap(); - _warmupBitmap = new WeakMap(); - _warmupCanvas = new WeakMap(); - _warmupNode = new WeakMap(); - return human_exports; -})(); +2Q==`;var A4="1.2.5";var Jl,qc,Xc,$i,W0,Kc,B0,V0,U0,y4=class{constructor(t={}){Jl.set(this,void 0);qc.set(this,void 0);Xc.set(this,void 0);$i.set(this,void 0);this.analyze=(...t)=>{if(!Qn(this,qc))return;let n=this.tf.engine().state.numTensors,r=Qn(this,Jl);rs(this,Jl,n);let a=n-r;a!==0&&Ne(...t,a)};W0.set(this,t=>{if(!Qn(this,Xc))return null;if(!t)return"input is not defined";if(this.tf.ENV.flags.IS_NODE&&!(t instanceof We))return"input must be a tensor";try{this.tf.getBackend()}catch(n){return"backend not loaded"}return null});Kc.set(this,async(t=!1)=>{if(this.config.backend&&this.config.backend!==""&&t||this.tf.getBackend()!==this.config.backend){let n=Ye();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&Ne("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&Ne("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let r=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),a=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&Ne(`wasm execution: ${r?"SIMD":"no SIMD"} ${a?"multithreaded":"singlethreaded"}`),r||Ne("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&x6();try{await this.tf.setBackend(this.config.backend)}catch(r){Ne("error: cannot set backend:",this.config.backend,r)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(Ne("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let r=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&Ne(`gl version:${r.getParameter(r.VERSION)} renderer:${r.getParameter(r.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(Ye()-n)}});B0.set(this,async()=>{let t=(a,s="application/octet-stream")=>fetch(`data:${s};base64,${a}`).then(i=>i.blob()),n,r;switch(this.config.warmup){case"face":n=await t(P0);break;case"full":n=await t(L0);break;default:n=null}if(n){let a=await createImageBitmap(n);r=await this.detect(a,this.config),a.close()}return r});V0.set(this,async()=>new Promise(t=>{let n,r=0;switch(this.config.warmup){case"face":r=256,n="data:image/jpeg;base64,"+P0;break;case"full":case"body":r=1200,n="data:image/jpeg;base64,"+L0;break;default:n=null}let a=new Image;a.onload=async()=>{let s=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(r,r):document.createElement("canvas");s.width=a.naturalWidth,s.height=a.naturalHeight;let i=s.getContext("2d");i==null||i.drawImage(a,0,0);let o=await this.detect(s,this.config);t(o)},n?a.src=n:t(null)}));U0.set(this,async()=>{let t=i=>Buffer.from(i,"base64"),n=this.config.warmup==="face"?t(P0):t(L0),r=(void 0).decodeJpeg(n),a=r.expandDims(0);this.tf.dispose(r);let s=await this.detect(a,this.config);return this.tf.dispose(a),s});this.tf=xh,this.draw=kg,this.version=A4,this.config=qi(ht,t),this.state="idle",rs(this,Jl,0),rs(this,qc,!1),rs(this,Xc,!1),rs(this,$i,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>vg(n,this.config),this.classes={facemesh:H2,age:_2,gender:k2,emotion:C2,faceres:D2,body:this.config.body.modelPath.includes("posenet")?rg:fg,hand:cg,nanodet:xg},this.faceTriangulation=R6,this.faceUVMap=M6,this.sysinfo=Lg()}profileData(){return this.config.profile?c0:{}}similarity(t,n){return this.config.face.description.enabled?z2(t,n):this.config.face.embedding.enabled?w6(t,n):0}enhance(t){return P2(t)}match(t,n,r=0){return b6(t,n,r)}async load(t={}){this.state="load";let n=Ye();t&&(this.config=qi(this.config,t)),Qn(this,$i)&&(this.config.debug&&Ne(`version: ${this.version}`),this.config.debug&&Ne(`tfjs version: ${this.tf.version_core}`),this.config.debug&&Ne("platform:",this.sysinfo.platform),this.config.debug&&Ne("agent:",this.sysinfo.agent),await Qn(this,Kc).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&Ne("configuration:",this.config),this.config.debug&&Ne("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?q2(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?v2(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?T2(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?M2(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?F2(this.config):null),this.models.handpose||(this.config.hand.enabled?pg(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?sg(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?mg(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?yg(this.config):null),this.models.nanodet||(this.config.object.enabled?bg(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?O2(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await q2(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await v2(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await T2(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await M2(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await F2(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await pg(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await sg(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await mg(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await yg(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await bg(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await O2(this.config))),Qn(this,$i)&&(this.config.debug&&Ne("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),rs(this,$i,!1));let r=Math.trunc(Ye()-n);r>(this.perf.load||0)&&(this.perf.load=r)}async detect(t,n={}){return new Promise(async r=>{var m,A,y,g;this.state="config";let a;this.config=qi(this.config,n),this.state="check";let s=Qn(this,W0).call(this,t);s&&(Ne(s,t),r({error:s}));let i=Ye();await Qn(this,Kc).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),a=Ye();let o=vg(t,this.config);if(!o||!o.tensor){Ne("could not convert input to tensor"),r({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(Ye()-a),this.analyze("Get Image:");let l,c,u,h,d;this.config.async?(u=this.config.face.enabled?L2(this,o.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",a=Ye(),u=this.config.face.enabled?await L2(this,o.tensor):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.face=d)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?l=this.config.body.enabled?(m=this.models.posenet)==null?void 0:m.estimatePoses(o.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?l=this.config.body.enabled?Ag(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(l=this.config.body.enabled?gg(o.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",a=Ye(),this.config.body.modelPath.includes("posenet")?l=this.config.body.enabled?await((A=this.models.posenet)==null?void 0:A.estimatePoses(o.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?l=this.config.body.enabled?await Ag(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(l=this.config.body.enabled?await gg(o.tensor,this.config):[]),d=Math.trunc(Ye()-a),d>0&&(this.perf.body=d)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(c=this.config.hand.enabled?(y=this.models.handpose)==null?void 0:y.estimateHands(o.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",a=Ye(),c=this.config.hand.enabled?await((g=this.models.handpose)==null?void 0:g.estimateHands(o.tensor,this.config)):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.hand=d)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(h=this.config.object.enabled?_g(o.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",a=Ye(),h=this.config.object.enabled?await _g(o.tensor,this.config):[],d=Math.trunc(Ye()-a),d>0&&(this.perf.object=d)),this.analyze("End Object:"),this.config.async&&([u,l,c,h]=await Promise.all([u,l,c,h])),o.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let p=[];this.config.gesture.enabled&&(a=Ye(),p=[...o4(u),...i4(l),...u4(c),...l4(u)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(Ye()-a)),this.perf.total=Math.trunc(Ye()-i),this.state="idle";let f={face:u,body:l,hand:c,gesture:p,object:h,performance:this.perf,canvas:o.canvas};r(f)})}async warmup(t={}){let n=Ye();t&&(this.config=qi(this.config,t));let r=this.config.videoOptimized;this.config.videoOptimized=!1;let a;typeof createImageBitmap=="function"?a=await Qn(this,B0).call(this):typeof Image!="undefined"?a=await Qn(this,V0).call(this):a=await Qn(this,U0).call(this),this.config.videoOptimized=r;let s=Ye();return this.config.debug&&Ne("Warmup",this.config.warmup,Math.round(s-n),"ms",a),a}};Jl=new WeakMap,qc=new WeakMap,Xc=new WeakMap,$i=new WeakMap,W0=new WeakMap,Kc=new WeakMap,B0=new WeakMap,V0=new WeakMap,U0=new WeakMap;return zae;})(); +/** + * @license + * Copyright 2017 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * + * ============================================================================= + */ +/** + * @license + * Copyright 2018 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * + * ============================================================================= + */ +/** + * @license + * Copyright 2019 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google Inc. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC + * + * Use of this source code is governed by an MIT-style + * license that can be found in the LICENSE file or at + * https://opensource.org/licenses/MIT. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2020 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the License); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an AS IS BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** + * @license + * Copyright 2021 Google LLC. All Rights Reserved. + * Licensed under the Apache License, Version 2.0 (the "License"); + * you may not use this file except in compliance with the License. + * You may obtain a copy of the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + * See the License for the specific language governing permissions and + * limitations under the License. + * ============================================================================= + */ +/** @license See the LICENSE file. */ //# sourceMappingURL=human.js.map diff --git a/dist/human.js.map b/dist/human.js.map index bd031859..2010531d 100644 --- a/dist/human.js.map +++ b/dist/human.js.map @@ -1,7 +1,7 @@ { "version": 3, "sources": ["../src/human.ts", "../src/helpers.ts", "../src/sysinfo.ts", 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"../src/blazeface/blazeface.ts", "../src/blazeface/box.ts", "../src/blazeface/util.ts", "../src/blazeface/coords.ts", "../src/blazeface/facepipeline.ts", "../src/posenet/posenet.ts", "../src/posenet/modelBase.ts", "../src/posenet/heapSort.ts", "../src/posenet/buildParts.ts", "../src/posenet/keypoints.ts", "../src/posenet/vectors.ts", "../src/posenet/decoders.ts", "../src/posenet/decodePose.ts", "../src/posenet/decodeMultiple.ts", "../src/posenet/util.ts", "../src/handpose/handpose.ts", "../src/handpose/box.ts", "../src/handpose/handdetector.ts", "../src/handpose/util.ts", "../src/handpose/handpipeline.ts", "../src/handpose/anchors.ts", "../src/blazepose/blazepose.ts", "../src/blazepose/annotations.ts", "../src/efficientpose/efficientpose.ts", "../src/nanodet/nanodet.ts", "../src/nanodet/labels.ts", "../src/gesture/gesture.ts", "../src/image/imagefx.js", "../src/image/image.ts", "../src/draw/draw.ts", "../src/config.ts", "../src/sample.ts"], - "sourcesContent": ["import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n// \n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n// \n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = data.toString();\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "", "/*\nCopyright 2014 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\nvar global = this,\n width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\nmath['seed' + rngname] = seedrandom;\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n}\n\n// End anonymous scope, and pass initial values.\n})(\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", "", "", "\nvar WasmBackendModuleThreadedSimd = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModuleThreadedSimd) {\n WasmBackendModuleThreadedSimd = WasmBackendModuleThreadedSimd || {};\n\nfunction GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP8}function GROWABLE_HEAP_U8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU8}function GROWABLE_HEAP_I32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP32}function GROWABLE_HEAP_U32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU32}function GROWABLE_HEAP_F64(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPF64}var Module=typeof WasmBackendModuleThreadedSimd!==\"undefined\"?WasmBackendModuleThreadedSimd:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var ENVIRONMENT_IS_PTHREAD=Module[\"ENVIRONMENT_IS_PTHREAD\"]||false;if(ENVIRONMENT_IS_PTHREAD){buffer=Module[\"buffer\"]}var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"};var nodeWorkerThreads;try{nodeWorkerThreads=require(\"worker_threads\")}catch(e){console.error('The \"worker_threads\" module is not supported in this node.js build - perhaps a newer version is needed?');throw e}global.Worker=nodeWorkerThreads.Worker}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(typeof _scriptDir !== \"undefined\" && _scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}if(ENVIRONMENT_IS_NODE){read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret}}else{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}if(ENVIRONMENT_IS_NODE){if(typeof performance===\"undefined\"){global.performance=require(\"perf_hooks\").performance}}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var Atomics_load=Atomics.load;var Atomics_store=Atomics.store;var Atomics_compareExchange=Atomics.compareExchange;var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var wasmModule;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx)){var u0=heap[idx++];if(!u0)return str;if(!(u0&128)){str+=String.fromCharCode(u0);continue}var u1=heap[idx++]&63;if((u0&224)==192){str+=String.fromCharCode((u0&31)<<6|u1);continue}var u2=heap[idx++]&63;if((u0&240)==224){u0=(u0&15)<<12|u1<<6|u2}else{u0=(u0&7)<<18|u1<<12|u2<<6|heap[idx++]&63}if(u0<65536){str+=String.fromCharCode(u0)}else{var ch=u0-65536;str+=String.fromCharCode(55296|ch>>10,56320|ch&1023)}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(GROWABLE_HEAP_U8(),ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,GROWABLE_HEAP_U8(),outPtr,maxBytesToWrite)}function lengthBytesUTF8(str){var len=0;for(var i=0;i=55296&&u<=57343)u=65536+((u&1023)<<10)|str.charCodeAt(++i)&1023;if(u<=127)++len;else if(u<=2047)len+=2;else if(u<=65535)len+=3;else len+=4}return len}function writeArrayToMemory(array,buffer){GROWABLE_HEAP_I8().set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;if(ENVIRONMENT_IS_PTHREAD){wasmMemory=Module[\"wasmMemory\"];buffer=Module[\"buffer\"]}else{if(Module[\"wasmMemory\"]){wasmMemory=Module[\"wasmMemory\"]}else{wasmMemory=new WebAssembly.Memory({\"initial\":INITIAL_MEMORY/65536,\"maximum\":2147483648/65536,\"shared\":true});if(!(wasmMemory.buffer instanceof SharedArrayBuffer)){err(\"requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag\");if(ENVIRONMENT_IS_NODE){console.log(\"(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)\")}throw Error(\"bad memory\")}}}if(wasmMemory){buffer=wasmMemory.buffer}INITIAL_MEMORY=buffer.byteLength;updateGlobalBufferAndViews(buffer);var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATEXIT__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;var runtimeExited=false;if(!ENVIRONMENT_IS_PTHREAD)__ATINIT__.push({func:function(){___wasm_call_ctors()}});if(ENVIRONMENT_IS_PTHREAD)runtimeInitialized=true;function preRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){if(ENVIRONMENT_IS_PTHREAD)return;callRuntimeCallbacks(__ATMAIN__)}function exitRuntime(){if(ENVIRONMENT_IS_PTHREAD)return;runtimeExited=true}function postRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){assert(!ENVIRONMENT_IS_PTHREAD,\"addRunDependency cannot be used in a pthread worker\");runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}if(ENVIRONMENT_IS_PTHREAD)console.error(\"Pthread aborting at \"+(new Error).stack);what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm-threaded-simd.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmTable=Module[\"asm\"][\"F\"];wasmModule=module;if(!ENVIRONMENT_IS_PTHREAD){var numWorkersToLoad=PThread.unusedWorkers.length;PThread.unusedWorkers.forEach(function(w){PThread.loadWasmModuleToWorker(w,function(){if(!--numWorkersToLoad)removeRunDependency(\"wasm-instantiate\")})})}}if(!ENVIRONMENT_IS_PTHREAD){addRunDependency(\"wasm-instantiate\")}function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"],output[\"module\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}var ASM_CONSTS={8991:function($0,$1){setTimeout(function(){__emscripten_do_dispatch_to_thread($0,$1)},0)}};function initPthreadsJS(){PThread.initRuntime()}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _emscripten_futex_wake(addr,count){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0||count<0)return-28;if(count==0)return 0;if(count>=2147483647)count=Infinity;var mainThreadWaitAddress=Atomics.load(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2);var mainThreadWoken=0;if(mainThreadWaitAddress==addr){var loadedAddr=Atomics.compareExchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,mainThreadWaitAddress,0);if(loadedAddr==mainThreadWaitAddress){--count;mainThreadWoken=1;if(count<=0)return 1}}var ret=Atomics.notify(GROWABLE_HEAP_I32(),addr>>2,count);if(ret>=0)return ret+mainThreadWoken;throw\"Atomics.notify returned an unexpected value \"+ret}Module[\"_emscripten_futex_wake\"]=_emscripten_futex_wake;function killThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! killThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in killThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];pthread.worker.terminate();PThread.freeThreadData(pthread);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker),1);pthread.worker.pthread=undefined}function cancelThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cancelThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cancelThread!\";var pthread=PThread.pthreads[pthread_ptr];pthread.worker.postMessage({\"cmd\":\"cancel\"})}function cleanupThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cleanupThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cleanupThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];if(pthread){var worker=pthread.worker;PThread.returnWorkerToPool(worker)}}var PThread={unusedWorkers:[],runningWorkers:[],initMainThreadBlock:function(){var pthreadPoolSize=8;for(var i=0;i>2]=tb;var headPtr=tb+152;GROWABLE_HEAP_I32()[headPtr>>2]=headPtr;var tlsMemory=_malloc(512);for(var i=0;i<128;++i)GROWABLE_HEAP_U32()[tlsMemory/4+i]=0;Atomics.store(GROWABLE_HEAP_U32(),tb+100>>2,tlsMemory);Atomics.store(GROWABLE_HEAP_U32(),tb+40>>2,tb);__emscripten_thread_init(tb,!ENVIRONMENT_IS_WORKER,1);_emscripten_register_main_browser_thread_id(tb)},initWorker:function(){},pthreads:{},threadExitHandlers:[],setThreadStatus:function(){},runExitHandlers:function(){while(PThread.threadExitHandlers.length>0){PThread.threadExitHandlers.pop()()}if(ENVIRONMENT_IS_PTHREAD&&_pthread_self())___pthread_tsd_run_dtors()},threadExit:function(exitCode){var tb=_pthread_self();if(tb){Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,exitCode);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+56>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+60>>2,0);PThread.runExitHandlers();_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exit\"})}}},threadCancel:function(){PThread.runExitHandlers();var tb=_pthread_self();Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,-1);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);postMessage({\"cmd\":\"cancelDone\"})},terminateAllThreads:function(){for(var t in PThread.pthreads){var pthread=PThread.pthreads[t];if(pthread&&pthread.worker){PThread.returnWorkerToPool(pthread.worker)}}PThread.pthreads={};for(var i=0;i>2];GROWABLE_HEAP_I32()[pthread.threadInfoStruct+100>>2]=0;_free(tlsMemory);_free(pthread.threadInfoStruct)}pthread.threadInfoStruct=0;if(pthread.allocatedOwnStack&&pthread.stackBase)_free(pthread.stackBase);pthread.stackBase=0;if(pthread.worker)pthread.worker.pthread=null},returnWorkerToPool:function(worker){PThread.runWithoutMainThreadQueuedCalls(function(){delete PThread.pthreads[worker.pthread.threadInfoStruct];PThread.unusedWorkers.push(worker);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker),1);PThread.freeThreadData(worker.pthread);worker.pthread=undefined})},runWithoutMainThreadQueuedCalls:function(func){GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=0;try{func()}finally{GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=1}},receiveObjectTransfer:function(data){},loadWasmModuleToWorker:function(worker,onFinishedLoading){worker.onmessage=function(e){var d=e[\"data\"];var cmd=d[\"cmd\"];if(worker.pthread)PThread.currentProxiedOperationCallerThread=worker.pthread.threadInfoStruct;if(d[\"targetThread\"]&&d[\"targetThread\"]!=_pthread_self()){var thread=PThread.pthreads[d.targetThread];if(thread){thread.worker.postMessage(e.data,d[\"transferList\"])}else{console.error('Internal error! Worker sent a message \"'+cmd+'\" to target pthread '+d[\"targetThread\"]+\", but that thread no longer exists!\")}PThread.currentProxiedOperationCallerThread=undefined;return}if(cmd===\"processQueuedMainThreadWork\"){_emscripten_main_thread_process_queued_calls()}else if(cmd===\"spawnThread\"){spawnThread(e.data)}else if(cmd===\"cleanupThread\"){cleanupThread(d[\"thread\"])}else if(cmd===\"killThread\"){killThread(d[\"thread\"])}else if(cmd===\"cancelThread\"){cancelThread(d[\"thread\"])}else if(cmd===\"loaded\"){worker.loaded=true;if(onFinishedLoading)onFinishedLoading(worker);if(worker.runPthread){worker.runPthread();delete worker.runPthread}}else if(cmd===\"print\"){out(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"printErr\"){err(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"alert\"){alert(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"exit\"){var detached=worker.pthread&&Atomics.load(GROWABLE_HEAP_U32(),worker.pthread.threadInfoStruct+64>>2);if(detached){PThread.returnWorkerToPool(worker)}}else if(cmd===\"exitProcess\"){try{exit(d[\"returnCode\"])}catch(e){if(e instanceof ExitStatus)return;throw e}}else if(cmd===\"cancelDone\"){PThread.returnWorkerToPool(worker)}else if(cmd===\"objectTransfer\"){PThread.receiveObjectTransfer(e.data)}else if(e.data.target===\"setimmediate\"){worker.postMessage(e.data)}else{err(\"worker sent an unknown command \"+cmd)}PThread.currentProxiedOperationCallerThread=undefined};worker.onerror=function(e){err(\"pthread sent an error! \"+e.filename+\":\"+e.lineno+\": \"+e.message)};if(ENVIRONMENT_IS_NODE){worker.on(\"message\",function(data){worker.onmessage({data:data})});worker.on(\"error\",function(data){worker.onerror(data)});worker.on(\"exit\",function(data){})}worker.postMessage({\"cmd\":\"load\",\"urlOrBlob\":Module[\"mainScriptUrlOrBlob\"]||_scriptDir,\"wasmMemory\":wasmMemory,\"wasmModule\":wasmModule})},allocateUnusedWorker:function(){var pthreadMainJs=locateFile(\"tfjs-backend-wasm-threaded-simd.worker.js\");PThread.unusedWorkers.push(new Worker(pthreadMainJs))},getNewWorker:function(){if(PThread.unusedWorkers.length==0){PThread.allocateUnusedWorker();PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0])}if(PThread.unusedWorkers.length>0)return PThread.unusedWorkers.pop();else return null},busySpinWait:function(msecs){var t=performance.now()+msecs;while(performance.now()>2]=value;return value}function _atexit(func,arg){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(1,1,func,arg)}function __emscripten_notify_thread_queue(targetThreadId,mainThreadId){if(targetThreadId==mainThreadId){postMessage({\"cmd\":\"processQueuedMainThreadWork\"})}else if(ENVIRONMENT_IS_PTHREAD){postMessage({\"targetThread\":targetThreadId,\"cmd\":\"processThreadQueue\"})}else{var pthread=PThread.pthreads[targetThreadId];var worker=pthread&&pthread.worker;if(!worker){return}worker.postMessage({\"cmd\":\"processThreadQueue\"})}return 1}function _abort(){abort()}function _emscripten_asm_const_int(code,sigPtr,argbuf){var args=readAsmConstArgs(sigPtr,argbuf);return ASM_CONSTS[code].apply(null,args)}function _emscripten_conditional_set_current_thread_status(expectedStatus,newStatus){}function _emscripten_futex_wait(addr,val,timeout){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0)return-28;if(!ENVIRONMENT_IS_WEB){var ret=Atomics.wait(GROWABLE_HEAP_I32(),addr>>2,val,timeout);if(ret===\"timed-out\")return-73;if(ret===\"not-equal\")return-6;if(ret===\"ok\")return 0;throw\"Atomics.wait returned an unexpected value \"+ret}else{if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}var tNow=performance.now();var tEnd=tNow+timeout;var lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr);while(1){tNow=performance.now();if(tNow>tEnd){lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);return-73}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);if(lastAddr==0){break}_emscripten_main_thread_process_queued_calls();if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr)}return 0}}function _emscripten_memcpy_big(dest,src,num){GROWABLE_HEAP_U8().copyWithin(dest,src,src+num)}function _emscripten_num_logical_cores(){if(ENVIRONMENT_IS_NODE)return require(\"os\").cpus().length;return navigator[\"hardwareConcurrency\"]}function _emscripten_proxy_to_main_thread_js(index,sync){var numCallArgs=arguments.length-2;var stack=stackSave();var serializedNumCallArgs=numCallArgs;var args=stackAlloc(serializedNumCallArgs*8);var b=args>>3;for(var i=0;i>=2;while(ch=GROWABLE_HEAP_U8()[sigPtr++]){var double=ch<105;if(double&&buf&1)buf++;readAsmConstArgsArray.push(double?GROWABLE_HEAP_F64()[buf++>>1]:GROWABLE_HEAP_I32()[buf]);++buf}return readAsmConstArgsArray}function _emscripten_receive_on_main_thread_js(index,numCallArgs,args){_emscripten_receive_on_main_thread_js_callArgs.length=numCallArgs;var b=args>>3;for(var i=0;i>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();if(requestedSize<=oldSize){return false}var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var JSEvents={inEventHandler:0,removeAllEventListeners:function(){for(var i=JSEvents.eventHandlers.length-1;i>=0;--i){JSEvents._removeHandler(i)}JSEvents.eventHandlers=[];JSEvents.deferredCalls=[]},registerRemoveEventListeners:function(){if(!JSEvents.removeEventListenersRegistered){__ATEXIT__.push(JSEvents.removeAllEventListeners);JSEvents.removeEventListenersRegistered=true}},deferredCalls:[],deferCall:function(targetFunction,precedence,argsList){function arraysHaveEqualContent(arrA,arrB){if(arrA.length!=arrB.length)return false;for(var i in arrA){if(arrA[i]!=arrB[i])return false}return true}for(var i in JSEvents.deferredCalls){var call=JSEvents.deferredCalls[i];if(call.targetFunction==targetFunction&&arraysHaveEqualContent(call.argsList,argsList)){return}}JSEvents.deferredCalls.push({targetFunction:targetFunction,precedence:precedence,argsList:argsList});JSEvents.deferredCalls.sort(function(x,y){return x.precedence>2]=eventTypeId;GROWABLE_HEAP_I32()[varargs+4>>2]=eventData;GROWABLE_HEAP_I32()[varargs+8>>2]=userData;__emscripten_call_on_thread(0,targetThread,637534208,eventHandlerFunc,eventData,varargs);stackRestore(stackTop)},getTargetThreadForEventCallback:function(targetThread){switch(targetThread){case 1:return 0;case 2:return PThread.currentProxiedOperationCallerThread;default:return targetThread}},getNodeNameForTarget:function(target){if(!target)return\"\";if(target==window)return\"#window\";if(target==screen)return\"#screen\";return target&&target.nodeName?target.nodeName:\"\"},fullscreenEnabled:function(){return document.fullscreenEnabled||document.webkitFullscreenEnabled}};function stringToNewUTF8(jsString){var length=lengthBytesUTF8(jsString)+1;var cString=_malloc(length);stringToUTF8(jsString,cString,length);return cString}function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height){var stackTop=stackSave();var varargs=stackAlloc(12);var targetCanvasPtr=0;if(targetCanvas){targetCanvasPtr=stringToNewUTF8(targetCanvas)}GROWABLE_HEAP_I32()[varargs>>2]=targetCanvasPtr;GROWABLE_HEAP_I32()[varargs+4>>2]=width;GROWABLE_HEAP_I32()[varargs+8>>2]=height;__emscripten_call_on_thread(0,targetThread,657457152,0,targetCanvasPtr,varargs);stackRestore(stackTop)}function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread,targetCanvas,width,height){targetCanvas=targetCanvas?UTF8ToString(targetCanvas):\"\";_emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height)}function maybeCStringToJsString(cString){return cString>2?UTF8ToString(cString):cString}var specialHTMLTargets=[0,typeof document!==\"undefined\"?document:0,typeof window!==\"undefined\"?window:0];function findEventTarget(target){target=maybeCStringToJsString(target);var domElement=specialHTMLTargets[target]||(typeof document!==\"undefined\"?document.querySelector(target):undefined);return domElement}function findCanvasEventTarget(target){return findEventTarget(target)}function _emscripten_set_canvas_element_size_calling_thread(target,width,height){var canvas=findCanvasEventTarget(target);if(!canvas)return-4;if(canvas.canvasSharedPtr){GROWABLE_HEAP_I32()[canvas.canvasSharedPtr>>2]=width;GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+4>>2]=height}if(canvas.offscreenCanvas||!canvas.controlTransferredOffscreen){if(canvas.offscreenCanvas)canvas=canvas.offscreenCanvas;var autoResizeViewport=false;if(canvas.GLctxObject&&canvas.GLctxObject.GLctx){var prevViewport=canvas.GLctxObject.GLctx.getParameter(2978);autoResizeViewport=prevViewport[0]===0&&prevViewport[1]===0&&prevViewport[2]===canvas.width&&prevViewport[3]===canvas.height}canvas.width=width;canvas.height=height;if(autoResizeViewport){canvas.GLctxObject.GLctx.viewport(0,0,width,height)}}else if(canvas.canvasSharedPtr){var targetThread=GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+8>>2];_emscripten_set_offscreencanvas_size_on_target_thread(targetThread,target,width,height);return 1}else{return-4}return 0}function _emscripten_set_canvas_element_size_main_thread(target,width,height){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(2,1,target,width,height);return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}function _emscripten_set_canvas_element_size(target,width,height){var canvas=findCanvasEventTarget(target);if(canvas){return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}else{return _emscripten_set_canvas_element_size_main_thread(target,width,height)}}function _emscripten_set_current_thread_status(newStatus){}function _emscripten_set_thread_name(threadId,name){}function __webgl_enable_ANGLE_instanced_arrays(ctx){var ext=ctx.getExtension(\"ANGLE_instanced_arrays\");if(ext){ctx[\"vertexAttribDivisor\"]=function(index,divisor){ext[\"vertexAttribDivisorANGLE\"](index,divisor)};ctx[\"drawArraysInstanced\"]=function(mode,first,count,primcount){ext[\"drawArraysInstancedANGLE\"](mode,first,count,primcount)};ctx[\"drawElementsInstanced\"]=function(mode,count,type,indices,primcount){ext[\"drawElementsInstancedANGLE\"](mode,count,type,indices,primcount)};return 1}}function __webgl_enable_OES_vertex_array_object(ctx){var ext=ctx.getExtension(\"OES_vertex_array_object\");if(ext){ctx[\"createVertexArray\"]=function(){return ext[\"createVertexArrayOES\"]()};ctx[\"deleteVertexArray\"]=function(vao){ext[\"deleteVertexArrayOES\"](vao)};ctx[\"bindVertexArray\"]=function(vao){ext[\"bindVertexArrayOES\"](vao)};ctx[\"isVertexArray\"]=function(vao){return ext[\"isVertexArrayOES\"](vao)};return 1}}function __webgl_enable_WEBGL_draw_buffers(ctx){var ext=ctx.getExtension(\"WEBGL_draw_buffers\");if(ext){ctx[\"drawBuffers\"]=function(n,bufs){ext[\"drawBuffersWEBGL\"](n,bufs)};return 1}}function __webgl_enable_WEBGL_multi_draw(ctx){return!!(ctx.multiDrawWebgl=ctx.getExtension(\"WEBGL_multi_draw\"))}var GL={counter:1,buffers:[],programs:[],framebuffers:[],renderbuffers:[],textures:[],uniforms:[],shaders:[],vaos:[],contexts:{},offscreenCanvases:{},timerQueriesEXT:[],programInfos:{},stringCache:{},unpackAlignment:4,recordError:function recordError(errorCode){if(!GL.lastError){GL.lastError=errorCode}},getNewId:function(table){var ret=GL.counter++;for(var i=table.length;i>2]:-1;source+=UTF8ToString(GROWABLE_HEAP_I32()[string+i*4>>2],len<0?undefined:len)}return source},createContext:function(canvas,webGLContextAttributes){var ctx=canvas.getContext(\"webgl\",webGLContextAttributes);if(!ctx)return 0;var handle=GL.registerContext(ctx,webGLContextAttributes);return handle},registerContext:function(ctx,webGLContextAttributes){var handle=_malloc(8);GROWABLE_HEAP_I32()[handle+4>>2]=_pthread_self();var context={handle:handle,attributes:webGLContextAttributes,version:webGLContextAttributes.majorVersion,GLctx:ctx};if(ctx.canvas)ctx.canvas.GLctxObject=context;GL.contexts[handle]=context;if(typeof webGLContextAttributes.enableExtensionsByDefault===\"undefined\"||webGLContextAttributes.enableExtensionsByDefault){GL.initExtensions(context)}return handle},makeContextCurrent:function(contextHandle){GL.currentContext=GL.contexts[contextHandle];Module.ctx=GLctx=GL.currentContext&&GL.currentContext.GLctx;return!(contextHandle&&!GLctx)},getContext:function(contextHandle){return GL.contexts[contextHandle]},deleteContext:function(contextHandle){if(GL.currentContext===GL.contexts[contextHandle])GL.currentContext=null;if(typeof JSEvents===\"object\")JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas);if(GL.contexts[contextHandle]&&GL.contexts[contextHandle].GLctx.canvas)GL.contexts[contextHandle].GLctx.canvas.GLctxObject=undefined;_free(GL.contexts[contextHandle].handle);GL.contexts[contextHandle]=null},initExtensions:function(context){if(!context)context=GL.currentContext;if(context.initExtensionsDone)return;context.initExtensionsDone=true;var GLctx=context.GLctx;__webgl_enable_ANGLE_instanced_arrays(GLctx);__webgl_enable_OES_vertex_array_object(GLctx);__webgl_enable_WEBGL_draw_buffers(GLctx);GLctx.disjointTimerQueryExt=GLctx.getExtension(\"EXT_disjoint_timer_query\");__webgl_enable_WEBGL_multi_draw(GLctx);var exts=GLctx.getSupportedExtensions()||[];exts.forEach(function(ext){if(ext.indexOf(\"lose_context\")<0&&ext.indexOf(\"debug\")<0){GLctx.getExtension(ext)}})},populateUniformTable:function(program){var p=GL.programs[program];var ptable=GL.programInfos[program]={uniforms:{},maxUniformLength:0,maxAttributeLength:-1,maxUniformBlockNameLength:-1};var utable=ptable.uniforms;var numUniforms=GLctx.getProgramParameter(p,35718);for(var i=0;i>2;var powerPreference=GROWABLE_HEAP_I32()[a+(24>>2)];var contextAttributes={\"alpha\":!!GROWABLE_HEAP_I32()[a+(0>>2)],\"depth\":!!GROWABLE_HEAP_I32()[a+(4>>2)],\"stencil\":!!GROWABLE_HEAP_I32()[a+(8>>2)],\"antialias\":!!GROWABLE_HEAP_I32()[a+(12>>2)],\"premultipliedAlpha\":!!GROWABLE_HEAP_I32()[a+(16>>2)],\"preserveDrawingBuffer\":!!GROWABLE_HEAP_I32()[a+(20>>2)],\"powerPreference\":__emscripten_webgl_power_preferences[powerPreference],\"failIfMajorPerformanceCaveat\":!!GROWABLE_HEAP_I32()[a+(28>>2)],majorVersion:GROWABLE_HEAP_I32()[a+(32>>2)],minorVersion:GROWABLE_HEAP_I32()[a+(36>>2)],enableExtensionsByDefault:GROWABLE_HEAP_I32()[a+(40>>2)],explicitSwapControl:GROWABLE_HEAP_I32()[a+(44>>2)],proxyContextToMainThread:GROWABLE_HEAP_I32()[a+(48>>2)],renderViaOffscreenBackBuffer:GROWABLE_HEAP_I32()[a+(52>>2)]};var canvas=findCanvasEventTarget(target);if(!canvas){return 0}if(contextAttributes.explicitSwapControl){return 0}var contextHandle=GL.createContext(canvas,contextAttributes);return contextHandle}function _emscripten_webgl_create_context(a0,a1){return _emscripten_webgl_do_create_context(a0,a1)}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=GROWABLE_HEAP_I32()[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(3,1,fd);return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(4,1,fd,offset_low,offset_high,whence,newOffset)}function _fd_write(fd,iov,iovcnt,pnum){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(5,1,fd,iov,iovcnt,pnum);var num=0;for(var i=0;i>2];var len=GROWABLE_HEAP_I32()[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}function _pthread_cleanup_pop(execute){var routine=PThread.threadExitHandlers.pop();if(execute)routine()}function _pthread_cleanup_push(routine,arg){PThread.threadExitHandlers.push(function(){wasmTable.get(routine)(arg)})}function spawnThread(threadParams){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! spawnThread() can only ever be called from main application thread!\";var worker=PThread.getNewWorker();if(worker.pthread!==undefined)throw\"Internal error!\";if(!threadParams.pthread_ptr)throw\"Internal error, no pthread ptr!\";PThread.runningWorkers.push(worker);var tlsMemory=_malloc(128*4);for(var i=0;i<128;++i){GROWABLE_HEAP_I32()[tlsMemory+i*4>>2]=0}var stackHigh=threadParams.stackBase+threadParams.stackSize;var 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asmLibraryArg={\"e\":___assert_fail,\"r\":___call_main,\"x\":__emscripten_notify_thread_queue,\"b\":_abort,\"y\":_emscripten_asm_const_int,\"j\":_emscripten_conditional_set_current_thread_status,\"c\":_emscripten_futex_wait,\"d\":_emscripten_futex_wake,\"f\":_emscripten_get_now,\"p\":_emscripten_memcpy_big,\"z\":_emscripten_num_logical_cores,\"u\":_emscripten_receive_on_main_thread_js,\"q\":_emscripten_resize_heap,\"v\":_emscripten_set_canvas_element_size,\"i\":_emscripten_set_current_thread_status,\"t\":_emscripten_set_thread_name,\"w\":_emscripten_webgl_create_context,\"m\":_fd_close,\"n\":_fd_seek,\"g\":_fd_write,\"o\":initPthreadsJS,\"a\":wasmMemory||Module[\"wasmMemory\"],\"k\":_pthread_cleanup_pop,\"l\":_pthread_cleanup_push,\"h\":_pthread_create,\"s\":_sysconf};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"A\"]).apply(null,arguments)};var 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_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=function(){return(_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=Module[\"asm\"][\"gb\"]).apply(null,arguments)};var __emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=function(){return(__emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=Module[\"asm\"][\"hb\"]).apply(null,arguments)};var _emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=function(){return(_emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=Module[\"asm\"][\"ib\"]).apply(null,arguments)};var _emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=function(){return(_emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=Module[\"asm\"][\"jb\"]).apply(null,arguments)};var __emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=function(){return(__emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=Module[\"asm\"][\"kb\"]).apply(null,arguments)};var _emscripten_tls_init=Module[\"_emscripten_tls_init\"]=function(){return(_emscripten_tls_init=Module[\"_emscripten_tls_init\"]=Module[\"asm\"][\"lb\"]).apply(null,arguments)};var __emscripten_thread_init=Module[\"__emscripten_thread_init\"]=function(){return(__emscripten_thread_init=Module[\"__emscripten_thread_init\"]=Module[\"asm\"][\"mb\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"nb\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"ob\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"pb\"]).apply(null,arguments)};var _emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=function(){return(_emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=Module[\"asm\"][\"qb\"]).apply(null,arguments)};var _memalign=Module[\"_memalign\"]=function(){return(_memalign=Module[\"_memalign\"]=Module[\"asm\"][\"rb\"]).apply(null,arguments)};var __emscripten_allow_main_runtime_queued_calls=Module[\"__emscripten_allow_main_runtime_queued_calls\"]=9880;var __emscripten_main_thread_futex=Module[\"__emscripten_main_thread_futex\"]=11368;Module[\"cwrap\"]=cwrap;Module[\"PThread\"]=PThread;Module[\"PThread\"]=PThread;Module[\"wasmMemory\"]=wasmMemory;Module[\"ExitStatus\"]=ExitStatus;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}if(ENVIRONMENT_IS_PTHREAD){readyPromiseResolve(Module);postMessage({\"cmd\":\"loaded\"});return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;function exit(status,implicit){if(implicit&&noExitRuntime&&status===0){return}if(!implicit){if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exitProcess\",\"returnCode\":status});throw new ExitStatus(status)}else{}}if(noExitRuntime){}else{PThread.terminateAllThreads();EXITSTATUS=status;exitRuntime();if(Module[\"onExit\"])Module[\"onExit\"](status);ABORT=true}quit_(status,new ExitStatus(status))}if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}if(ENVIRONMENT_IS_PTHREAD){noExitRuntime=false;PThread.initWorker()}run();\n\n\n return WasmBackendModuleThreadedSimd.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModuleThreadedSimd;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModuleThreadedSimd; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModuleThreadedSimd\"] = WasmBackendModuleThreadedSimd;\n", "\nvar WasmBackendModule = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModule) {\n WasmBackendModule = WasmBackendModule || {};\n\nvar Module=typeof WasmBackendModule!==\"undefined\"?WasmBackendModule:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"}}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(_scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx))++endPtr;if(endPtr-idx>16&&heap.subarray&&UTF8Decoder){return UTF8Decoder.decode(heap.subarray(idx,endPtr))}else{var str=\"\";while(idx>10,56320|ch&1023)}}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(HEAPU8,ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,HEAPU8,outPtr,maxBytesToWrite)}function writeArrayToMemory(array,buffer){HEAP8.set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;__ATINIT__.push({func:function(){___wasm_call_ctors()}});function preRun(){if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){callRuntimeCallbacks(__ATMAIN__)}function postRun(){if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmMemory=Module[\"asm\"][\"g\"];updateGlobalBufferAndViews(wasmMemory.buffer);wasmTable=Module[\"asm\"][\"m\"];removeRunDependency(\"wasm-instantiate\")}addRunDependency(\"wasm-instantiate\");function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _abort(){abort()}function _emscripten_memcpy_big(dest,src,num){HEAPU8.copyWithin(dest,src,src+num)}function _emscripten_get_heap_size(){return HEAPU8.length}function emscripten_realloc_buffer(size){try{wasmMemory.grow(size-buffer.byteLength+65535>>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=HEAP32[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){}function _fd_write(fd,iov,iovcnt,pnum){var num=0;for(var i=0;i>2];var len=HEAP32[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}var asmLibraryArg={\"a\":_abort,\"d\":_emscripten_memcpy_big,\"e\":_emscripten_resize_heap,\"f\":_fd_close,\"c\":_fd_seek,\"b\":_fd_write};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"h\"]).apply(null,arguments)};var _init=Module[\"_init\"]=function(){return(_init=Module[\"_init\"]=Module[\"asm\"][\"i\"]).apply(null,arguments)};var _register_tensor=Module[\"_register_tensor\"]=function(){return(_register_tensor=Module[\"_register_tensor\"]=Module[\"asm\"][\"j\"]).apply(null,arguments)};var _dispose_data=Module[\"_dispose_data\"]=function(){return(_dispose_data=Module[\"_dispose_data\"]=Module[\"asm\"][\"k\"]).apply(null,arguments)};var _dispose=Module[\"_dispose\"]=function(){return(_dispose=Module[\"_dispose\"]=Module[\"asm\"][\"l\"]).apply(null,arguments)};var _Abs=Module[\"_Abs\"]=function(){return(_Abs=Module[\"_Abs\"]=Module[\"asm\"][\"n\"]).apply(null,arguments)};var _Add=Module[\"_Add\"]=function(){return(_Add=Module[\"_Add\"]=Module[\"asm\"][\"o\"]).apply(null,arguments)};var _AddN=Module[\"_AddN\"]=function(){return(_AddN=Module[\"_AddN\"]=Module[\"asm\"][\"p\"]).apply(null,arguments)};var _ArgMax=Module[\"_ArgMax\"]=function(){return(_ArgMax=Module[\"_ArgMax\"]=Module[\"asm\"][\"q\"]).apply(null,arguments)};var _AvgPool=Module[\"_AvgPool\"]=function(){return(_AvgPool=Module[\"_AvgPool\"]=Module[\"asm\"][\"r\"]).apply(null,arguments)};var _BatchMatMul=Module[\"_BatchMatMul\"]=function(){return(_BatchMatMul=Module[\"_BatchMatMul\"]=Module[\"asm\"][\"s\"]).apply(null,arguments)};var _Ceil=Module[\"_Ceil\"]=function(){return(_Ceil=Module[\"_Ceil\"]=Module[\"asm\"][\"t\"]).apply(null,arguments)};var _ClipByValue=Module[\"_ClipByValue\"]=function(){return(_ClipByValue=Module[\"_ClipByValue\"]=Module[\"asm\"][\"u\"]).apply(null,arguments)};var 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_Tile=Module[\"_Tile\"]=function(){return(_Tile=Module[\"_Tile\"]=Module[\"asm\"][\"Da\"]).apply(null,arguments)};var _TopK=Module[\"_TopK\"]=function(){return(_TopK=Module[\"_TopK\"]=Module[\"asm\"][\"Ea\"]).apply(null,arguments)};var _Transpose=Module[\"_Transpose\"]=function(){return(_Transpose=Module[\"_Transpose\"]=Module[\"asm\"][\"Fa\"]).apply(null,arguments)};var __FusedMatMul=Module[\"__FusedMatMul\"]=function(){return(__FusedMatMul=Module[\"__FusedMatMul\"]=Module[\"asm\"][\"Ga\"]).apply(null,arguments)};var _malloc=Module[\"_malloc\"]=function(){return(_malloc=Module[\"_malloc\"]=Module[\"asm\"][\"Ha\"]).apply(null,arguments)};var _free=Module[\"_free\"]=function(){return(_free=Module[\"_free\"]=Module[\"asm\"][\"Ia\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"Ja\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"Ka\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"La\"]).apply(null,arguments)};Module[\"cwrap\"]=cwrap;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}run();\n\n\n return WasmBackendModule.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModule;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModule; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModule\"] = WasmBackendModule;\n", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n//\n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n//\n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = String(data);\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "/*\nCopyright 2019 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (global, pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\n\nvar width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n} else {\n // When included as a plain script, set up Math.seedrandom global.\n math['seed' + rngname] = seedrandom;\n}\n\n\n// End anonymous scope, and pass initial values.\n})(\n // global: `self` in browsers (including strict mode and web workers),\n // otherwise `this` in Node and other environments\n (typeof self !== 'undefined') ? self : this,\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 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null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "export const wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(\" \");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(\" \");postMessage({cmd:\"alert\",text:text,threadId:Module[\"_pthread_self\"]()})}var err=threadPrintErr;this.alert=threadAlert;Module[\"instantiateWasm\"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module[\"wasmModule\"],info);Module[\"wasmModule\"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd===\"load\"){Module[\"wasmModule\"]=e.data.wasmModule;Module[\"wasmMemory\"]=e.data.wasmMemory;Module[\"buffer\"]=Module[\"wasmMemory\"].buffer;Module[\"ENVIRONMENT_IS_PTHREAD\"]=true;if(typeof e.data.urlOrBlob===\"string\"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd===\"objectTransfer\"){Module[\"PThread\"].receiveObjectTransfer(e.data)}else if(e.data.cmd===\"run\"){Module[\"__performance_now_clock_drift\"]=performance.now()-e.data.time;Module[\"__emscripten_thread_init\"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module[\"establishStackSpace\"](top,max);Module[\"_emscripten_tls_init\"]();Module[\"PThread\"].receiveObjectTransfer(e.data);Module[\"PThread\"].setThreadStatus(Module[\"_pthread_self\"](),1);try{var result=Module[\"invokeEntryPoint\"](e.data.start_routine,e.data.arg);if(!Module[\"getNoExitRuntime\"]())Module[\"PThread\"].threadExit(result)}catch(ex){if(ex===\"Canceled!\"){Module[\"PThread\"].threadCancel()}else if(ex!=\"unwind\"){if(ex instanceof Module[\"ExitStatus\"]){if(Module[\"getNoExitRuntime\"]()){}else{Module[\"PThread\"].threadExit(ex.status)}}else{Module[\"PThread\"].threadExit(-2);throw ex}}}}else if(e.data.cmd===\"cancel\"){if(Module[\"_pthread_self\"]()){Module[\"PThread\"].threadCancel()}}else if(e.data.target===\"setimmediate\"){}else if(e.data.cmd===\"processThreadQueue\"){if(Module[\"_pthread_self\"]()){Module[\"_emscripten_current_thread_process_queued_calls\"]()}}else{err(\"worker.js received unknown command \"+e.data.cmd);err(e.data)}}catch(ex){err(\"worker.js onmessage() captured an uncaught exception: \"+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require(\"worker_threads\");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on(\"message\",function(data){onmessage({data:data})});var nodeFS=require(\"fs\");var nodeRead=function(filename){return nodeFS.readFileSync(filename,\"utf8\")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance===\"undefined\"){performance={now:function(){return Date.now()}}}}';", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 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[0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n 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0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) {\n log('Human: invalid input', input);\n return { tensor: null, canvas: null };\n }\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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+ "sourcesContent": ["import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n// \n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n// \n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = data.toString();\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "", "/*\nCopyright 2014 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\nvar global = this,\n width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\nmath['seed' + rngname] = seedrandom;\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n}\n\n// End anonymous scope, and pass initial values.\n})(\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", "", "", "\nvar WasmBackendModuleThreadedSimd = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModuleThreadedSimd) {\n WasmBackendModuleThreadedSimd = WasmBackendModuleThreadedSimd || {};\n\nfunction GROWABLE_HEAP_I8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP8}function GROWABLE_HEAP_U8(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU8}function GROWABLE_HEAP_I32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAP32}function GROWABLE_HEAP_U32(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPU32}function GROWABLE_HEAP_F64(){if(wasmMemory.buffer!=buffer){updateGlobalBufferAndViews(wasmMemory.buffer)}return HEAPF64}var Module=typeof WasmBackendModuleThreadedSimd!==\"undefined\"?WasmBackendModuleThreadedSimd:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var ENVIRONMENT_IS_PTHREAD=Module[\"ENVIRONMENT_IS_PTHREAD\"]||false;if(ENVIRONMENT_IS_PTHREAD){buffer=Module[\"buffer\"]}var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"};var nodeWorkerThreads;try{nodeWorkerThreads=require(\"worker_threads\")}catch(e){console.error('The \"worker_threads\" module is not supported in this node.js build - perhaps a newer version is needed?');throw e}global.Worker=nodeWorkerThreads.Worker}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(typeof _scriptDir !== \"undefined\" && _scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}if(ENVIRONMENT_IS_NODE){read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret}}else{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}if(ENVIRONMENT_IS_NODE){if(typeof performance===\"undefined\"){global.performance=require(\"perf_hooks\").performance}}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var Atomics_load=Atomics.load;var Atomics_store=Atomics.store;var Atomics_compareExchange=Atomics.compareExchange;var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var wasmModule;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx)){var u0=heap[idx++];if(!u0)return str;if(!(u0&128)){str+=String.fromCharCode(u0);continue}var u1=heap[idx++]&63;if((u0&224)==192){str+=String.fromCharCode((u0&31)<<6|u1);continue}var u2=heap[idx++]&63;if((u0&240)==224){u0=(u0&15)<<12|u1<<6|u2}else{u0=(u0&7)<<18|u1<<12|u2<<6|heap[idx++]&63}if(u0<65536){str+=String.fromCharCode(u0)}else{var ch=u0-65536;str+=String.fromCharCode(55296|ch>>10,56320|ch&1023)}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(GROWABLE_HEAP_U8(),ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,GROWABLE_HEAP_U8(),outPtr,maxBytesToWrite)}function lengthBytesUTF8(str){var len=0;for(var i=0;i=55296&&u<=57343)u=65536+((u&1023)<<10)|str.charCodeAt(++i)&1023;if(u<=127)++len;else if(u<=2047)len+=2;else if(u<=65535)len+=3;else len+=4}return len}function writeArrayToMemory(array,buffer){GROWABLE_HEAP_I8().set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;if(ENVIRONMENT_IS_PTHREAD){wasmMemory=Module[\"wasmMemory\"];buffer=Module[\"buffer\"]}else{if(Module[\"wasmMemory\"]){wasmMemory=Module[\"wasmMemory\"]}else{wasmMemory=new WebAssembly.Memory({\"initial\":INITIAL_MEMORY/65536,\"maximum\":2147483648/65536,\"shared\":true});if(!(wasmMemory.buffer instanceof SharedArrayBuffer)){err(\"requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag\");if(ENVIRONMENT_IS_NODE){console.log(\"(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)\")}throw Error(\"bad memory\")}}}if(wasmMemory){buffer=wasmMemory.buffer}INITIAL_MEMORY=buffer.byteLength;updateGlobalBufferAndViews(buffer);var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATEXIT__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;var runtimeExited=false;if(!ENVIRONMENT_IS_PTHREAD)__ATINIT__.push({func:function(){___wasm_call_ctors()}});if(ENVIRONMENT_IS_PTHREAD)runtimeInitialized=true;function preRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){if(ENVIRONMENT_IS_PTHREAD)return;callRuntimeCallbacks(__ATMAIN__)}function exitRuntime(){if(ENVIRONMENT_IS_PTHREAD)return;runtimeExited=true}function postRun(){if(ENVIRONMENT_IS_PTHREAD)return;if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){assert(!ENVIRONMENT_IS_PTHREAD,\"addRunDependency cannot be used in a pthread worker\");runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}if(ENVIRONMENT_IS_PTHREAD)console.error(\"Pthread aborting at \"+(new Error).stack);what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm-threaded-simd.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmTable=Module[\"asm\"][\"F\"];wasmModule=module;if(!ENVIRONMENT_IS_PTHREAD){var numWorkersToLoad=PThread.unusedWorkers.length;PThread.unusedWorkers.forEach(function(w){PThread.loadWasmModuleToWorker(w,function(){if(!--numWorkersToLoad)removeRunDependency(\"wasm-instantiate\")})})}}if(!ENVIRONMENT_IS_PTHREAD){addRunDependency(\"wasm-instantiate\")}function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"],output[\"module\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}var ASM_CONSTS={8991:function($0,$1){setTimeout(function(){__emscripten_do_dispatch_to_thread($0,$1)},0)}};function initPthreadsJS(){PThread.initRuntime()}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _emscripten_futex_wake(addr,count){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0||count<0)return-28;if(count==0)return 0;if(count>=2147483647)count=Infinity;var mainThreadWaitAddress=Atomics.load(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2);var mainThreadWoken=0;if(mainThreadWaitAddress==addr){var loadedAddr=Atomics.compareExchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,mainThreadWaitAddress,0);if(loadedAddr==mainThreadWaitAddress){--count;mainThreadWoken=1;if(count<=0)return 1}}var ret=Atomics.notify(GROWABLE_HEAP_I32(),addr>>2,count);if(ret>=0)return ret+mainThreadWoken;throw\"Atomics.notify returned an unexpected value \"+ret}Module[\"_emscripten_futex_wake\"]=_emscripten_futex_wake;function killThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! killThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in killThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];pthread.worker.terminate();PThread.freeThreadData(pthread);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker),1);pthread.worker.pthread=undefined}function cancelThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cancelThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cancelThread!\";var pthread=PThread.pthreads[pthread_ptr];pthread.worker.postMessage({\"cmd\":\"cancel\"})}function cleanupThread(pthread_ptr){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! cleanupThread() can only ever be called from main application thread!\";if(!pthread_ptr)throw\"Internal Error! Null pthread_ptr in cleanupThread!\";GROWABLE_HEAP_I32()[pthread_ptr+12>>2]=0;var pthread=PThread.pthreads[pthread_ptr];if(pthread){var worker=pthread.worker;PThread.returnWorkerToPool(worker)}}var PThread={unusedWorkers:[],runningWorkers:[],initMainThreadBlock:function(){var pthreadPoolSize=8;for(var i=0;i>2]=tb;var headPtr=tb+152;GROWABLE_HEAP_I32()[headPtr>>2]=headPtr;var tlsMemory=_malloc(512);for(var i=0;i<128;++i)GROWABLE_HEAP_U32()[tlsMemory/4+i]=0;Atomics.store(GROWABLE_HEAP_U32(),tb+100>>2,tlsMemory);Atomics.store(GROWABLE_HEAP_U32(),tb+40>>2,tb);__emscripten_thread_init(tb,!ENVIRONMENT_IS_WORKER,1);_emscripten_register_main_browser_thread_id(tb)},initWorker:function(){},pthreads:{},threadExitHandlers:[],setThreadStatus:function(){},runExitHandlers:function(){while(PThread.threadExitHandlers.length>0){PThread.threadExitHandlers.pop()()}if(ENVIRONMENT_IS_PTHREAD&&_pthread_self())___pthread_tsd_run_dtors()},threadExit:function(exitCode){var tb=_pthread_self();if(tb){Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,exitCode);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+56>>2,1);Atomics.store(GROWABLE_HEAP_U32(),tb+60>>2,0);PThread.runExitHandlers();_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exit\"})}}},threadCancel:function(){PThread.runExitHandlers();var tb=_pthread_self();Atomics.store(GROWABLE_HEAP_U32(),tb+4>>2,-1);Atomics.store(GROWABLE_HEAP_U32(),tb+0>>2,1);_emscripten_futex_wake(tb+0,2147483647);__emscripten_thread_init(0,0,0);postMessage({\"cmd\":\"cancelDone\"})},terminateAllThreads:function(){for(var t in PThread.pthreads){var pthread=PThread.pthreads[t];if(pthread&&pthread.worker){PThread.returnWorkerToPool(pthread.worker)}}PThread.pthreads={};for(var i=0;i>2];GROWABLE_HEAP_I32()[pthread.threadInfoStruct+100>>2]=0;_free(tlsMemory);_free(pthread.threadInfoStruct)}pthread.threadInfoStruct=0;if(pthread.allocatedOwnStack&&pthread.stackBase)_free(pthread.stackBase);pthread.stackBase=0;if(pthread.worker)pthread.worker.pthread=null},returnWorkerToPool:function(worker){PThread.runWithoutMainThreadQueuedCalls(function(){delete PThread.pthreads[worker.pthread.threadInfoStruct];PThread.unusedWorkers.push(worker);PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker),1);PThread.freeThreadData(worker.pthread);worker.pthread=undefined})},runWithoutMainThreadQueuedCalls:function(func){GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=0;try{func()}finally{GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls>>2]=1}},receiveObjectTransfer:function(data){},loadWasmModuleToWorker:function(worker,onFinishedLoading){worker.onmessage=function(e){var d=e[\"data\"];var cmd=d[\"cmd\"];if(worker.pthread)PThread.currentProxiedOperationCallerThread=worker.pthread.threadInfoStruct;if(d[\"targetThread\"]&&d[\"targetThread\"]!=_pthread_self()){var thread=PThread.pthreads[d.targetThread];if(thread){thread.worker.postMessage(e.data,d[\"transferList\"])}else{console.error('Internal error! Worker sent a message \"'+cmd+'\" to target pthread '+d[\"targetThread\"]+\", but that thread no longer exists!\")}PThread.currentProxiedOperationCallerThread=undefined;return}if(cmd===\"processQueuedMainThreadWork\"){_emscripten_main_thread_process_queued_calls()}else if(cmd===\"spawnThread\"){spawnThread(e.data)}else if(cmd===\"cleanupThread\"){cleanupThread(d[\"thread\"])}else if(cmd===\"killThread\"){killThread(d[\"thread\"])}else if(cmd===\"cancelThread\"){cancelThread(d[\"thread\"])}else if(cmd===\"loaded\"){worker.loaded=true;if(onFinishedLoading)onFinishedLoading(worker);if(worker.runPthread){worker.runPthread();delete worker.runPthread}}else if(cmd===\"print\"){out(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"printErr\"){err(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"alert\"){alert(\"Thread \"+d[\"threadId\"]+\": \"+d[\"text\"])}else if(cmd===\"exit\"){var detached=worker.pthread&&Atomics.load(GROWABLE_HEAP_U32(),worker.pthread.threadInfoStruct+64>>2);if(detached){PThread.returnWorkerToPool(worker)}}else if(cmd===\"exitProcess\"){try{exit(d[\"returnCode\"])}catch(e){if(e instanceof ExitStatus)return;throw e}}else if(cmd===\"cancelDone\"){PThread.returnWorkerToPool(worker)}else if(cmd===\"objectTransfer\"){PThread.receiveObjectTransfer(e.data)}else if(e.data.target===\"setimmediate\"){worker.postMessage(e.data)}else{err(\"worker sent an unknown command \"+cmd)}PThread.currentProxiedOperationCallerThread=undefined};worker.onerror=function(e){err(\"pthread sent an error! \"+e.filename+\":\"+e.lineno+\": \"+e.message)};if(ENVIRONMENT_IS_NODE){worker.on(\"message\",function(data){worker.onmessage({data:data})});worker.on(\"error\",function(data){worker.onerror(data)});worker.on(\"exit\",function(data){})}worker.postMessage({\"cmd\":\"load\",\"urlOrBlob\":Module[\"mainScriptUrlOrBlob\"]||_scriptDir,\"wasmMemory\":wasmMemory,\"wasmModule\":wasmModule})},allocateUnusedWorker:function(){var pthreadMainJs=locateFile(\"tfjs-backend-wasm-threaded-simd.worker.js\");PThread.unusedWorkers.push(new Worker(pthreadMainJs))},getNewWorker:function(){if(PThread.unusedWorkers.length==0){PThread.allocateUnusedWorker();PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0])}if(PThread.unusedWorkers.length>0)return PThread.unusedWorkers.pop();else return null},busySpinWait:function(msecs){var t=performance.now()+msecs;while(performance.now()>2]=value;return value}function _atexit(func,arg){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(1,1,func,arg)}function __emscripten_notify_thread_queue(targetThreadId,mainThreadId){if(targetThreadId==mainThreadId){postMessage({\"cmd\":\"processQueuedMainThreadWork\"})}else if(ENVIRONMENT_IS_PTHREAD){postMessage({\"targetThread\":targetThreadId,\"cmd\":\"processThreadQueue\"})}else{var pthread=PThread.pthreads[targetThreadId];var worker=pthread&&pthread.worker;if(!worker){return}worker.postMessage({\"cmd\":\"processThreadQueue\"})}return 1}function _abort(){abort()}function _emscripten_asm_const_int(code,sigPtr,argbuf){var args=readAsmConstArgs(sigPtr,argbuf);return ASM_CONSTS[code].apply(null,args)}function _emscripten_conditional_set_current_thread_status(expectedStatus,newStatus){}function _emscripten_futex_wait(addr,val,timeout){if(addr<=0||addr>GROWABLE_HEAP_I8().length||addr&3!=0)return-28;if(!ENVIRONMENT_IS_WEB){var ret=Atomics.wait(GROWABLE_HEAP_I32(),addr>>2,val,timeout);if(ret===\"timed-out\")return-73;if(ret===\"not-equal\")return-6;if(ret===\"ok\")return 0;throw\"Atomics.wait returned an unexpected value \"+ret}else{if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}var tNow=performance.now();var tEnd=tNow+timeout;var lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr);while(1){tNow=performance.now();if(tNow>tEnd){lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);return-73}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,0);if(lastAddr==0){break}_emscripten_main_thread_process_queued_calls();if(Atomics.load(GROWABLE_HEAP_I32(),addr>>2)!=val){return-6}lastAddr=Atomics.exchange(GROWABLE_HEAP_I32(),__emscripten_main_thread_futex>>2,addr)}return 0}}function _emscripten_memcpy_big(dest,src,num){GROWABLE_HEAP_U8().copyWithin(dest,src,src+num)}function _emscripten_num_logical_cores(){if(ENVIRONMENT_IS_NODE)return require(\"os\").cpus().length;return navigator[\"hardwareConcurrency\"]}function _emscripten_proxy_to_main_thread_js(index,sync){var numCallArgs=arguments.length-2;var stack=stackSave();var serializedNumCallArgs=numCallArgs;var args=stackAlloc(serializedNumCallArgs*8);var b=args>>3;for(var i=0;i>=2;while(ch=GROWABLE_HEAP_U8()[sigPtr++]){var double=ch<105;if(double&&buf&1)buf++;readAsmConstArgsArray.push(double?GROWABLE_HEAP_F64()[buf++>>1]:GROWABLE_HEAP_I32()[buf]);++buf}return readAsmConstArgsArray}function _emscripten_receive_on_main_thread_js(index,numCallArgs,args){_emscripten_receive_on_main_thread_js_callArgs.length=numCallArgs;var b=args>>3;for(var i=0;i>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();if(requestedSize<=oldSize){return false}var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var JSEvents={inEventHandler:0,removeAllEventListeners:function(){for(var i=JSEvents.eventHandlers.length-1;i>=0;--i){JSEvents._removeHandler(i)}JSEvents.eventHandlers=[];JSEvents.deferredCalls=[]},registerRemoveEventListeners:function(){if(!JSEvents.removeEventListenersRegistered){__ATEXIT__.push(JSEvents.removeAllEventListeners);JSEvents.removeEventListenersRegistered=true}},deferredCalls:[],deferCall:function(targetFunction,precedence,argsList){function arraysHaveEqualContent(arrA,arrB){if(arrA.length!=arrB.length)return false;for(var i in arrA){if(arrA[i]!=arrB[i])return false}return true}for(var i in JSEvents.deferredCalls){var call=JSEvents.deferredCalls[i];if(call.targetFunction==targetFunction&&arraysHaveEqualContent(call.argsList,argsList)){return}}JSEvents.deferredCalls.push({targetFunction:targetFunction,precedence:precedence,argsList:argsList});JSEvents.deferredCalls.sort(function(x,y){return x.precedence>2]=eventTypeId;GROWABLE_HEAP_I32()[varargs+4>>2]=eventData;GROWABLE_HEAP_I32()[varargs+8>>2]=userData;__emscripten_call_on_thread(0,targetThread,637534208,eventHandlerFunc,eventData,varargs);stackRestore(stackTop)},getTargetThreadForEventCallback:function(targetThread){switch(targetThread){case 1:return 0;case 2:return PThread.currentProxiedOperationCallerThread;default:return targetThread}},getNodeNameForTarget:function(target){if(!target)return\"\";if(target==window)return\"#window\";if(target==screen)return\"#screen\";return target&&target.nodeName?target.nodeName:\"\"},fullscreenEnabled:function(){return document.fullscreenEnabled||document.webkitFullscreenEnabled}};function stringToNewUTF8(jsString){var length=lengthBytesUTF8(jsString)+1;var cString=_malloc(length);stringToUTF8(jsString,cString,length);return cString}function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height){var stackTop=stackSave();var varargs=stackAlloc(12);var targetCanvasPtr=0;if(targetCanvas){targetCanvasPtr=stringToNewUTF8(targetCanvas)}GROWABLE_HEAP_I32()[varargs>>2]=targetCanvasPtr;GROWABLE_HEAP_I32()[varargs+4>>2]=width;GROWABLE_HEAP_I32()[varargs+8>>2]=height;__emscripten_call_on_thread(0,targetThread,657457152,0,targetCanvasPtr,varargs);stackRestore(stackTop)}function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread,targetCanvas,width,height){targetCanvas=targetCanvas?UTF8ToString(targetCanvas):\"\";_emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread,targetCanvas,width,height)}function maybeCStringToJsString(cString){return cString>2?UTF8ToString(cString):cString}var specialHTMLTargets=[0,typeof document!==\"undefined\"?document:0,typeof window!==\"undefined\"?window:0];function findEventTarget(target){target=maybeCStringToJsString(target);var domElement=specialHTMLTargets[target]||(typeof document!==\"undefined\"?document.querySelector(target):undefined);return domElement}function findCanvasEventTarget(target){return findEventTarget(target)}function _emscripten_set_canvas_element_size_calling_thread(target,width,height){var canvas=findCanvasEventTarget(target);if(!canvas)return-4;if(canvas.canvasSharedPtr){GROWABLE_HEAP_I32()[canvas.canvasSharedPtr>>2]=width;GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+4>>2]=height}if(canvas.offscreenCanvas||!canvas.controlTransferredOffscreen){if(canvas.offscreenCanvas)canvas=canvas.offscreenCanvas;var autoResizeViewport=false;if(canvas.GLctxObject&&canvas.GLctxObject.GLctx){var prevViewport=canvas.GLctxObject.GLctx.getParameter(2978);autoResizeViewport=prevViewport[0]===0&&prevViewport[1]===0&&prevViewport[2]===canvas.width&&prevViewport[3]===canvas.height}canvas.width=width;canvas.height=height;if(autoResizeViewport){canvas.GLctxObject.GLctx.viewport(0,0,width,height)}}else if(canvas.canvasSharedPtr){var targetThread=GROWABLE_HEAP_I32()[canvas.canvasSharedPtr+8>>2];_emscripten_set_offscreencanvas_size_on_target_thread(targetThread,target,width,height);return 1}else{return-4}return 0}function _emscripten_set_canvas_element_size_main_thread(target,width,height){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(2,1,target,width,height);return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}function _emscripten_set_canvas_element_size(target,width,height){var canvas=findCanvasEventTarget(target);if(canvas){return _emscripten_set_canvas_element_size_calling_thread(target,width,height)}else{return _emscripten_set_canvas_element_size_main_thread(target,width,height)}}function _emscripten_set_current_thread_status(newStatus){}function _emscripten_set_thread_name(threadId,name){}function __webgl_enable_ANGLE_instanced_arrays(ctx){var ext=ctx.getExtension(\"ANGLE_instanced_arrays\");if(ext){ctx[\"vertexAttribDivisor\"]=function(index,divisor){ext[\"vertexAttribDivisorANGLE\"](index,divisor)};ctx[\"drawArraysInstanced\"]=function(mode,first,count,primcount){ext[\"drawArraysInstancedANGLE\"](mode,first,count,primcount)};ctx[\"drawElementsInstanced\"]=function(mode,count,type,indices,primcount){ext[\"drawElementsInstancedANGLE\"](mode,count,type,indices,primcount)};return 1}}function __webgl_enable_OES_vertex_array_object(ctx){var ext=ctx.getExtension(\"OES_vertex_array_object\");if(ext){ctx[\"createVertexArray\"]=function(){return ext[\"createVertexArrayOES\"]()};ctx[\"deleteVertexArray\"]=function(vao){ext[\"deleteVertexArrayOES\"](vao)};ctx[\"bindVertexArray\"]=function(vao){ext[\"bindVertexArrayOES\"](vao)};ctx[\"isVertexArray\"]=function(vao){return ext[\"isVertexArrayOES\"](vao)};return 1}}function __webgl_enable_WEBGL_draw_buffers(ctx){var ext=ctx.getExtension(\"WEBGL_draw_buffers\");if(ext){ctx[\"drawBuffers\"]=function(n,bufs){ext[\"drawBuffersWEBGL\"](n,bufs)};return 1}}function __webgl_enable_WEBGL_multi_draw(ctx){return!!(ctx.multiDrawWebgl=ctx.getExtension(\"WEBGL_multi_draw\"))}var GL={counter:1,buffers:[],programs:[],framebuffers:[],renderbuffers:[],textures:[],uniforms:[],shaders:[],vaos:[],contexts:{},offscreenCanvases:{},timerQueriesEXT:[],programInfos:{},stringCache:{},unpackAlignment:4,recordError:function recordError(errorCode){if(!GL.lastError){GL.lastError=errorCode}},getNewId:function(table){var ret=GL.counter++;for(var i=table.length;i>2]:-1;source+=UTF8ToString(GROWABLE_HEAP_I32()[string+i*4>>2],len<0?undefined:len)}return source},createContext:function(canvas,webGLContextAttributes){var ctx=canvas.getContext(\"webgl\",webGLContextAttributes);if(!ctx)return 0;var handle=GL.registerContext(ctx,webGLContextAttributes);return handle},registerContext:function(ctx,webGLContextAttributes){var handle=_malloc(8);GROWABLE_HEAP_I32()[handle+4>>2]=_pthread_self();var context={handle:handle,attributes:webGLContextAttributes,version:webGLContextAttributes.majorVersion,GLctx:ctx};if(ctx.canvas)ctx.canvas.GLctxObject=context;GL.contexts[handle]=context;if(typeof webGLContextAttributes.enableExtensionsByDefault===\"undefined\"||webGLContextAttributes.enableExtensionsByDefault){GL.initExtensions(context)}return handle},makeContextCurrent:function(contextHandle){GL.currentContext=GL.contexts[contextHandle];Module.ctx=GLctx=GL.currentContext&&GL.currentContext.GLctx;return!(contextHandle&&!GLctx)},getContext:function(contextHandle){return GL.contexts[contextHandle]},deleteContext:function(contextHandle){if(GL.currentContext===GL.contexts[contextHandle])GL.currentContext=null;if(typeof JSEvents===\"object\")JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas);if(GL.contexts[contextHandle]&&GL.contexts[contextHandle].GLctx.canvas)GL.contexts[contextHandle].GLctx.canvas.GLctxObject=undefined;_free(GL.contexts[contextHandle].handle);GL.contexts[contextHandle]=null},initExtensions:function(context){if(!context)context=GL.currentContext;if(context.initExtensionsDone)return;context.initExtensionsDone=true;var GLctx=context.GLctx;__webgl_enable_ANGLE_instanced_arrays(GLctx);__webgl_enable_OES_vertex_array_object(GLctx);__webgl_enable_WEBGL_draw_buffers(GLctx);GLctx.disjointTimerQueryExt=GLctx.getExtension(\"EXT_disjoint_timer_query\");__webgl_enable_WEBGL_multi_draw(GLctx);var exts=GLctx.getSupportedExtensions()||[];exts.forEach(function(ext){if(ext.indexOf(\"lose_context\")<0&&ext.indexOf(\"debug\")<0){GLctx.getExtension(ext)}})},populateUniformTable:function(program){var p=GL.programs[program];var ptable=GL.programInfos[program]={uniforms:{},maxUniformLength:0,maxAttributeLength:-1,maxUniformBlockNameLength:-1};var utable=ptable.uniforms;var numUniforms=GLctx.getProgramParameter(p,35718);for(var i=0;i>2;var powerPreference=GROWABLE_HEAP_I32()[a+(24>>2)];var contextAttributes={\"alpha\":!!GROWABLE_HEAP_I32()[a+(0>>2)],\"depth\":!!GROWABLE_HEAP_I32()[a+(4>>2)],\"stencil\":!!GROWABLE_HEAP_I32()[a+(8>>2)],\"antialias\":!!GROWABLE_HEAP_I32()[a+(12>>2)],\"premultipliedAlpha\":!!GROWABLE_HEAP_I32()[a+(16>>2)],\"preserveDrawingBuffer\":!!GROWABLE_HEAP_I32()[a+(20>>2)],\"powerPreference\":__emscripten_webgl_power_preferences[powerPreference],\"failIfMajorPerformanceCaveat\":!!GROWABLE_HEAP_I32()[a+(28>>2)],majorVersion:GROWABLE_HEAP_I32()[a+(32>>2)],minorVersion:GROWABLE_HEAP_I32()[a+(36>>2)],enableExtensionsByDefault:GROWABLE_HEAP_I32()[a+(40>>2)],explicitSwapControl:GROWABLE_HEAP_I32()[a+(44>>2)],proxyContextToMainThread:GROWABLE_HEAP_I32()[a+(48>>2)],renderViaOffscreenBackBuffer:GROWABLE_HEAP_I32()[a+(52>>2)]};var canvas=findCanvasEventTarget(target);if(!canvas){return 0}if(contextAttributes.explicitSwapControl){return 0}var contextHandle=GL.createContext(canvas,contextAttributes);return contextHandle}function _emscripten_webgl_create_context(a0,a1){return _emscripten_webgl_do_create_context(a0,a1)}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=GROWABLE_HEAP_I32()[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(3,1,fd);return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(4,1,fd,offset_low,offset_high,whence,newOffset)}function _fd_write(fd,iov,iovcnt,pnum){if(ENVIRONMENT_IS_PTHREAD)return _emscripten_proxy_to_main_thread_js(5,1,fd,iov,iovcnt,pnum);var num=0;for(var i=0;i>2];var len=GROWABLE_HEAP_I32()[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}function _pthread_cleanup_pop(execute){var routine=PThread.threadExitHandlers.pop();if(execute)routine()}function _pthread_cleanup_push(routine,arg){PThread.threadExitHandlers.push(function(){wasmTable.get(routine)(arg)})}function spawnThread(threadParams){if(ENVIRONMENT_IS_PTHREAD)throw\"Internal Error! spawnThread() can only ever be called from main application thread!\";var worker=PThread.getNewWorker();if(worker.pthread!==undefined)throw\"Internal error!\";if(!threadParams.pthread_ptr)throw\"Internal error, no pthread ptr!\";PThread.runningWorkers.push(worker);var tlsMemory=_malloc(128*4);for(var i=0;i<128;++i){GROWABLE_HEAP_I32()[tlsMemory+i*4>>2]=0}var stackHigh=threadParams.stackBase+threadParams.stackSize;var 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asmLibraryArg={\"e\":___assert_fail,\"r\":___call_main,\"x\":__emscripten_notify_thread_queue,\"b\":_abort,\"y\":_emscripten_asm_const_int,\"j\":_emscripten_conditional_set_current_thread_status,\"c\":_emscripten_futex_wait,\"d\":_emscripten_futex_wake,\"f\":_emscripten_get_now,\"p\":_emscripten_memcpy_big,\"z\":_emscripten_num_logical_cores,\"u\":_emscripten_receive_on_main_thread_js,\"q\":_emscripten_resize_heap,\"v\":_emscripten_set_canvas_element_size,\"i\":_emscripten_set_current_thread_status,\"t\":_emscripten_set_thread_name,\"w\":_emscripten_webgl_create_context,\"m\":_fd_close,\"n\":_fd_seek,\"g\":_fd_write,\"o\":initPthreadsJS,\"a\":wasmMemory||Module[\"wasmMemory\"],\"k\":_pthread_cleanup_pop,\"l\":_pthread_cleanup_push,\"h\":_pthread_create,\"s\":_sysconf};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"A\"]).apply(null,arguments)};var 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_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=function(){return(_emscripten_register_main_browser_thread_id=Module[\"_emscripten_register_main_browser_thread_id\"]=Module[\"asm\"][\"gb\"]).apply(null,arguments)};var __emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=function(){return(__emscripten_do_dispatch_to_thread=Module[\"__emscripten_do_dispatch_to_thread\"]=Module[\"asm\"][\"hb\"]).apply(null,arguments)};var _emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=function(){return(_emscripten_sync_run_in_main_thread_4=Module[\"_emscripten_sync_run_in_main_thread_4\"]=Module[\"asm\"][\"ib\"]).apply(null,arguments)};var _emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=function(){return(_emscripten_run_in_main_runtime_thread_js=Module[\"_emscripten_run_in_main_runtime_thread_js\"]=Module[\"asm\"][\"jb\"]).apply(null,arguments)};var __emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=function(){return(__emscripten_call_on_thread=Module[\"__emscripten_call_on_thread\"]=Module[\"asm\"][\"kb\"]).apply(null,arguments)};var _emscripten_tls_init=Module[\"_emscripten_tls_init\"]=function(){return(_emscripten_tls_init=Module[\"_emscripten_tls_init\"]=Module[\"asm\"][\"lb\"]).apply(null,arguments)};var __emscripten_thread_init=Module[\"__emscripten_thread_init\"]=function(){return(__emscripten_thread_init=Module[\"__emscripten_thread_init\"]=Module[\"asm\"][\"mb\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"nb\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"ob\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"pb\"]).apply(null,arguments)};var _emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=function(){return(_emscripten_stack_set_limits=Module[\"_emscripten_stack_set_limits\"]=Module[\"asm\"][\"qb\"]).apply(null,arguments)};var _memalign=Module[\"_memalign\"]=function(){return(_memalign=Module[\"_memalign\"]=Module[\"asm\"][\"rb\"]).apply(null,arguments)};var __emscripten_allow_main_runtime_queued_calls=Module[\"__emscripten_allow_main_runtime_queued_calls\"]=9880;var __emscripten_main_thread_futex=Module[\"__emscripten_main_thread_futex\"]=11368;Module[\"cwrap\"]=cwrap;Module[\"PThread\"]=PThread;Module[\"PThread\"]=PThread;Module[\"wasmMemory\"]=wasmMemory;Module[\"ExitStatus\"]=ExitStatus;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}if(ENVIRONMENT_IS_PTHREAD){readyPromiseResolve(Module);postMessage({\"cmd\":\"loaded\"});return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;function exit(status,implicit){if(implicit&&noExitRuntime&&status===0){return}if(!implicit){if(ENVIRONMENT_IS_PTHREAD){postMessage({\"cmd\":\"exitProcess\",\"returnCode\":status});throw new ExitStatus(status)}else{}}if(noExitRuntime){}else{PThread.terminateAllThreads();EXITSTATUS=status;exitRuntime();if(Module[\"onExit\"])Module[\"onExit\"](status);ABORT=true}quit_(status,new ExitStatus(status))}if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}if(ENVIRONMENT_IS_PTHREAD){noExitRuntime=false;PThread.initWorker()}run();\n\n\n return WasmBackendModuleThreadedSimd.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModuleThreadedSimd;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModuleThreadedSimd; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModuleThreadedSimd\"] = WasmBackendModuleThreadedSimd;\n", "\nvar WasmBackendModule = (function() {\n var _scriptDir = typeof document !== 'undefined' && document.currentScript ? document.currentScript.src : undefined;\n if (typeof __filename !== 'undefined') _scriptDir = _scriptDir || __filename;\n return (\nfunction(WasmBackendModule) {\n WasmBackendModule = WasmBackendModule || {};\n\nvar Module=typeof WasmBackendModule!==\"undefined\"?WasmBackendModule:{};var readyPromiseResolve,readyPromiseReject;Module[\"ready\"]=new Promise(function(resolve,reject){readyPromiseResolve=resolve;readyPromiseReject=reject});var moduleOverrides={};var key;for(key in Module){if(Module.hasOwnProperty(key)){moduleOverrides[key]=Module[key]}}var arguments_=[];var thisProgram=\"./this.program\";var quit_=function(status,toThrow){throw toThrow};var ENVIRONMENT_IS_WEB=false;var ENVIRONMENT_IS_WORKER=false;var ENVIRONMENT_IS_NODE=false;var ENVIRONMENT_IS_SHELL=false;ENVIRONMENT_IS_WEB=typeof window===\"object\";ENVIRONMENT_IS_WORKER=typeof importScripts===\"function\";ENVIRONMENT_IS_NODE=typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\";ENVIRONMENT_IS_SHELL=!ENVIRONMENT_IS_WEB&&!ENVIRONMENT_IS_NODE&&!ENVIRONMENT_IS_WORKER;var scriptDirectory=\"\";function locateFile(path){if(Module[\"locateFile\"]){return Module[\"locateFile\"](path,scriptDirectory)}return scriptDirectory+path}var read_,readAsync,readBinary,setWindowTitle;var nodeFS;var nodePath;if(ENVIRONMENT_IS_NODE){if(ENVIRONMENT_IS_WORKER){scriptDirectory=require(\"path\").dirname(scriptDirectory)+\"/\"}else{scriptDirectory=__dirname+\"/\"}read_=function shell_read(filename,binary){if(!nodeFS)nodeFS=require(\"fs\");if(!nodePath)nodePath=require(\"path\");filename=nodePath[\"normalize\"](filename);return nodeFS[\"readFileSync\"](filename,binary?null:\"utf8\")};readBinary=function readBinary(filename){var ret=read_(filename,true);if(!ret.buffer){ret=new Uint8Array(ret)}assert(ret.buffer);return ret};if(process[\"argv\"].length>1){thisProgram=process[\"argv\"][1].replace(/\\\\/g,\"/\")}arguments_=process[\"argv\"].slice(2);process[\"on\"](\"uncaughtException\",function(ex){if(!(ex instanceof ExitStatus)){throw ex}});process[\"on\"](\"unhandledRejection\",abort);quit_=function(status){process[\"exit\"](status)};Module[\"inspect\"]=function(){return\"[Emscripten Module object]\"}}else if(ENVIRONMENT_IS_SHELL){if(typeof read!=\"undefined\"){read_=function shell_read(f){return read(f)}}readBinary=function readBinary(f){var data;if(typeof readbuffer===\"function\"){return new Uint8Array(readbuffer(f))}data=read(f,\"binary\");assert(typeof data===\"object\");return data};if(typeof scriptArgs!=\"undefined\"){arguments_=scriptArgs}else if(typeof arguments!=\"undefined\"){arguments_=arguments}if(typeof quit===\"function\"){quit_=function(status){quit(status)}}if(typeof print!==\"undefined\"){if(typeof console===\"undefined\")console={};console.log=print;console.warn=console.error=typeof printErr!==\"undefined\"?printErr:print}}else if(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER){if(ENVIRONMENT_IS_WORKER){scriptDirectory=self.location.href}else if(typeof document!==\"undefined\"&&document.currentScript){scriptDirectory=document.currentScript.src}if(_scriptDir){scriptDirectory=_scriptDir}if(scriptDirectory.indexOf(\"blob:\")!==0){scriptDirectory=scriptDirectory.substr(0,scriptDirectory.lastIndexOf(\"/\")+1)}else{scriptDirectory=\"\"}{read_=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.send(null);return xhr.responseText};if(ENVIRONMENT_IS_WORKER){readBinary=function(url){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,false);xhr.responseType=\"arraybuffer\";xhr.send(null);return new Uint8Array(xhr.response)}}readAsync=function(url,onload,onerror){var xhr=new XMLHttpRequest;xhr.open(\"GET\",url,true);xhr.responseType=\"arraybuffer\";xhr.onload=function(){if(xhr.status==200||xhr.status==0&&xhr.response){onload(xhr.response);return}onerror()};xhr.onerror=onerror;xhr.send(null)}}setWindowTitle=function(title){document.title=title}}else{}var out=Module[\"print\"]||console.log.bind(console);var err=Module[\"printErr\"]||console.warn.bind(console);for(key in moduleOverrides){if(moduleOverrides.hasOwnProperty(key)){Module[key]=moduleOverrides[key]}}moduleOverrides=null;if(Module[\"arguments\"])arguments_=Module[\"arguments\"];if(Module[\"thisProgram\"])thisProgram=Module[\"thisProgram\"];if(Module[\"quit\"])quit_=Module[\"quit\"];var wasmBinary;if(Module[\"wasmBinary\"])wasmBinary=Module[\"wasmBinary\"];var noExitRuntime=Module[\"noExitRuntime\"]||true;if(typeof WebAssembly!==\"object\"){abort(\"no native wasm support detected\")}var wasmMemory;var ABORT=false;var EXITSTATUS;function assert(condition,text){if(!condition){abort(\"Assertion failed: \"+text)}}function getCFunc(ident){var func=Module[\"_\"+ident];assert(func,\"Cannot call unknown function \"+ident+\", make sure it is exported\");return func}function ccall(ident,returnType,argTypes,args,opts){var toC={\"string\":function(str){var ret=0;if(str!==null&&str!==undefined&&str!==0){var len=(str.length<<2)+1;ret=stackAlloc(len);stringToUTF8(str,ret,len)}return ret},\"array\":function(arr){var ret=stackAlloc(arr.length);writeArrayToMemory(arr,ret);return ret}};function convertReturnValue(ret){if(returnType===\"string\")return UTF8ToString(ret);if(returnType===\"boolean\")return Boolean(ret);return ret}var func=getCFunc(ident);var cArgs=[];var stack=0;if(args){for(var i=0;i=endIdx))++endPtr;if(endPtr-idx>16&&heap.subarray&&UTF8Decoder){return UTF8Decoder.decode(heap.subarray(idx,endPtr))}else{var str=\"\";while(idx>10,56320|ch&1023)}}}return str}function UTF8ToString(ptr,maxBytesToRead){return ptr?UTF8ArrayToString(HEAPU8,ptr,maxBytesToRead):\"\"}function stringToUTF8Array(str,heap,outIdx,maxBytesToWrite){if(!(maxBytesToWrite>0))return 0;var startIdx=outIdx;var endIdx=outIdx+maxBytesToWrite-1;for(var i=0;i=55296&&u<=57343){var u1=str.charCodeAt(++i);u=65536+((u&1023)<<10)|u1&1023}if(u<=127){if(outIdx>=endIdx)break;heap[outIdx++]=u}else if(u<=2047){if(outIdx+1>=endIdx)break;heap[outIdx++]=192|u>>6;heap[outIdx++]=128|u&63}else if(u<=65535){if(outIdx+2>=endIdx)break;heap[outIdx++]=224|u>>12;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}else{if(outIdx+3>=endIdx)break;heap[outIdx++]=240|u>>18;heap[outIdx++]=128|u>>12&63;heap[outIdx++]=128|u>>6&63;heap[outIdx++]=128|u&63}}heap[outIdx]=0;return outIdx-startIdx}function stringToUTF8(str,outPtr,maxBytesToWrite){return stringToUTF8Array(str,HEAPU8,outPtr,maxBytesToWrite)}function writeArrayToMemory(array,buffer){HEAP8.set(array,buffer)}function alignUp(x,multiple){if(x%multiple>0){x+=multiple-x%multiple}return x}var buffer,HEAP8,HEAPU8,HEAP16,HEAPU16,HEAP32,HEAPU32,HEAPF32,HEAPF64;function updateGlobalBufferAndViews(buf){buffer=buf;Module[\"HEAP8\"]=HEAP8=new Int8Array(buf);Module[\"HEAP16\"]=HEAP16=new Int16Array(buf);Module[\"HEAP32\"]=HEAP32=new Int32Array(buf);Module[\"HEAPU8\"]=HEAPU8=new Uint8Array(buf);Module[\"HEAPU16\"]=HEAPU16=new Uint16Array(buf);Module[\"HEAPU32\"]=HEAPU32=new Uint32Array(buf);Module[\"HEAPF32\"]=HEAPF32=new Float32Array(buf);Module[\"HEAPF64\"]=HEAPF64=new Float64Array(buf)}var INITIAL_MEMORY=Module[\"INITIAL_MEMORY\"]||16777216;var wasmTable;var __ATPRERUN__=[];var __ATINIT__=[];var __ATMAIN__=[];var __ATPOSTRUN__=[];var runtimeInitialized=false;__ATINIT__.push({func:function(){___wasm_call_ctors()}});function preRun(){if(Module[\"preRun\"]){if(typeof Module[\"preRun\"]==\"function\")Module[\"preRun\"]=[Module[\"preRun\"]];while(Module[\"preRun\"].length){addOnPreRun(Module[\"preRun\"].shift())}}callRuntimeCallbacks(__ATPRERUN__)}function initRuntime(){runtimeInitialized=true;callRuntimeCallbacks(__ATINIT__)}function preMain(){callRuntimeCallbacks(__ATMAIN__)}function postRun(){if(Module[\"postRun\"]){if(typeof Module[\"postRun\"]==\"function\")Module[\"postRun\"]=[Module[\"postRun\"]];while(Module[\"postRun\"].length){addOnPostRun(Module[\"postRun\"].shift())}}callRuntimeCallbacks(__ATPOSTRUN__)}function addOnPreRun(cb){__ATPRERUN__.unshift(cb)}function addOnPostRun(cb){__ATPOSTRUN__.unshift(cb)}var runDependencies=0;var runDependencyWatcher=null;var dependenciesFulfilled=null;function addRunDependency(id){runDependencies++;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}}function removeRunDependency(id){runDependencies--;if(Module[\"monitorRunDependencies\"]){Module[\"monitorRunDependencies\"](runDependencies)}if(runDependencies==0){if(runDependencyWatcher!==null){clearInterval(runDependencyWatcher);runDependencyWatcher=null}if(dependenciesFulfilled){var callback=dependenciesFulfilled;dependenciesFulfilled=null;callback()}}}Module[\"preloadedImages\"]={};Module[\"preloadedAudios\"]={};function abort(what){if(Module[\"onAbort\"]){Module[\"onAbort\"](what)}what+=\"\";err(what);ABORT=true;EXITSTATUS=1;what=\"abort(\"+what+\"). Build with -s ASSERTIONS=1 for more info.\";var e=new WebAssembly.RuntimeError(what);readyPromiseReject(e);throw e}function hasPrefix(str,prefix){return String.prototype.startsWith?str.startsWith(prefix):str.indexOf(prefix)===0}var dataURIPrefix=\"data:application/octet-stream;base64,\";function isDataURI(filename){return hasPrefix(filename,dataURIPrefix)}var fileURIPrefix=\"file://\";function isFileURI(filename){return hasPrefix(filename,fileURIPrefix)}var wasmBinaryFile=\"tfjs-backend-wasm.wasm\";if(!isDataURI(wasmBinaryFile)){wasmBinaryFile=locateFile(wasmBinaryFile)}function getBinary(file){try{if(file==wasmBinaryFile&&wasmBinary){return new Uint8Array(wasmBinary)}if(readBinary){return readBinary(file)}else{throw\"both async and sync fetching of the wasm failed\"}}catch(err){abort(err)}}function getBinaryPromise(){if(!wasmBinary&&(ENVIRONMENT_IS_WEB||ENVIRONMENT_IS_WORKER)){if(typeof fetch===\"function\"&&!isFileURI(wasmBinaryFile)){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){if(!response[\"ok\"]){throw\"failed to load wasm binary file at '\"+wasmBinaryFile+\"'\"}return response[\"arrayBuffer\"]()}).catch(function(){return getBinary(wasmBinaryFile)})}else{if(readAsync){return new Promise(function(resolve,reject){readAsync(wasmBinaryFile,function(response){resolve(new Uint8Array(response))},reject)})}}}return Promise.resolve().then(function(){return getBinary(wasmBinaryFile)})}function createWasm(){var info={\"a\":asmLibraryArg};function receiveInstance(instance,module){var exports=instance.exports;Module[\"asm\"]=exports;wasmMemory=Module[\"asm\"][\"g\"];updateGlobalBufferAndViews(wasmMemory.buffer);wasmTable=Module[\"asm\"][\"m\"];removeRunDependency(\"wasm-instantiate\")}addRunDependency(\"wasm-instantiate\");function receiveInstantiatedSource(output){receiveInstance(output[\"instance\"])}function instantiateArrayBuffer(receiver){return getBinaryPromise().then(function(binary){return WebAssembly.instantiate(binary,info)}).then(receiver,function(reason){err(\"failed to asynchronously prepare wasm: \"+reason);abort(reason)})}function instantiateAsync(){if(!wasmBinary&&typeof WebAssembly.instantiateStreaming===\"function\"&&!isDataURI(wasmBinaryFile)&&!isFileURI(wasmBinaryFile)&&typeof fetch===\"function\"){return fetch(wasmBinaryFile,{credentials:\"same-origin\"}).then(function(response){var result=WebAssembly.instantiateStreaming(response,info);return result.then(receiveInstantiatedSource,function(reason){err(\"wasm streaming compile failed: \"+reason);err(\"falling back to ArrayBuffer instantiation\");return instantiateArrayBuffer(receiveInstantiatedSource)})})}else{return instantiateArrayBuffer(receiveInstantiatedSource)}}if(Module[\"instantiateWasm\"]){try{var exports=Module[\"instantiateWasm\"](info,receiveInstance);return exports}catch(e){err(\"Module.instantiateWasm callback failed with error: \"+e);return false}}instantiateAsync().catch(readyPromiseReject);return{}}function callRuntimeCallbacks(callbacks){while(callbacks.length>0){var callback=callbacks.shift();if(typeof callback==\"function\"){callback(Module);continue}var func=callback.func;if(typeof func===\"number\"){if(callback.arg===undefined){wasmTable.get(func)()}else{wasmTable.get(func)(callback.arg)}}else{func(callback.arg===undefined?null:callback.arg)}}}function _abort(){abort()}function _emscripten_memcpy_big(dest,src,num){HEAPU8.copyWithin(dest,src,src+num)}function _emscripten_get_heap_size(){return HEAPU8.length}function emscripten_realloc_buffer(size){try{wasmMemory.grow(size-buffer.byteLength+65535>>>16);updateGlobalBufferAndViews(wasmMemory.buffer);return 1}catch(e){}}function _emscripten_resize_heap(requestedSize){var oldSize=_emscripten_get_heap_size();var maxHeapSize=2147483648;if(requestedSize>maxHeapSize){return false}for(var cutDown=1;cutDown<=4;cutDown*=2){var overGrownHeapSize=oldSize*(1+.2/cutDown);overGrownHeapSize=Math.min(overGrownHeapSize,requestedSize+100663296);var newSize=Math.min(maxHeapSize,alignUp(Math.max(requestedSize,overGrownHeapSize),65536));var replacement=emscripten_realloc_buffer(newSize);if(replacement){return true}}return false}var SYSCALLS={mappings:{},buffers:[null,[],[]],printChar:function(stream,curr){var buffer=SYSCALLS.buffers[stream];if(curr===0||curr===10){(stream===1?out:err)(UTF8ArrayToString(buffer,0));buffer.length=0}else{buffer.push(curr)}},varargs:undefined,get:function(){SYSCALLS.varargs+=4;var ret=HEAP32[SYSCALLS.varargs-4>>2];return ret},getStr:function(ptr){var ret=UTF8ToString(ptr);return ret},get64:function(low,high){return low}};function _fd_close(fd){return 0}function _fd_seek(fd,offset_low,offset_high,whence,newOffset){}function _fd_write(fd,iov,iovcnt,pnum){var num=0;for(var i=0;i>2];var len=HEAP32[iov+(i*8+4)>>2];for(var j=0;j>2]=num;return 0}var asmLibraryArg={\"a\":_abort,\"d\":_emscripten_memcpy_big,\"e\":_emscripten_resize_heap,\"f\":_fd_close,\"c\":_fd_seek,\"b\":_fd_write};var asm=createWasm();var ___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=function(){return(___wasm_call_ctors=Module[\"___wasm_call_ctors\"]=Module[\"asm\"][\"h\"]).apply(null,arguments)};var _init=Module[\"_init\"]=function(){return(_init=Module[\"_init\"]=Module[\"asm\"][\"i\"]).apply(null,arguments)};var _register_tensor=Module[\"_register_tensor\"]=function(){return(_register_tensor=Module[\"_register_tensor\"]=Module[\"asm\"][\"j\"]).apply(null,arguments)};var _dispose_data=Module[\"_dispose_data\"]=function(){return(_dispose_data=Module[\"_dispose_data\"]=Module[\"asm\"][\"k\"]).apply(null,arguments)};var _dispose=Module[\"_dispose\"]=function(){return(_dispose=Module[\"_dispose\"]=Module[\"asm\"][\"l\"]).apply(null,arguments)};var _Abs=Module[\"_Abs\"]=function(){return(_Abs=Module[\"_Abs\"]=Module[\"asm\"][\"n\"]).apply(null,arguments)};var _Add=Module[\"_Add\"]=function(){return(_Add=Module[\"_Add\"]=Module[\"asm\"][\"o\"]).apply(null,arguments)};var _AddN=Module[\"_AddN\"]=function(){return(_AddN=Module[\"_AddN\"]=Module[\"asm\"][\"p\"]).apply(null,arguments)};var _ArgMax=Module[\"_ArgMax\"]=function(){return(_ArgMax=Module[\"_ArgMax\"]=Module[\"asm\"][\"q\"]).apply(null,arguments)};var _AvgPool=Module[\"_AvgPool\"]=function(){return(_AvgPool=Module[\"_AvgPool\"]=Module[\"asm\"][\"r\"]).apply(null,arguments)};var _BatchMatMul=Module[\"_BatchMatMul\"]=function(){return(_BatchMatMul=Module[\"_BatchMatMul\"]=Module[\"asm\"][\"s\"]).apply(null,arguments)};var _Ceil=Module[\"_Ceil\"]=function(){return(_Ceil=Module[\"_Ceil\"]=Module[\"asm\"][\"t\"]).apply(null,arguments)};var _ClipByValue=Module[\"_ClipByValue\"]=function(){return(_ClipByValue=Module[\"_ClipByValue\"]=Module[\"asm\"][\"u\"]).apply(null,arguments)};var 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_Tile=Module[\"_Tile\"]=function(){return(_Tile=Module[\"_Tile\"]=Module[\"asm\"][\"Da\"]).apply(null,arguments)};var _TopK=Module[\"_TopK\"]=function(){return(_TopK=Module[\"_TopK\"]=Module[\"asm\"][\"Ea\"]).apply(null,arguments)};var _Transpose=Module[\"_Transpose\"]=function(){return(_Transpose=Module[\"_Transpose\"]=Module[\"asm\"][\"Fa\"]).apply(null,arguments)};var __FusedMatMul=Module[\"__FusedMatMul\"]=function(){return(__FusedMatMul=Module[\"__FusedMatMul\"]=Module[\"asm\"][\"Ga\"]).apply(null,arguments)};var _malloc=Module[\"_malloc\"]=function(){return(_malloc=Module[\"_malloc\"]=Module[\"asm\"][\"Ha\"]).apply(null,arguments)};var _free=Module[\"_free\"]=function(){return(_free=Module[\"_free\"]=Module[\"asm\"][\"Ia\"]).apply(null,arguments)};var stackSave=Module[\"stackSave\"]=function(){return(stackSave=Module[\"stackSave\"]=Module[\"asm\"][\"Ja\"]).apply(null,arguments)};var stackRestore=Module[\"stackRestore\"]=function(){return(stackRestore=Module[\"stackRestore\"]=Module[\"asm\"][\"Ka\"]).apply(null,arguments)};var stackAlloc=Module[\"stackAlloc\"]=function(){return(stackAlloc=Module[\"stackAlloc\"]=Module[\"asm\"][\"La\"]).apply(null,arguments)};Module[\"cwrap\"]=cwrap;var calledRun;function ExitStatus(status){this.name=\"ExitStatus\";this.message=\"Program terminated with exit(\"+status+\")\";this.status=status}dependenciesFulfilled=function runCaller(){if(!calledRun)run();if(!calledRun)dependenciesFulfilled=runCaller};function run(args){args=args||arguments_;if(runDependencies>0){return}preRun();if(runDependencies>0){return}function doRun(){if(calledRun)return;calledRun=true;Module[\"calledRun\"]=true;if(ABORT)return;initRuntime();preMain();readyPromiseResolve(Module);if(Module[\"onRuntimeInitialized\"])Module[\"onRuntimeInitialized\"]();postRun()}if(Module[\"setStatus\"]){Module[\"setStatus\"](\"Running...\");setTimeout(function(){setTimeout(function(){Module[\"setStatus\"](\"\")},1);doRun()},1)}else{doRun()}}Module[\"run\"]=run;if(Module[\"preInit\"]){if(typeof Module[\"preInit\"]==\"function\")Module[\"preInit\"]=[Module[\"preInit\"]];while(Module[\"preInit\"].length>0){Module[\"preInit\"].pop()()}}run();\n\n\n return WasmBackendModule.ready\n}\n);\n})();\nif (typeof exports === 'object' && typeof module === 'object')\n module.exports = WasmBackendModule;\nelse if (typeof define === 'function' && define['amd'])\n define([], function() { return WasmBackendModule; });\nelse if (typeof exports === 'object')\n exports[\"WasmBackendModule\"] = WasmBackendModule;\n", "// A port of an algorithm by Johannes Baag\u00F8e , 2010\n// http://baagoe.com/en/RandomMusings/javascript/\n// https://github.com/nquinlan/better-random-numbers-for-javascript-mirror\n// Original work is under MIT license -\n\n// Copyright (C) 2010 by Johannes Baag\u00F8e \n//\n// Permission is hereby granted, free of charge, to any person obtaining a copy\n// of this software and associated documentation files (the \"Software\"), to deal\n// in the Software without restriction, including without limitation the rights\n// to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n// copies of the Software, and to permit persons to whom the Software is\n// furnished to do so, subject to the following conditions:\n//\n// The above copyright notice and this permission notice shall be included in\n// all copies or substantial portions of the Software.\n//\n// THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n// IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\n// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\n// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\n// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n// OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN\n// THE SOFTWARE.\n\n\n\n(function(global, module, define) {\n\nfunction Alea(seed) {\n var me = this, mash = Mash();\n\n me.next = function() {\n var t = 2091639 * me.s0 + me.c * 2.3283064365386963e-10; // 2^-32\n me.s0 = me.s1;\n me.s1 = me.s2;\n return me.s2 = t - (me.c = t | 0);\n };\n\n // Apply the seeding algorithm from Baagoe.\n me.c = 1;\n me.s0 = mash(' ');\n me.s1 = mash(' ');\n me.s2 = mash(' ');\n me.s0 -= mash(seed);\n if (me.s0 < 0) { me.s0 += 1; }\n me.s1 -= mash(seed);\n if (me.s1 < 0) { me.s1 += 1; }\n me.s2 -= mash(seed);\n if (me.s2 < 0) { me.s2 += 1; }\n mash = null;\n}\n\nfunction copy(f, t) {\n t.c = f.c;\n t.s0 = f.s0;\n t.s1 = f.s1;\n t.s2 = f.s2;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new Alea(seed),\n state = opts && opts.state,\n prng = xg.next;\n prng.int32 = function() { return (xg.next() * 0x100000000) | 0; }\n prng.double = function() {\n return prng() + (prng() * 0x200000 | 0) * 1.1102230246251565e-16; // 2^-53\n };\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nfunction Mash() {\n var n = 0xefc8249d;\n\n var mash = function(data) {\n data = String(data);\n for (var i = 0; i < data.length; i++) {\n n += data.charCodeAt(i);\n var h = 0.02519603282416938 * n;\n n = h >>> 0;\n h -= n;\n h *= n;\n n = h >>> 0;\n h -= n;\n n += h * 0x100000000; // 2^32\n }\n return (n >>> 0) * 2.3283064365386963e-10; // 2^-32\n };\n\n return mash;\n}\n\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.alea = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xor128\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n\n // Set up generator function.\n me.next = function() {\n var t = me.x ^ (me.x << 11);\n me.x = me.y;\n me.y = me.z;\n me.z = me.w;\n return me.w ^= (me.w >>> 19) ^ t ^ (t >>> 8);\n };\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor128 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorwow\" prng algorithm by\n// George Marsaglia. See http://www.jstatsoft.org/v08/i14/paper\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var t = (me.x ^ (me.x >>> 2));\n me.x = me.y; me.y = me.z; me.z = me.w; me.w = me.v;\n return (me.d = (me.d + 362437 | 0)) +\n (me.v = (me.v ^ (me.v << 4)) ^ (t ^ (t << 1))) | 0;\n };\n\n me.x = 0;\n me.y = 0;\n me.z = 0;\n me.w = 0;\n me.v = 0;\n\n if (seed === (seed | 0)) {\n // Integer seed.\n me.x = seed;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 64; k++) {\n me.x ^= strseed.charCodeAt(k) | 0;\n if (k == strseed.length) {\n me.d = me.x << 10 ^ me.x >>> 4;\n }\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.x = f.x;\n t.y = f.y;\n t.z = f.z;\n t.w = f.w;\n t.v = f.v;\n t.d = f.d;\n return t;\n}\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorwow = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "// A Javascript implementaion of the \"xorshift7\" algorithm by\n// Fran\u00E7ois Panneton and Pierre L'ecuyer:\n// \"On the Xorgshift Random Number Generators\"\n// http://saluc.engr.uconn.edu/refs/crypto/rng/panneton05onthexorshift.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n // Update xor generator.\n var X = me.x, i = me.i, t, v, w;\n t = X[i]; t ^= (t >>> 7); v = t ^ (t << 24);\n t = X[(i + 1) & 7]; v ^= t ^ (t >>> 10);\n t = X[(i + 3) & 7]; v ^= t ^ (t >>> 3);\n t = X[(i + 4) & 7]; v ^= t ^ (t << 7);\n t = X[(i + 7) & 7]; t = t ^ (t << 13); v ^= t ^ (t << 9);\n X[i] = v;\n me.i = (i + 1) & 7;\n return v;\n };\n\n function init(me, seed) {\n var j, w, X = [];\n\n if (seed === (seed | 0)) {\n // Seed state array using a 32-bit integer.\n w = X[0] = seed;\n } else {\n // Seed state using a string.\n seed = '' + seed;\n for (j = 0; j < seed.length; ++j) {\n X[j & 7] = (X[j & 7] << 15) ^\n (seed.charCodeAt(j) + X[(j + 1) & 7] << 13);\n }\n }\n // Enforce an array length of 8, not all zeroes.\n while (X.length < 8) X.push(0);\n for (j = 0; j < 8 && X[j] === 0; ++j);\n if (j == 8) w = X[7] = -1; else w = X[j];\n\n me.x = X;\n me.i = 0;\n\n // Discard an initial 256 values.\n for (j = 256; j > 0; --j) {\n me.next();\n }\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.x = f.x.slice();\n t.i = f.i;\n return t;\n}\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.x) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xorshift7 = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n", "// A Javascript implementaion of Richard Brent's Xorgens xor4096 algorithm.\n//\n// This fast non-cryptographic random number generator is designed for\n// use in Monte-Carlo algorithms. It combines a long-period xorshift\n// generator with a Weyl generator, and it passes all common batteries\n// of stasticial tests for randomness while consuming only a few nanoseconds\n// for each prng generated. For background on the generator, see Brent's\n// paper: \"Some long-period random number generators using shifts and xors.\"\n// http://arxiv.org/pdf/1004.3115v1.pdf\n//\n// Usage:\n//\n// var xor4096 = require('xor4096');\n// random = xor4096(1); // Seed with int32 or string.\n// assert.equal(random(), 0.1520436450538547); // (0, 1) range, 53 bits.\n// assert.equal(random.int32(), 1806534897); // signed int32, 32 bits.\n//\n// For nonzero numeric keys, this impelementation provides a sequence\n// identical to that by Brent's xorgens 3 implementaion in C. This\n// implementation also provides for initalizing the generator with\n// string seeds, or for saving and restoring the state of the generator.\n//\n// On Chrome, this prng benchmarks about 2.1 times slower than\n// Javascript's built-in Math.random().\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this;\n\n // Set up generator function.\n me.next = function() {\n var w = me.w,\n X = me.X, i = me.i, t, v;\n // Update Weyl generator.\n me.w = w = (w + 0x61c88647) | 0;\n // Update xor generator.\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n // Update Xor generator array state.\n v = X[i] = v ^ t;\n me.i = i;\n // Result is the combination.\n return (v + (w ^ (w >>> 16))) | 0;\n };\n\n function init(me, seed) {\n var t, v, i, j, w, X = [], limit = 128;\n if (seed === (seed | 0)) {\n // Numeric seeds initialize v, which is used to generates X.\n v = seed;\n seed = null;\n } else {\n // String seeds are mixed into v and X one character at a time.\n seed = seed + '\\0';\n v = 0;\n limit = Math.max(limit, seed.length);\n }\n // Initialize circular array and weyl value.\n for (i = 0, j = -32; j < limit; ++j) {\n // Put the unicode characters into the array, and shuffle them.\n if (seed) v ^= seed.charCodeAt((j + 32) % seed.length);\n // After 32 shuffles, take v as the starting w value.\n if (j === 0) w = v;\n v ^= v << 10;\n v ^= v >>> 15;\n v ^= v << 4;\n v ^= v >>> 13;\n if (j >= 0) {\n w = (w + 0x61c88647) | 0; // Weyl.\n t = (X[j & 127] ^= (v + w)); // Combine xor and weyl to init array.\n i = (0 == t) ? i + 1 : 0; // Count zeroes.\n }\n }\n // We have detected all zeroes; make the key nonzero.\n if (i >= 128) {\n X[(seed && seed.length || 0) & 127] = -1;\n }\n // Run the generator 512 times to further mix the state before using it.\n // Factoring this as a function slows the main generator, so it is just\n // unrolled here. The weyl generator is not advanced while warming up.\n i = 127;\n for (j = 4 * 128; j > 0; --j) {\n v = X[(i + 34) & 127];\n t = X[i = ((i + 1) & 127)];\n v ^= v << 13;\n t ^= t << 17;\n v ^= v >>> 15;\n t ^= t >>> 12;\n X[i] = v ^ t;\n }\n // Storing state as object members is faster than using closure variables.\n me.w = w;\n me.X = X;\n me.i = i;\n }\n\n init(me, seed);\n}\n\nfunction copy(f, t) {\n t.i = f.i;\n t.w = f.w;\n t.X = f.X.slice();\n return t;\n};\n\nfunction impl(seed, opts) {\n if (seed == null) seed = +(new Date);\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (state.X) copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.xor4096 = impl;\n}\n\n})(\n this, // window object or global\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n", "// A Javascript implementaion of the \"Tyche-i\" prng algorithm by\n// Samuel Neves and Filipe Araujo.\n// See https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n\n(function(global, module, define) {\n\nfunction XorGen(seed) {\n var me = this, strseed = '';\n\n // Set up generator function.\n me.next = function() {\n var b = me.b, c = me.c, d = me.d, a = me.a;\n b = (b << 25) ^ (b >>> 7) ^ c;\n c = (c - d) | 0;\n d = (d << 24) ^ (d >>> 8) ^ a;\n a = (a - b) | 0;\n me.b = b = (b << 20) ^ (b >>> 12) ^ c;\n me.c = c = (c - d) | 0;\n me.d = (d << 16) ^ (c >>> 16) ^ a;\n return me.a = (a - b) | 0;\n };\n\n /* The following is non-inverted tyche, which has better internal\n * bit diffusion, but which is about 25% slower than tyche-i in JS.\n me.next = function() {\n var a = me.a, b = me.b, c = me.c, d = me.d;\n a = (me.a + me.b | 0) >>> 0;\n d = me.d ^ a; d = d << 16 ^ d >>> 16;\n c = me.c + d | 0;\n b = me.b ^ c; b = b << 12 ^ d >>> 20;\n me.a = a = a + b | 0;\n d = d ^ a; me.d = d = d << 8 ^ d >>> 24;\n me.c = c = c + d | 0;\n b = b ^ c;\n return me.b = (b << 7 ^ b >>> 25);\n }\n */\n\n me.a = 0;\n me.b = 0;\n me.c = 2654435769 | 0;\n me.d = 1367130551;\n\n if (seed === Math.floor(seed)) {\n // Integer seed.\n me.a = (seed / 0x100000000) | 0;\n me.b = seed | 0;\n } else {\n // String seed.\n strseed += seed;\n }\n\n // Mix in string seed, then discard an initial batch of 64 values.\n for (var k = 0; k < strseed.length + 20; k++) {\n me.b ^= strseed.charCodeAt(k) | 0;\n me.next();\n }\n}\n\nfunction copy(f, t) {\n t.a = f.a;\n t.b = f.b;\n t.c = f.c;\n t.d = f.d;\n return t;\n};\n\nfunction impl(seed, opts) {\n var xg = new XorGen(seed),\n state = opts && opts.state,\n prng = function() { return (xg.next() >>> 0) / 0x100000000; };\n prng.double = function() {\n do {\n var top = xg.next() >>> 11,\n bot = (xg.next() >>> 0) / 0x100000000,\n result = (top + bot) / (1 << 21);\n } while (result === 0);\n return result;\n };\n prng.int32 = xg.next;\n prng.quick = prng;\n if (state) {\n if (typeof(state) == 'object') copy(state, xg);\n prng.state = function() { return copy(xg, {}); }\n }\n return prng;\n}\n\nif (module && module.exports) {\n module.exports = impl;\n} else if (define && define.amd) {\n define(function() { return impl; });\n} else {\n this.tychei = impl;\n}\n\n})(\n this,\n (typeof module) == 'object' && module, // present in node.js\n (typeof define) == 'function' && define // present with an AMD loader\n);\n\n\n", "/*\nCopyright 2019 David Bau.\n\nPermission is hereby granted, free of charge, to any person obtaining\na copy of this software and associated documentation files (the\n\"Software\"), to deal in the Software without restriction, including\nwithout limitation the rights to use, copy, modify, merge, publish,\ndistribute, sublicense, and/or sell copies of the Software, and to\npermit persons to whom the Software is furnished to do so, subject to\nthe following conditions:\n\nThe above copyright notice and this permission notice shall be\nincluded in all copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND,\nEXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF\nMERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY\nCLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT,\nTORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE\nSOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n*/\n\n(function (global, pool, math) {\n//\n// The following constants are related to IEEE 754 limits.\n//\n\nvar width = 256, // each RC4 output is 0 <= x < 256\n chunks = 6, // at least six RC4 outputs for each double\n digits = 52, // there are 52 significant digits in a double\n rngname = 'random', // rngname: name for Math.random and Math.seedrandom\n startdenom = math.pow(width, chunks),\n significance = math.pow(2, digits),\n overflow = significance * 2,\n mask = width - 1,\n nodecrypto; // node.js crypto module, initialized at the bottom.\n\n//\n// seedrandom()\n// This is the seedrandom function described above.\n//\nfunction seedrandom(seed, options, callback) {\n var key = [];\n options = (options == true) ? { entropy: true } : (options || {});\n\n // Flatten the seed string or build one from local entropy if needed.\n var shortseed = mixkey(flatten(\n options.entropy ? [seed, tostring(pool)] :\n (seed == null) ? autoseed() : seed, 3), key);\n\n // Use the seed to initialize an ARC4 generator.\n var arc4 = new ARC4(key);\n\n // This function returns a random double in [0, 1) that contains\n // randomness in every bit of the mantissa of the IEEE 754 value.\n var prng = function() {\n var n = arc4.g(chunks), // Start with a numerator n < 2 ^ 48\n d = startdenom, // and denominator d = 2 ^ 48.\n x = 0; // and no 'extra last byte'.\n while (n < significance) { // Fill up all significant digits by\n n = (n + x) * width; // shifting numerator and\n d *= width; // denominator and generating a\n x = arc4.g(1); // new least-significant-byte.\n }\n while (n >= overflow) { // To avoid rounding up, before adding\n n /= 2; // last byte, shift everything\n d /= 2; // right using integer math until\n x >>>= 1; // we have exactly the desired bits.\n }\n return (n + x) / d; // Form the number within [0, 1).\n };\n\n prng.int32 = function() { return arc4.g(4) | 0; }\n prng.quick = function() { return arc4.g(4) / 0x100000000; }\n prng.double = prng;\n\n // Mix the randomness into accumulated entropy.\n mixkey(tostring(arc4.S), pool);\n\n // Calling convention: what to return as a function of prng, seed, is_math.\n return (options.pass || callback ||\n function(prng, seed, is_math_call, state) {\n if (state) {\n // Load the arc4 state from the given state if it has an S array.\n if (state.S) { copy(state, arc4); }\n // Only provide the .state method if requested via options.state.\n prng.state = function() { return copy(arc4, {}); }\n }\n\n // If called as a method of Math (Math.seedrandom()), mutate\n // Math.random because that is how seedrandom.js has worked since v1.0.\n if (is_math_call) { math[rngname] = prng; return seed; }\n\n // Otherwise, it is a newer calling convention, so return the\n // prng directly.\n else return prng;\n })(\n prng,\n shortseed,\n 'global' in options ? options.global : (this == math),\n options.state);\n}\n\n//\n// ARC4\n//\n// An ARC4 implementation. The constructor takes a key in the form of\n// an array of at most (width) integers that should be 0 <= x < (width).\n//\n// The g(count) method returns a pseudorandom integer that concatenates\n// the next (count) outputs from ARC4. Its return value is a number x\n// that is in the range 0 <= x < (width ^ count).\n//\nfunction ARC4(key) {\n var t, keylen = key.length,\n me = this, i = 0, j = me.i = me.j = 0, s = me.S = [];\n\n // The empty key [] is treated as [0].\n if (!keylen) { key = [keylen++]; }\n\n // Set up S using the standard key scheduling algorithm.\n while (i < width) {\n s[i] = i++;\n }\n for (i = 0; i < width; i++) {\n s[i] = s[j = mask & (j + key[i % keylen] + (t = s[i]))];\n s[j] = t;\n }\n\n // The \"g\" method returns the next (count) outputs as one number.\n (me.g = function(count) {\n // Using instance members instead of closure state nearly doubles speed.\n var t, r = 0,\n i = me.i, j = me.j, s = me.S;\n while (count--) {\n t = s[i = mask & (i + 1)];\n r = r * width + s[mask & ((s[i] = s[j = mask & (j + t)]) + (s[j] = t))];\n }\n me.i = i; me.j = j;\n return r;\n // For robust unpredictability, the function call below automatically\n // discards an initial batch of values. This is called RC4-drop[256].\n // See http://google.com/search?q=rsa+fluhrer+response&btnI\n })(width);\n}\n\n//\n// copy()\n// Copies internal state of ARC4 to or from a plain object.\n//\nfunction copy(f, t) {\n t.i = f.i;\n t.j = f.j;\n t.S = f.S.slice();\n return t;\n};\n\n//\n// flatten()\n// Converts an object tree to nested arrays of strings.\n//\nfunction flatten(obj, depth) {\n var result = [], typ = (typeof obj), prop;\n if (depth && typ == 'object') {\n for (prop in obj) {\n try { result.push(flatten(obj[prop], depth - 1)); } catch (e) {}\n }\n }\n return (result.length ? result : typ == 'string' ? obj : obj + '\\0');\n}\n\n//\n// mixkey()\n// Mixes a string seed into a key that is an array of integers, and\n// returns a shortened string seed that is equivalent to the result key.\n//\nfunction mixkey(seed, key) {\n var stringseed = seed + '', smear, j = 0;\n while (j < stringseed.length) {\n key[mask & j] =\n mask & ((smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++));\n }\n return tostring(key);\n}\n\n//\n// autoseed()\n// Returns an object for autoseeding, using window.crypto and Node crypto\n// module if available.\n//\nfunction autoseed() {\n try {\n var out;\n if (nodecrypto && (out = nodecrypto.randomBytes)) {\n // The use of 'out' to remember randomBytes makes tight minified code.\n out = out(width);\n } else {\n out = new Uint8Array(width);\n (global.crypto || global.msCrypto).getRandomValues(out);\n }\n return tostring(out);\n } catch (e) {\n var browser = global.navigator,\n plugins = browser && browser.plugins;\n return [+new Date, global, plugins, global.screen, tostring(pool)];\n }\n}\n\n//\n// tostring()\n// Converts an array of charcodes to a string\n//\nfunction tostring(a) {\n return String.fromCharCode.apply(0, a);\n}\n\n//\n// When seedrandom.js is loaded, we immediately mix a few bits\n// from the built-in RNG into the entropy pool. Because we do\n// not want to interfere with deterministic PRNG state later,\n// seedrandom will not call math.random on its own again after\n// initialization.\n//\nmixkey(math.random(), pool);\n\n//\n// Nodejs and AMD support: export the implementation as a module using\n// either convention.\n//\nif ((typeof module) == 'object' && module.exports) {\n module.exports = seedrandom;\n // When in node.js, try using crypto package for autoseeding.\n try {\n nodecrypto = require('crypto');\n } catch (ex) {}\n} else if ((typeof define) == 'function' && define.amd) {\n define(function() { return seedrandom; });\n} else {\n // When included as a plain script, set up Math.seedrandom global.\n math['seed' + rngname] = seedrandom;\n}\n\n\n// End anonymous scope, and pass initial values.\n})(\n // global: `self` in browsers (including strict mode and web workers),\n // otherwise `this` in Node and other environments\n (typeof self !== 'undefined') ? self : this,\n [], // pool: entropy pool starts empty\n Math // math: package containing random, pow, and seedrandom\n);\n", "// A library of seedable RNGs implemented in Javascript.\n//\n// Usage:\n//\n// var seedrandom = require('seedrandom');\n// var random = seedrandom(1); // or any seed.\n// var x = random(); // 0 <= x < 1. Every bit is random.\n// var x = random.quick(); // 0 <= x < 1. 32 bits of randomness.\n\n// alea, a 53-bit multiply-with-carry generator by Johannes Baag\u00F8e.\n// Period: ~2^116\n// Reported to pass all BigCrush tests.\nvar alea = require('./lib/alea');\n\n// xor128, a pure xor-shift generator by George Marsaglia.\n// Period: 2^128-1.\n// Reported to fail: MatrixRank and LinearComp.\nvar xor128 = require('./lib/xor128');\n\n// xorwow, George Marsaglia's 160-bit xor-shift combined plus weyl.\n// Period: 2^192-2^32\n// Reported to fail: CollisionOver, SimpPoker, and LinearComp.\nvar xorwow = require('./lib/xorwow');\n\n// xorshift7, by Fran\u00E7ois Panneton and Pierre L'ecuyer, takes\n// a different approach: it adds robustness by allowing more shifts\n// than Marsaglia's original three. It is a 7-shift generator\n// with 256 bits, that passes BigCrush with no systmatic failures.\n// Period 2^256-1.\n// No systematic BigCrush failures reported.\nvar xorshift7 = require('./lib/xorshift7');\n\n// xor4096, by Richard Brent, is a 4096-bit xor-shift with a\n// very long period that also adds a Weyl generator. It also passes\n// BigCrush with no systematic failures. Its long period may\n// be useful if you have many generators and need to avoid\n// collisions.\n// Period: 2^4128-2^32.\n// No systematic BigCrush failures reported.\nvar xor4096 = require('./lib/xor4096');\n\n// Tyche-i, by Samuel Neves and Filipe Araujo, is a bit-shifting random\n// number generator derived from ChaCha, a modern stream cipher.\n// https://eden.dei.uc.pt/~sneves/pubs/2011-snfa2.pdf\n// Period: ~2^127\n// No systematic BigCrush failures reported.\nvar tychei = require('./lib/tychei');\n\n// The original ARC4-based prng included in this library.\n// Period: ~2^1600\nvar sr = require('./seedrandom');\n\nsr.alea = alea;\nsr.xor128 = xor128;\nsr.xorwow = xorwow;\nsr.xorshift7 = xorshift7;\nsr.xor4096 = xor4096;\nsr.tychei = tychei;\n\nmodule.exports = sr;\n", "", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, 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null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "export const wasmWorkerContents = 'var Module={};function threadPrintErr(){var text=Array.prototype.slice.call(arguments).join(\" \");console.error(text)}function threadAlert(){var text=Array.prototype.slice.call(arguments).join(\" \");postMessage({cmd:\"alert\",text:text,threadId:Module[\"_pthread_self\"]()})}var err=threadPrintErr;this.alert=threadAlert;Module[\"instantiateWasm\"]=function(info,receiveInstance){var instance=new WebAssembly.Instance(Module[\"wasmModule\"],info);Module[\"wasmModule\"]=null;receiveInstance(instance);return instance.exports};function moduleLoaded(){}this.onmessage=function(e){try{if(e.data.cmd===\"load\"){Module[\"wasmModule\"]=e.data.wasmModule;Module[\"wasmMemory\"]=e.data.wasmMemory;Module[\"buffer\"]=Module[\"wasmMemory\"].buffer;Module[\"ENVIRONMENT_IS_PTHREAD\"]=true;if(typeof e.data.urlOrBlob===\"string\"){importScripts(e.data.urlOrBlob)}else{var objectUrl=URL.createObjectURL(e.data.urlOrBlob);importScripts(objectUrl);URL.revokeObjectURL(objectUrl)}WasmBackendModuleThreadedSimd(Module).then(function(instance){Module=instance;moduleLoaded()})}else if(e.data.cmd===\"objectTransfer\"){Module[\"PThread\"].receiveObjectTransfer(e.data)}else if(e.data.cmd===\"run\"){Module[\"__performance_now_clock_drift\"]=performance.now()-e.data.time;Module[\"__emscripten_thread_init\"](e.data.threadInfoStruct,0,0);var max=e.data.stackBase;var top=e.data.stackBase+e.data.stackSize;Module[\"establishStackSpace\"](top,max);Module[\"_emscripten_tls_init\"]();Module[\"PThread\"].receiveObjectTransfer(e.data);Module[\"PThread\"].setThreadStatus(Module[\"_pthread_self\"](),1);try{var result=Module[\"invokeEntryPoint\"](e.data.start_routine,e.data.arg);if(!Module[\"getNoExitRuntime\"]())Module[\"PThread\"].threadExit(result)}catch(ex){if(ex===\"Canceled!\"){Module[\"PThread\"].threadCancel()}else if(ex!=\"unwind\"){if(ex instanceof Module[\"ExitStatus\"]){if(Module[\"getNoExitRuntime\"]()){}else{Module[\"PThread\"].threadExit(ex.status)}}else{Module[\"PThread\"].threadExit(-2);throw ex}}}}else if(e.data.cmd===\"cancel\"){if(Module[\"_pthread_self\"]()){Module[\"PThread\"].threadCancel()}}else if(e.data.target===\"setimmediate\"){}else if(e.data.cmd===\"processThreadQueue\"){if(Module[\"_pthread_self\"]()){Module[\"_emscripten_current_thread_process_queued_calls\"]()}}else{err(\"worker.js received unknown command \"+e.data.cmd);err(e.data)}}catch(ex){err(\"worker.js onmessage() captured an uncaught exception: \"+ex);if(ex&&ex.stack)err(ex.stack);throw ex}};if(typeof process===\"object\"&&typeof process.versions===\"object\"&&typeof process.versions.node===\"string\"){self={location:{href:__filename}};var onmessage=this.onmessage;var nodeWorkerThreads=require(\"worker_threads\");global.Worker=nodeWorkerThreads.Worker;var parentPort=nodeWorkerThreads.parentPort;parentPort.on(\"message\",function(data){onmessage({data:data})});var nodeFS=require(\"fs\");var nodeRead=function(filename){return nodeFS.readFileSync(filename,\"utf8\")};function globalEval(x){global.require=require;global.Module=Module;eval.call(null,x)}importScripts=function(f){globalEval(nodeRead(f))};postMessage=function(msg){parentPort.postMessage(msg)};if(typeof performance===\"undefined\"){performance={now:function(){return Date.now()}}}}';", null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, "// wrapper to load tfjs in a single place so version can be changed quickly\n\n// simplified\n// { modules: 1061, moduleBytes: 3772720, outputBytes: 1531035 }\n\n// export * from '@tensorflow/tfjs/dist/index.js';\n// export * from '@tensorflow/tfjs-backend-wasm';\n\n// modular\n// { modules: 1064, moduleBytes: 3793219, outputBytes: 1535600 }\n\n// get versions of all packages.\nimport * as packageBundle from '@tensorflow/tfjs/package.json';\nimport * as packageCore from '@tensorflow/tfjs-core/package.json';\nimport * as packageData from '@tensorflow/tfjs-data/package.json';\nimport * as packageLayers from '@tensorflow/tfjs-layers/package.json';\nimport * as packageConverter from '@tensorflow/tfjs-converter/package.json';\n// for backends, get version from source so it can register backend during import\nimport { version_cpu } from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nimport { version_webgl } from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nimport { version_wasm } from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export all\nexport * from '@tensorflow/tfjs-core/dist/index.js';\nexport * from '@tensorflow/tfjs-layers/dist/index.js';\nexport * from '@tensorflow/tfjs-converter/dist/index.js';\nexport * as data from '@tensorflow/tfjs-data/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-cpu/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-webgl/dist/index.js';\nexport * from '@tensorflow/tfjs-backend-wasm/dist/index.js';\n\n// export versions\nexport const version = {\n tfjs: packageBundle.version,\n 'tfjs-core': packageCore.version,\n 'tfjs-data': packageData.version,\n 'tfjs-layers': packageLayers.version,\n 'tfjs-converter': packageConverter.version,\n 'tfjs-backend-cpu': version_cpu,\n 'tfjs-backend-webgl': version_webgl,\n 'tfjs-backend-wasm': version_wasm,\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 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[0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n 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0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "// @ts-nocheck\n\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (!(input instanceof tf.Tensor) && !(input instanceof ImageData) && !(input instanceof ImageBitmap) && !(input instanceof HTMLVideoElement) && !(input instanceof HTMLCanvasElement) && !(input instanceof OffscreenCanvas)) {\n throw new Error('Human: Input type is not recognized');\n }\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) throw new Error('Human: Input cannot determine dimension');\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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n=[t.startPoint[0]*e[0],t.startPoint[1]*e[1]],c=[t.endPoint[0]*e[0],t.endPoint[1]*e[1]];return{startPoint:n,endPoint:c}}function Re(t){return[Math.abs(t.endPoint[0]-t.startPoint[0]),Math.abs(t.endPoint[1]-t.startPoint[1])]}function ue(t){return[t.startPoint[0]+(t.endPoint[0]-t.startPoint[0])/2,t.startPoint[1]+(t.endPoint[1]-t.startPoint[1])/2]}function be(t,e,n){let c=e.shape[1],r=e.shape[2],A=[[t.startPoint[1]/c,t.startPoint[0]/r,t.endPoint[1]/c,t.endPoint[0]/r]];return Ft.image.cropAndResize(e,A,[0],n)}function Ke(t,e=1.5){let n=ue(t),c=Re(t),r=[e*c[0]/2,e*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,landmarks:t.landmarks}}function Ue(t){let e=ue(t),n=Re(t),r=Math.max(...n)/2,A=[e[0]-r,e[1]-r],_=[e[0]+r,e[1]+r];return{startPoint:A,endPoint:_,landmarks:t.landmarks}}var De=[[1,0,0],[0,1,0],[0,0,1]];function _n(t){return t-2*Math.PI*Math.floor((t+Math.PI)/(2*Math.PI))}function V1(t,e){let n=Math.PI/2-Math.atan2(-(e[1]-t[1]),e[0]-t[0]);return _n(n)}function Ct(t,e){return[[1,0,t],[0,1,e],[0,0,1]]}function he(t,e){let n=0;for(let c=0;cX1[t]),lr=hn.map(t=>X1[t]),dr=an.map(t=>X1[t]);var F1=Ae.leftEyeLower0,q1=Ae.rightEyeLower0,ge={leftBounds:[F1[0],F1[F1.length-1]],rightBounds:[q1[0],q1[q1.length-1]]},Qe={count:468,mouth:13,symmetryLine:[13,Ae.midwayBetweenEyes[0]]},Kt={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},Te={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function $e(t,e,n,c){for(let r=0;r[A[0]/this.meshSize*(i[0]-this.meshSize/2),A[1]/this.meshSize*(i[1]-this.meshSize/2),i[2]]),o=c!==0?Ge(c,[0,0]):De,s=c!==0?_.map(i=>[...Jt(i,o),i[2]]):_,h=c!==0?Yt(r):De,x=[...ue({startPoint:n.startPoint,endPoint:n.endPoint}),1];return s.map(i=>[i[0]+he(x,h[0]),i[1]+he(x,h[1]),i[2]])}getLeftToRightEyeDepthDifference(e){let n=e[ge.leftBounds[0]][2],c=e[ge.rightBounds[0]][2];return n-c}getEyeBox(e,n,c,r,A=!1){let _=Ue(Ke(this.calculateLandmarksBoundingBox([e[c],e[r]]),this.irisEnlarge)),o=Re(_),s=q.image.cropAndResize(n,[[_.startPoint[1]/this.meshSize,_.startPoint[0]/this.meshSize,_.endPoint[1]/this.meshSize,_.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return A&&q.ENV.flags.IS_BROWSER&&(s=q.image.flipLeftRight(s)),{box:_,boxSize:o,crop:s}}getEyeCoords(e,n,c,r=!1){let A=[];for(let _=0;_{let h=_;return s===2?h=r:s===4&&(h=A),[o[0],o[1],h]})}async predict(e,n){let c=!1,r;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(r=await this.boundingBoxDetector.getBoundingBoxes(e),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||r&&r.boxes&&(!n.face.mesh.enabled||r.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let _ of r.boxes)this.storedBoxes.push({startPoint:_.box.startPoint.dataSync(),endPoint:_.box.endPoint.dataSync(),landmarks:_.landmarks,confidence:_.confidence});this.storedBoxes.length>0&&(c=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),c){if(!r||!r.boxes||r.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let _=0;_{_.box.startPoint.dispose(),_.box.endPoint.dispose(),_.landmarks.dispose()});let A=q.tidy(()=>this.storedBoxes.map((_,o)=>{let s=_.confidence,h,x=0,i;if(n.face.detector.rotation&&n.face.mesh.enabled&&q.ENV.flags.IS_BROWSER){let[u,w]=_.landmarks.length>=Qe.count?Qe.symmetryLine:Kt.symmetryLine;x=V1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/e.shape[2],b[1]/e.shape[1]],R=q.image.rotateWithOffset(e,x,0,v);i=Ge(-x,b),n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.boxSize,this.boxSize]).div(255)}else{i=De;let u=e.clone();n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:_,faceConfidence:null,boxConfidence:s,confidence:_.confidence,image:h};let[,y,m]=this.meshDetector.predict(h),p=y.dataSync()[0];if(p=Qe.count?Qe.symmetryLine:Kt.symmetryLine;x=V1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/e.shape[2],b[1]/e.shape[1]],R=q.image.rotateWithOffset(e,x,0,v);i=Ge(-x,b),h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255)}let S={coords:T,box:_,faceConfidence:p,boxConfidence:s,image:h,rawCoords:d},N=Ue(_);return this.storedBoxes[o]={...N,landmarks:f,confidence:_.confidence,faceConfidence:p},S}));return A=A.filter(_=>_!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(_=>_.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=A.length,A}calculateLandmarksBoundingBox(e){let n=e.map(_=>_[0]),c=e.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A,landmarks:e}}};var J1=class{constructor(e,n,c,r){this.facePipeline=new C1(e,n,c),this.config=r}async estimateFaces(e,n){let c=await this.facePipeline.predict(e,n),r=[];for(let A of c||[]){if(A.isDisposedInternal)continue;let _=A.coords?A.coords.arraySync():[],o=_.map(i=>[i[0]/e.shape[2],i[1]/e.shape[1],i[2]/this.facePipeline.meshSize]),s={};if(_&&_.length>0)for(let i of Object.keys(Ae))s[i]=Ae[i].map(y=>_[y]);let h=A.box?[Math.max(0,A.box.startPoint[0]),Math.max(0,A.box.startPoint[1]),Math.min(e.shape[2],A.box.endPoint[0])-Math.max(0,A.box.startPoint[0]),Math.min(e.shape[1],A.box.endPoint[1])-Math.max(0,A.box.startPoint[1])]:0,x=A.box?[A.box.startPoint[0]/e.shape[2],A.box.startPoint[1]/e.shape[1],(A.box.endPoint[0]-A.box.startPoint[0])/e.shape[2],(A.box.endPoint[1]-A.box.startPoint[1])/e.shape[1]]:[];r.push({confidence:A.faceConfidence||A.boxConfidence||0,boxConfidence:A.boxConfidence,faceConfidence:A.faceConfidence,box:h,boxRaw:x,mesh:_,meshRaw:o,annotations:s,image:A.image?A.image.clone():null}),A.coords&&A.coords.dispose(),A.image&&A.image.dispose()}return r}},fe=[null,null,null];async function K1(t){fe=await Promise.all([!fe[0]&&t.face.enabled?Xt(t):null,!fe[1]&&t.face.mesh.enabled?Y1.loadGraphModel(t.face.mesh.modelPath,{fromTFHub:t.face.mesh.modelPath.includes("tfhub.dev")}):null,!fe[2]&&t.face.iris.enabled?Y1.loadGraphModel(t.face.iris.modelPath,{fromTFHub:t.face.iris.modelPath.includes("tfhub.dev")}):null]);let e=new J1(fe[0],fe[1],fe[2],t);return t.face.mesh.enabled&&t.debug&&g(`load model: ${t.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),t.face.iris.enabled&&t.debug&&g(`load model: ${t.face.iris.modelPath.match(/\/(.*)\./)[1]}`),e}var xn=de;var ct={};$(ct,{PoseNet:()=>At,load:()=>_t});var x0=k(O());var Ut=k(O());function yn(t){let[e,n,c,r]=t;return{offsets:e,heatmap:n,displacementFwd:c,displacementBwd:r}}var U1=class{constructor(e){this.model=e}predict(e){return Ut.tidy(()=>{let c=e.toFloat().div(127.5).sub(1).expandDims(0),A=this.model.predict(c).map(o=>o.squeeze([0])),_=yn(A);return{heatmapScores:_.heatmap.sigmoid(),offsets:_.offsets,displacementFwd:_.displacementFwd,displacementBwd:_.displacementBwd}})}dispose(){this.model.dispose()}};function D1(t){return Math.floor(t/2)}var G1=class{constructor(e,n){this.priorityQueue=new Array(e),this.numberOfElements=-1,this.getElementValue=n}enqueue(e){this.priorityQueue[++this.numberOfElements]=e,this.swim(this.numberOfElements)}dequeue(){let e=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,e}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(e){for(;e>0&&this.less(D1(e),e);)this.exchange(e,D1(e)),e=D1(e)}sink(e){for(;2*e<=this.numberOfElements;){let n=2*e;if(ne){s=!1;break}if(!s)break}return s}function Dt(t,e,n){let[c,r,A]=n.shape,_=new G1(c*r*A,({score:o})=>o);for(let o=0;o(t[e]=n,t),{}),ln=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],Sr=ln.map(([t,e])=>[Ee[t],Ee[e]]),Gt=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function Q1(t,e,n,c){return{y:c.get(t,e,n),x:c.get(t,e,n+ve)}}function e1(t,e,n){let{heatmapY:c,heatmapX:r,id:A}=t,{y:_,x:o}=Q1(c,r,A,n);return{x:t.heatmapX*e+o,y:t.heatmapY*e+_}}function $1(t,e,n){return tn?n:t}function Qt(t,e,n,c){let r=n-t,A=c-e;return r*r+A*A}function et(t,e){return{x:t.x+e.x,y:t.y+e.y}}var K=k(O());function $t(t,e){let n=e.shape[0],c=new Float32Array(n);for(let r=0;rt.toTensor().mul(K.scalar(e,"int32")).toFloat().add(fn(t,n)))}function mn(t,e){return K.tidy(()=>{let n=t.div(K.scalar(e,"int32"));return t.sub(n.mul(K.scalar(e,"int32")))})}function t0(t){let[e,n,c]=t.shape;return K.tidy(()=>{let A=t.reshape([e*n,c]).argMax(0),_=A.div(K.scalar(n,"int32")).expandDims(1),o=mn(A,n).expandDims(1);return K.concat([_,o],1)})}var n0=Gt.map(([t,e])=>[Ee[t],Ee[e]]),tt=n0.map(([,t])=>t),r0=n0.map(([t])=>t),pn=16;function un(t,e,n){let c=n.shape[2]/2;return{y:n.get(e.y,e.x,t),x:n.get(e.y,e.x,c+t)}}function nt(t,e,n,c){return{y:$1(Math.round(t.y/e),0,n-1),x:$1(Math.round(t.x/e),0,c-1)}}function c0(t,e,n,c,r,A,_,o=2){let[s,h]=c.shape,x=nt(e.position,A,s,h),i=un(t,x,_),m=et(e.position,i);for(let d=0;d=0;--y){let m=tt[y],p=r0[y];s[m]&&!s[p]&&(s[p]=c0(y,s[m],p,e,n,c,A))}for(let y=0;y(c+=p,{position:{y:x.get(a,0),x:x.get(a,1)},part:Pe[a],score:p})),m=y.filter(p=>p.score>n);return r.dispose(),h.dispose(),{keypoints:m,score:c/y.length}}var bn=1,o0=16;function s0(t,e,{x:n,y:c},r){return t.some(({keypoints:A})=>{let _=A[r].position;return Qt(c,n,_.y,_.x)<=e})}function gn(t,e,n){return n.reduce((r,{position:A,score:_},o)=>(s0(t,e,A,o)||(r+=_),r),0)/n.length}function h0(t,e,n,c,r,A,_){let o=[],s=Dt(_,bn,t),h=r^2;for(;o.length_&&o.push({keypoints:y,score:m})}return o}async function i0(t){return Promise.all(t.map(e=>e.buffer()))}function Tn(t,e,n){return{score:t.score,keypoints:t.keypoints.map(({score:c,part:r,position:A})=>({score:c,part:r,position:{x:Math.trunc(A.x*n),y:Math.trunc(A.y*e)}}))}}function a0(t,[e,n]){let c=t.squeeze(0),r=c.resizeBilinear([e,n]);return c.dispose(),r}function rt(t,[e,n],[c,r]){return t.map(_=>Tn(_,e/c,n/r))}async function Pn(t,e,n,c){return new Promise(async r=>{let A=await i0([e.heatmapScores,e.offsets,e.displacementFwd,e.displacementBwd]),_=A[0],o=A[1],s=A[2],h=A[3],x=await h0(_,o,s,h,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),i=rt(x,[t.shape[1],t.shape[2]],[c,c]);r(i)})}async function vn(t,e,n,c){return new Promise(async r=>{let A=await _0(e.heatmapScores,e.offsets,n.body.scoreThreshold),_=rt([A],[t.shape[1],t.shape[2]],[c,c]);r(_)})}var At=class{constructor(e){this.baseModel=e,this.inputSize=e.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(e,n){let c=a0(e,[this.inputSize,this.inputSize]),r=this.baseModel.predict(c,n),A=n.body.maxDetections<2?await vn(e,r,n,this.inputSize):await Pn(e,r,n,this.inputSize);return r.heatmapScores.dispose(),r.offsets.dispose(),r.displacementFwd.dispose(),r.displacementBwd.dispose(),c.dispose(),A}dispose(){this.baseModel.dispose()}};async function _t(t){let e=await x0.loadGraphModel(t.body.modelPath),n=new U1(e);return t.debug&&g(`load model: ${t.body.modelPath.match(/\/(.*)\./)[1]}`),new At(n)}var at={};$(at,{HandPose:()=>wt,load:()=>lt});var xt=k(O());var P=k(O());var y0=k(O());function t1(t){return[Math.abs(t.endPoint[0]-t.startPoint[0]),Math.abs(t.endPoint[1]-t.startPoint[1])]}function Se(t){return[t.startPoint[0]+(t.endPoint[0]-t.startPoint[0])/2,t.startPoint[1]+(t.endPoint[1]-t.startPoint[1])/2]}function w0(t,e,n){let c=e.shape[1],r=e.shape[2],A=[[t.startPoint[1]/c,t.startPoint[0]/r,t.endPoint[1]/c,t.endPoint[0]/r]];return y0.image.cropAndResize(e,A,[0],n)}function l0(t,e){let n=[t.startPoint[0]*e[0],t.startPoint[1]*e[1]],c=[t.endPoint[0]*e[0],t.endPoint[1]*e[1]],r=t.palmLandmarks.map(A=>[A[0]*e[0],A[1]*e[1]]);return{startPoint:n,endPoint:c,palmLandmarks:r,confidence:t.confidence}}function n1(t,e=1.5){let n=Se(t),c=t1(t),r=[e*c[0]/2,e*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,palmLandmarks:t.palmLandmarks}}function r1(t){let e=Se(t),n=t1(t),r=Math.max(...n)/2,A=[e[0]-r,e[1]-r],_=[e[0]+r,e[1]+r];return{startPoint:A,endPoint:_,palmLandmarks:t.palmLandmarks}}var ot=class{constructor(e,n,c){this.model=e,this.anchors=c.map(r=>[r.x_center,r.y_center]),this.anchorsTensor=P.tensor2d(this.anchors),this.inputSize=n,this.inputSizeTensor=P.tensor1d([n,n]),this.doubleInputSizeTensor=P.tensor1d([n*2,n*2])}normalizeBoxes(e){return P.tidy(()=>{let n=P.slice(e,[0,0],[-1,2]),c=P.slice(e,[0,2],[-1,2]),r=P.add(P.div(n,this.inputSizeTensor),this.anchorsTensor),A=P.div(c,this.doubleInputSizeTensor),_=P.mul(P.sub(r,A),this.inputSizeTensor),o=P.mul(P.add(r,A),this.inputSizeTensor);return P.concat2d([_,o],1)})}normalizeLandmarks(e,n){return P.tidy(()=>{let c=P.add(P.div(e.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return P.mul(c,this.inputSizeTensor)})}async getBoxes(e,n){let c=this.model.predict(e),r=c.squeeze();c.dispose();let A=P.tidy(()=>P.sigmoid(P.slice(r,[0,0],[-1,1])).squeeze()),_=A.dataSync(),o=P.slice(r,[0,1],[-1,4]),s=this.normalizeBoxes(o);o.dispose();let h=await P.image.nonMaxSuppressionAsync(s,_,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),x=h.arraySync();A.dispose(),h.dispose();let i=[];for(let y of x)if(_[y]>=n.hand.minConfidence){let m=P.slice(s,[y,0],[1,-1]),p=P.slice(r,[y,5],[1,14]),a=P.tidy(()=>this.normalizeLandmarks(p,y).reshape([-1,2]));p.dispose(),i.push({box:m,palmLandmarks:a,confidence:_[y]})}return r.dispose(),s.dispose(),i}async estimateHandBounds(e,n){let c=e.shape[1],r=e.shape[2],A=P.tidy(()=>e.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),_=await this.getBoxes(A,n);A.dispose();let o=[];if(!_||_.length===0)return o;for(let s of _){let h=s.box.dataSync(),x=h.slice(0,2),i=h.slice(2,4),y=s.palmLandmarks.arraySync();s.box.dispose(),s.palmLandmarks.dispose(),o.push(l0({startPoint:x,endPoint:i,palmLandmarks:y,confidence:s.confidence},[r/this.inputSize,c/this.inputSize]))}return o}};var c1=k(O());function zn(t){return t-2*Math.PI*Math.floor((t+Math.PI)/(2*Math.PI))}function d0(t,e){let n=Math.PI/2-Math.atan2(-(e[1]-t[1]),e[0]-t[0]);return zn(n)}var f0=(t,e)=>[[1,0,t],[0,1,e],[0,0,1]];function ie(t,e){let n=0;for(let c=0;cht([...A,1],n)),r=this.calculateLandmarksBoundingBox(c);return n1(r1(r),Rn)}getBoxForHandLandmarks(e){let n=this.calculateLandmarksBoundingBox(e),c=n1(r1(n),u0);c.palmLandmarks=[];for(let r=0;r[_[0]*(m[0]-this.inputSize/2),_[1]*(m[1]-this.inputSize/2),_[2]*m[2]]),s=st(c,[0,0]),h=o.map(m=>[...ht(m,s),m[2]]),x=p0(r),i=[...Se(n),1],y=[ie(i,x[0]),ie(i,x[1])];return h.map(m=>[m[0]+y[0],m[1]+y[1],m[2]])}async estimateHands(e,n){let 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T0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],P0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var D;async function ft(t){return D||(D=await ae.loadGraphModel(t.body.modelPath),D.width=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[2].size),D.height=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[1].size),t.debug&&g(`load model: ${t.body.modelPath.match(/\/(.*)\./)[1]}`)),D}async function mt(t,e){if(!D||!e.body.enabled)return null;let n={width:t.shape[2],height:t.shape[1]},c=ae.image.resizeBilinear(t,[D.width,D.height],!1),r=ae.div(c,[255]);c.dispose();let A;if(e.profile){let h=await ae.profile(()=>D.predict(r));A=h.result.find(x=>x.size===195||x.size===155).dataSync(),h.result.forEach(x=>x.dispose()),B("blazepose",h)}else{let h=await D.predict(r);A=h.find(x=>x.size===195||x.size===155).dataSync(),h.forEach(x=>x.dispose())}r.dispose();let _=[],o=A.length===195?T0:P0,s=5;for(let h=0;h{let r=(o,s)=>E.sub(o,E.mul(E.div(o,E.scalar(s,"int32")),E.scalar(s,"int32"))),A=E.reshape(t,[c*n]),_=E.max(A,0).dataSync()[0];if(_>e){let 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nn=["angry","disgust","fear","happy","sad","surprise","neutral"],se,S1=[],Ce=Number.MAX_SAFE_INTEGER,j1=[.2989,.587,.114];async function W1(e){return se||(se=await H.loadGraphModel(e.face.emotion.modelPath),e.debug&&g(`load model: ${e.face.emotion.modelPath.match(/\/(.*)\./)[1]}`)),se}async function Be(e,t){return se?Ce0?(Ce++,S1):(t.videoOptimized?Ce=0:Ce=Number.MAX_SAFE_INTEGER,new Promise(async n=>{let c=H.image.resizeBilinear(e,[se.inputs[0].shape[2],se.inputs[0].shape[1]],!1),[r,A,_]=H.split(c,3,3);c.dispose();let o=H.mul(r,j1[0]),s=H.mul(A,j1[1]),h=H.mul(_,j1[2]);r.dispose(),A.dispose(),_.dispose();let x=H.addN([o,s,h]);o.dispose(),s.dispose(),h.dispose();let i=H.tidy(()=>x.sub(.5).mul(2));x.dispose();let y=[];if(t.face.emotion.enabled){let m;if(t.profile){let p=await H.profile(()=>se.predict(i));m=p.result.dataSync(),p.result.dispose(),B("emotion",p)}else{let p=await se.predict(i);m=p.dataSync(),H.dispose(p)}for(let p=0;pt.face.emotion.minConfidence&&y.push({score:Math.min(.99,Math.trunc(100*m[p])/100),emotion:nn[p]});y.sort((p,a)=>a.score-p.score)}i.dispose(),S1=y,n(y)})):null}var W=k(O());var re;async function N1(e){return re||(re=await W.loadGraphModel(e.face.embedding.modelPath),e.debug&&g(`load model: ${e.face.embedding.modelPath.match(/\/(.*)\./)[1]}`)),re}function Zt(e,t,n=2){if(!e||!t||(e==null?void 0:e.length)===0||(t==null?void 0:t.length)===0||(e==null?void 0:e.length)!==(t==null?void 0:t.length))return 0;let c=e.map((A,_)=>Math.abs(e[_]-t[_])**n).reduce((A,_)=>A+_,0)**(1/n);return Math.max(Math.trunc(1e3*(1-c))/1e3,0)}function rn(e){return W.tidy(()=>{let n=[[.05,.15,.85,.85]],c=e.image||e.tensor;if(!(c instanceof W.Tensor))return null;let r=c.shape.length===3?W.image.cropAndResize(W.expandDims(c,0),n,[0],[re.inputs[0].shape[2],re.inputs[0].shape[1]]):W.image.cropAndResize(c,n,[0],[re.inputs[0].shape[2],re.inputs[0].shape[1]]),A=[.2989,.587,.114],[_,o,s]=W.split(r,3,3),h=W.mul(_,A[0]),x=W.mul(o,A[1]),i=W.mul(s,A[2]),y=W.addN([h,x,i]),m=W.stack([y,y,y],3).squeeze(4),p=m.sub(m.min());return p.div(p.max())})}async function O1(e,t){return re?new Promise(async n=>{let c=[];if(t.face.embedding.enabled){let r=rn(e);if(!t.profile)c=W.tidy(()=>[...re.predict(r).reshape([128,2]).logSumExp(1).dataSync()]);else{let A=await W.profile(()=>re.predict({img_inputs:r}));c=[...A.result.dataSync()],A.result.dispose(),B("emotion",A)}W.dispose(r)}n(c)}):[]}var k1={};ee(k1,{enhance:()=>V1,load:()=>I1,match:()=>Vt,predict:()=>Ke,similarity:()=>Z1});var F=k(O());var ce,Ye={age:0},Je=Number.MAX_SAFE_INTEGER;async function I1(e){return ce||(ce=await F.loadGraphModel(e.face.description.modelPath),e.debug&&g(`load model: 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Promise(async n=>{let c=V1(e),r,A={age:0,gender:"unknown",genderConfidence:0,descriptor:[]};if(!t.profile)t.face.description.enabled&&(r=await ce.predict(c));else{let _=t.face.description.enabled?await F.profile(()=>ce.predict(c)):{};r=_.result,B("faceres",_)}F.dispose(c),r&&(F.tidy(()=>{let _=r.find(i=>i.shape[1]===1).dataSync(),o=Math.trunc(200*Math.abs(_[0]-.5))/100;o>t.face.gender.minConfidence&&(A.gender=_[0]<=.5?"female":"male",A.genderConfidence=Math.min(.99,o));let s=r.find(i=>i.shape[1]===100).argMax(1).dataSync()[0],h=r.find(i=>i.shape[1]===100).dataSync();A.age=Math.round(h[s-1]>h[s+1]?10*s-100*h[s-1]:10*s+100*h[s+1])/10;let x=r.find(i=>i.shape[1]===1024);A.descriptor=[...x.dataSync()]}),r.forEach(_=>F.dispose(_))),Ye=A,n(A)})):null}var cn=(e,t)=>{let n=d=>d*180/Math.PI,c=d=>{let f=Math.sqrt(d[0]*d[0]+d[1]*d[1]+d[2]*d[2]);return d[0]/=f,d[1]/=f,d[2]/=f,d},r=(d,f)=>{let T=d[0]-f[0],S=d[1]-f[1],N=d[2]-f[2];return[T,S,N]},A=(d,f)=>{let T=d[1]*f[2]-d[2]*f[1],S=d[2]*f[0]-d[0]*f[2],N=d[0]*f[1]-d[1]*f[0];return[T,S,N]},_=d=>{let[f,T,S,N,u,w,b,v,R]=d,V,ye,Y;return N<1?N>-1?(Y=Math.asin(N),ye=Math.atan2(-b,f),V=Math.atan2(-w,u)):(Y=-Math.PI/2,ye=-Math.atan2(v,R),V=0):(Y=Math.PI/2,ye=Math.atan2(v,R),V=0),{pitch:2*-V,yaw:2*-ye,roll:2*-Y}},o=d=>{let f=(S,N,u,w)=>Math.atan2(w-N,u-S);return{pitch:f(d[10][1],d[10][2],d[152][1],d[152][2]),yaw:f(d[33][0],d[33][2],d[263][0],d[263][2]),roll:f(d[33][0],d[33][1],d[263][0],d[263][1])}},s=e.meshRaw;if(!s||s.length<300)return{angle:{pitch:0,yaw:0,roll:0},matrix:[1,0,0,0,1,0,0,0,1]};let h=Math.max(e.boxRaw[2]*t[0],e.boxRaw[3]*t[1])/1.5,x=[s[10],s[152],s[234],s[454]].map(d=>[d[0]*t[0]/h,d[1]*t[1]/h,d[2]]),i=c(r(x[1],x[0])),y=c(r(x[3],x[2])),m=c(A(y,i));y=A(i,m);let p=[y[0],y[1],y[2],i[0],i[1],i[2],m[0],m[1],m[2]];return{angle:_(p),matrix:p}},L1=async(e,t)=>{var x,i,y,m,p,a,d;let n,c,r,A,_,o,s=[];e.state="run:face",n=M();let h=await((x=e.models.face)==null?void 0:x.estimateFaces(t,e.config));if(e.perf.face=Math.trunc(M()-n),!h)return[];for(let f of h){if(e.analyze("Get Face"),!f.image||f.image.isDisposedInternal){g("Face object is disposed:",f.image);continue}let T=cn(f,[t.shape[2],t.shape[1]]);e.analyze("Start Age:"),e.config.async?c=e.config.face.age.enabled?Xe(f.image,e.config):{}:(e.state="run:age",n=M(),c=e.config.face.age.enabled?await Xe(f.image,e.config):{},e.perf.age=Math.trunc(M()-n)),e.analyze("Start Gender:"),e.config.async?r=e.config.face.gender.enabled?qe(f.image,e.config):{}:(e.state="run:gender",n=M(),r=e.config.face.gender.enabled?await qe(f.image,e.config):{},e.perf.gender=Math.trunc(M()-n)),e.analyze("Start Emotion:"),e.config.async?A=e.config.face.emotion.enabled?Be(f.image,e.config):{}:(e.state="run:emotion",n=M(),A=e.config.face.emotion.enabled?await Be(f.image,e.config):{},e.perf.emotion=Math.trunc(M()-n)),e.analyze("End Emotion:"),e.analyze("Start Embedding:"),e.config.async?_=e.config.face.embedding.enabled?O1(f,e.config):[]:(e.state="run:embedding",n=M(),_=e.config.face.embedding.enabled?await O1(f,e.config):[],e.perf.embedding=Math.trunc(M()-n)),e.analyze("End Embedding:"),e.analyze("Start Description:"),e.config.async?o=e.config.face.description.enabled?Ke(f,e.config):[]:(e.state="run:description",n=M(),o=e.config.face.description.enabled?await Ke(f.image,e.config):[],e.perf.embedding=Math.trunc(M()-n)),e.analyze("End Description:"),e.config.async&&([c,r,A,_,o]=await Promise.all([c,r,A,_,o])),e.analyze("Finish Face:"),!e.config.face.iris.enabled&&((i=f==null?void 0:f.annotations)==null?void 0:i.leftEyeIris)&&((y=f==null?void 0:f.annotations)==null?void 0:y.rightEyeIris)&&(delete f.annotations.leftEyeIris,delete f.annotations.rightEyeIris);let S=((m=f.annotations)==null?void 0:m.leftEyeIris)&&((p=f.annotations)==null?void 0:p.rightEyeIris)?11.7*Math.max(Math.abs(f.annotations.leftEyeIris[3][0]-f.annotations.leftEyeIris[1][0]),Math.abs(f.annotations.rightEyeIris[4][1]-f.annotations.rightEyeIris[2][1])):0;s.push({...f,age:o.age||c.age,gender:o.gender||r.gender,genderConfidence:o.genderConfidence||r.confidence,embedding:o.descriptor||_,emotion:A,iris:S!==0?Math.trunc(S)/100:0,rotation:T,tensor:e.config.face.detector.return?(a=f.image)==null?void 0:a.squeeze():null}),(d=f.image)==null||d.dispose(),e.analyze("End Face")}return e.analyze("End FaceMesh:"),e.config.async&&(e.perf.face&&delete e.perf.face,e.perf.age&&delete e.perf.age,e.perf.gender&&delete e.perf.gender,e.perf.emotion&&delete e.perf.emotion),s};var B1={};ee(B1,{MediaPipeFaceMesh:()=>J1,load:()=>K1,triangulation:()=>Ut,uvmap:()=>Dt});var Y1=k(O());var z=k(O()),Lt=6;function An(e){let t={strides:[e/16,e/8],anchors:[2,6]},n=[];for(let c=0;c({startEndTensor:e,startPoint:z.slice(e,[0,0],[-1,2]),endPoint:z.slice(e,[0,2],[-1,2])});function on(e,t,n){let c=z.slice(e,[0,1],[-1,2]),r=z.add(c,t),A=z.slice(e,[0,3],[-1,2]),_=z.div(A,n),o=z.div(r,n),s=z.div(_,2),h=z.sub(o,s),x=z.add(o,s),i=z.mul(h,n),y=z.mul(x,n);return z.concat2d([i,y],1)}var Ht=class{constructor(t,n){this.model=t,this.anchorsData=An(t.inputs[0].shape[1]),this.anchors=z.tensor2d(this.anchorsData),this.inputSize=t.inputs[0].shape[2],this.config=n}async getBoundingBoxes(t){if(!t||t.isDisposedInternal||t.shape.length!==4||t.shape[1]<1||t.shape[2]<1)return null;let[n,c,r]=z.tidy(()=>{let y=t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),m=this.model.predict(y),p;if(Array.isArray(m)){let T=m.sort((w,b)=>w.size-b.size),S=z.concat([T[0],T[2]],2),N=z.concat([T[1],T[3]],2);p=z.concat([N,S],1).squeeze(0)}else p=m.squeeze();let a=on(p,this.anchors,[this.inputSize,this.inputSize]),d=z.slice(p,[0,0],[-1,1]),f=z.sigmoid(d).squeeze();return[p,a,f]}),A=await z.image.nonMaxSuppressionAsync(c,r,this.config.face.detector.maxFaces,this.config.face.detector.iouThreshold,this.config.face.detector.scoreThreshold),_=A.arraySync();A.dispose();let s=_.map(i=>z.slice(c,[i,0],[1,-1])).map(i=>{let y=i.arraySync();return i.dispose(),y}),h=r.dataSync(),x=[];for(let i=0;ithis.config.face.detector.minConfidence){let p=_n(s[i]),a=this.anchorsData[y],d=z.tidy(()=>z.slice(n,[y,Lt-1],[1,-1]).squeeze().reshape([Lt,-1]));x.push({box:p,landmarks:d,anchor:a,confidence:m})}}return n.dispose(),c.dispose(),r.dispose(),{boxes:x,scaleFactor:[t.shape[2]/this.inputSize,t.shape[1]/this.inputSize]}}};async function Xt(e){let t=await z.loadGraphModel(e.face.detector.modelPath,{fromTFHub:e.face.detector.modelPath.includes("tfhub.dev")}),n=new Ht(t,e);return e.debug&&g(`load model: ${e.face.detector.modelPath.match(/\/(.*)\./)[1]}`),n}var q=k(O());var Ft=k(O());function qt(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],c=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]];return{startPoint:n,endPoint:c}}function Re(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function ue(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function be(e,t,n){let c=t.shape[1],r=t.shape[2],A=[[e.startPoint[1]/c,e.startPoint[0]/r,e.endPoint[1]/c,e.endPoint[0]/r]];return Ft.image.cropAndResize(t,A,[0],n)}function Ue(e,t=1.5){let n=ue(e),c=Re(e),r=[t*c[0]/2,t*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,landmarks:e.landmarks}}function De(e){let t=ue(e),n=Re(e),r=Math.max(...n)/2,A=[t[0]-r,t[1]-r],_=[t[0]+r,t[1]+r];return{startPoint:A,endPoint:_,landmarks:e.landmarks}}var Ge=[[1,0,0],[0,1,0],[0,0,1]];function sn(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function H1(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return sn(n)}function Ct(e,t){return[[1,0,e],[0,1,t],[0,0,1]]}function he(e,t){let n=0;for(let c=0;cEe[e]),dr=xn.map(e=>Ee[e]),fr=yn.map(e=>Ee[e]);var F1=Ae.leftEyeLower0,q1=Ae.rightEyeLower0,ge={leftBounds:[F1[0],F1[F1.length-1]],rightBounds:[q1[0],q1[q1.length-1]]},$e={count:468,mouth:13,symmetryLine:[13,Ae.midwayBetweenEyes[0]]},Kt={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},Te={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function e1(e,t,n,c){for(let r=0;r[A[0]/this.meshSize*(i[0]-this.meshSize/2),A[1]/this.meshSize*(i[1]-this.meshSize/2),i[2]]),o=c!==0?Qe(c,[0,0]):Ge,s=c!==0?_.map(i=>[...Jt(i,o),i[2]]):_,h=c!==0?Yt(r):Ge,x=[...ue({startPoint:n.startPoint,endPoint:n.endPoint}),1];return s.map(i=>[i[0]+he(x,h[0]),i[1]+he(x,h[1]),i[2]])}getLeftToRightEyeDepthDifference(t){let n=t[ge.leftBounds[0]][2],c=t[ge.rightBounds[0]][2];return n-c}getEyeBox(t,n,c,r,A=!1){let _=De(Ue(this.calculateLandmarksBoundingBox([t[c],t[r]]),this.irisEnlarge)),o=Re(_),s=q.image.cropAndResize(n,[[_.startPoint[1]/this.meshSize,_.startPoint[0]/this.meshSize,_.endPoint[1]/this.meshSize,_.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return A&&q.ENV.flags.IS_BROWSER&&(s=q.image.flipLeftRight(s)),{box:_,boxSize:o,crop:s}}getEyeCoords(t,n,c,r=!1){let A=[];for(let _=0;_{let h=_;return s===2?h=r:s===4&&(h=A),[o[0],o[1],h]})}async predict(t,n){let c=!1,r;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(r=await this.boundingBoxDetector.getBoundingBoxes(t),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||r&&r.boxes&&(!n.face.mesh.enabled||r.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let _ of r.boxes)this.storedBoxes.push({startPoint:_.box.startPoint.dataSync(),endPoint:_.box.endPoint.dataSync(),landmarks:_.landmarks,confidence:_.confidence});this.storedBoxes.length>0&&(c=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),c){if(!r||!r.boxes||r.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let _=0;_{_.box.startPoint.dispose(),_.box.endPoint.dispose(),_.landmarks.dispose()});let A=q.tidy(()=>this.storedBoxes.map((_,o)=>{let s=_.confidence,h,x=0,i;if(n.face.detector.rotation&&n.face.mesh.enabled&&q.ENV.flags.IS_BROWSER){let[u,w]=_.landmarks.length>=$e.count?$e.symmetryLine:Kt.symmetryLine;x=H1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/t.shape[2],b[1]/t.shape[1]],R=q.image.rotateWithOffset(t,x,0,v);i=Qe(-x,b),n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.boxSize,this.boxSize]).div(255)}else{i=Ge;let u=t.clone();n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:_,faceConfidence:null,boxConfidence:s,confidence:_.confidence,image:h};let[,y,m]=this.meshDetector.predict(h),p=y.dataSync()[0];if(p=$e.count?$e.symmetryLine:Kt.symmetryLine;x=H1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/t.shape[2],b[1]/t.shape[1]],R=q.image.rotateWithOffset(t,x,0,v);i=Qe(-x,b),h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255)}let S={coords:T,box:_,faceConfidence:p,boxConfidence:s,image:h,rawCoords:d},N=De(_);return this.storedBoxes[o]={...N,landmarks:f,confidence:_.confidence,faceConfidence:p},S}));return A=A.filter(_=>_!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(_=>_.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=A.length,A}calculateLandmarksBoundingBox(t){let n=t.map(_=>_[0]),c=t.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A,landmarks:t}}};var J1=class{constructor(t,n,c,r){this.facePipeline=new C1(t,n,c),this.config=r}async estimateFaces(t,n){let c=await this.facePipeline.predict(t,n),r=[];for(let A of c||[]){if(A.isDisposedInternal)continue;let _=A.coords?A.coords.arraySync():[],o=_.map(i=>[i[0]/t.shape[2],i[1]/t.shape[1],i[2]/this.facePipeline.meshSize]),s={};if(_&&_.length>0)for(let i of Object.keys(Ae))s[i]=Ae[i].map(y=>_[y]);let h=A.box?[Math.max(0,A.box.startPoint[0]),Math.max(0,A.box.startPoint[1]),Math.min(t.shape[2],A.box.endPoint[0])-Math.max(0,A.box.startPoint[0]),Math.min(t.shape[1],A.box.endPoint[1])-Math.max(0,A.box.startPoint[1])]:0,x=A.box?[A.box.startPoint[0]/t.shape[2],A.box.startPoint[1]/t.shape[1],(A.box.endPoint[0]-A.box.startPoint[0])/t.shape[2],(A.box.endPoint[1]-A.box.startPoint[1])/t.shape[1]]:[];r.push({confidence:A.faceConfidence||A.boxConfidence||0,boxConfidence:A.boxConfidence,faceConfidence:A.faceConfidence,box:h,boxRaw:x,mesh:_,meshRaw:o,annotations:s,image:A.image?A.image.clone():null}),A.coords&&A.coords.dispose(),A.image&&A.image.dispose()}return r}},fe=[null,null,null];async function K1(e){fe=await Promise.all([!fe[0]&&e.face.enabled?Xt(e):null,!fe[1]&&e.face.mesh.enabled?Y1.loadGraphModel(e.face.mesh.modelPath,{fromTFHub:e.face.mesh.modelPath.includes("tfhub.dev")}):null,!fe[2]&&e.face.iris.enabled?Y1.loadGraphModel(e.face.iris.modelPath,{fromTFHub:e.face.iris.modelPath.includes("tfhub.dev")}):null]);let t=new J1(fe[0],fe[1],fe[2],e);return e.face.mesh.enabled&&e.debug&&g(`load model: ${e.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),e.face.iris.enabled&&e.debug&&g(`load model: ${e.face.iris.modelPath.match(/\/(.*)\./)[1]}`),t}var Ut=de,Dt=Ee;var ct={};ee(ct,{PoseNet:()=>At,load:()=>_t});var w0=k(O());var Gt=k(O());function wn(e){let[t,n,c,r]=e;return{offsets:t,heatmap:n,displacementFwd:c,displacementBwd:r}}var U1=class{constructor(t){this.model=t}predict(t){return Gt.tidy(()=>{let c=t.toFloat().div(127.5).sub(1).expandDims(0),A=this.model.predict(c).map(o=>o.squeeze([0])),_=wn(A);return{heatmapScores:_.heatmap.sigmoid(),offsets:_.offsets,displacementFwd:_.displacementFwd,displacementBwd:_.displacementBwd}})}dispose(){this.model.dispose()}};function D1(e){return Math.floor(e/2)}var G1=class{constructor(t,n){this.priorityQueue=new Array(t),this.numberOfElements=-1,this.getElementValue=n}enqueue(t){this.priorityQueue[++this.numberOfElements]=t,this.swim(this.numberOfElements)}dequeue(){let t=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,t}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(t){for(;t>0&&this.less(D1(t),t);)this.exchange(t,D1(t)),t=D1(t)}sink(t){for(;2*t<=this.numberOfElements;){let n=2*t;if(nt){s=!1;break}if(!s)break}return s}function Qt(e,t,n){let[c,r,A]=n.shape,_=new G1(c*r*A,({score:o})=>o);for(let o=0;o(e[t]=n,e),{}),dn=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],jr=dn.map(([e,t])=>[Se[e],Se[t]]),$t=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function Q1(e,t,n,c){return{y:c.get(e,t,n),x:c.get(e,t,n+ve)}}function t1(e,t,n){let{heatmapY:c,heatmapX:r,id:A}=e,{y:_,x:o}=Q1(c,r,A,n);return{x:e.heatmapX*t+o,y:e.heatmapY*t+_}}function $1(e,t,n){return en?n:e}function e0(e,t,n,c){let r=n-e,A=c-t;return r*r+A*A}function et(e,t){return{x:e.x+t.x,y:e.y+t.y}}var K=k(O());function t0(e,t){let n=t.shape[0],c=new Float32Array(n);for(let r=0;re.toTensor().mul(K.scalar(t,"int32")).toFloat().add(mn(e,n)))}function pn(e,t){return K.tidy(()=>{let n=e.div(K.scalar(t,"int32"));return e.sub(n.mul(K.scalar(t,"int32")))})}function r0(e){let[t,n,c]=e.shape;return K.tidy(()=>{let A=e.reshape([t*n,c]).argMax(0),_=A.div(K.scalar(n,"int32")).expandDims(1),o=pn(A,n).expandDims(1);return K.concat([_,o],1)})}var c0=$t.map(([e,t])=>[Se[e],Se[t]]),tt=c0.map(([,e])=>e),A0=c0.map(([e])=>e),un=16;function bn(e,t,n){let c=n.shape[2]/2;return{y:n.get(t.y,t.x,e),x:n.get(t.y,t.x,c+e)}}function nt(e,t,n,c){return{y:$1(Math.round(e.y/t),0,n-1),x:$1(Math.round(e.x/t),0,c-1)}}function _0(e,t,n,c,r,A,_,o=2){let[s,h]=c.shape,x=nt(t.position,A,s,h),i=bn(e,x,_),m=et(t.position,i);for(let d=0;d=0;--y){let m=tt[y],p=A0[y];s[m]&&!s[p]&&(s[p]=_0(y,s[m],p,t,n,c,A))}for(let y=0;y(c+=p,{position:{y:x.get(a,0),x:x.get(a,1)},part:Pe[a],score:p})),m=y.filter(p=>p.score>n);return r.dispose(),h.dispose(),{keypoints:m,score:c/y.length}}var gn=1,h0=16;function i0(e,t,{x:n,y:c},r){return e.some(({keypoints:A})=>{let _=A[r].position;return e0(c,n,_.y,_.x)<=t})}function Tn(e,t,n){return n.reduce((r,{position:A,score:_},o)=>(i0(e,t,A,o)||(r+=_),r),0)/n.length}function a0(e,t,n,c,r,A,_){let o=[],s=Qt(_,gn,e),h=r^2;for(;o.length_&&o.push({keypoints:y,score:m})}return o}async function x0(e){return Promise.all(e.map(t=>t.buffer()))}function Pn(e,t,n){return{score:e.score,keypoints:e.keypoints.map(({score:c,part:r,position:A})=>({score:c,part:r,position:{x:Math.trunc(A.x*n),y:Math.trunc(A.y*t)}}))}}function y0(e,[t,n]){let c=e.squeeze(0),r=c.resizeBilinear([t,n]);return c.dispose(),r}function rt(e,[t,n],[c,r]){return e.map(_=>Pn(_,t/c,n/r))}async function vn(e,t,n,c){return new Promise(async r=>{let A=await x0([t.heatmapScores,t.offsets,t.displacementFwd,t.displacementBwd]),_=A[0],o=A[1],s=A[2],h=A[3],x=await a0(_,o,s,h,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),i=rt(x,[e.shape[1],e.shape[2]],[c,c]);r(i)})}async function zn(e,t,n,c){return new Promise(async r=>{let A=await s0(t.heatmapScores,t.offsets,n.body.scoreThreshold),_=rt([A],[e.shape[1],e.shape[2]],[c,c]);r(_)})}var At=class{constructor(t){this.baseModel=t,this.inputSize=t.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(t,n){let c=y0(t,[this.inputSize,this.inputSize]),r=this.baseModel.predict(c,n),A=n.body.maxDetections<2?await zn(t,r,n,this.inputSize):await vn(t,r,n,this.inputSize);return r.heatmapScores.dispose(),r.offsets.dispose(),r.displacementFwd.dispose(),r.displacementBwd.dispose(),c.dispose(),A}dispose(){this.baseModel.dispose()}};async function _t(e){let t=await w0.loadGraphModel(e.body.modelPath),n=new U1(t);return e.debug&&g(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`),new At(n)}var at={};ee(at,{HandPose:()=>wt,load:()=>lt});var xt=k(O());var P=k(O());var l0=k(O());function n1(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function je(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function d0(e,t,n){let c=t.shape[1],r=t.shape[2],A=[[e.startPoint[1]/c,e.startPoint[0]/r,e.endPoint[1]/c,e.endPoint[0]/r]];return l0.image.cropAndResize(t,A,[0],n)}function f0(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],c=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]],r=e.palmLandmarks.map(A=>[A[0]*t[0],A[1]*t[1]]);return{startPoint:n,endPoint:c,palmLandmarks:r,confidence:e.confidence}}function r1(e,t=1.5){let n=je(e),c=n1(e),r=[t*c[0]/2,t*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,palmLandmarks:e.palmLandmarks}}function c1(e){let t=je(e),n=n1(e),r=Math.max(...n)/2,A=[t[0]-r,t[1]-r],_=[t[0]+r,t[1]+r];return{startPoint:A,endPoint:_,palmLandmarks:e.palmLandmarks}}var ot=class{constructor(t,n,c){this.model=t,this.anchors=c.map(r=>[r.x_center,r.y_center]),this.anchorsTensor=P.tensor2d(this.anchors),this.inputSize=n,this.inputSizeTensor=P.tensor1d([n,n]),this.doubleInputSizeTensor=P.tensor1d([n*2,n*2])}normalizeBoxes(t){return P.tidy(()=>{let n=P.slice(t,[0,0],[-1,2]),c=P.slice(t,[0,2],[-1,2]),r=P.add(P.div(n,this.inputSizeTensor),this.anchorsTensor),A=P.div(c,this.doubleInputSizeTensor),_=P.mul(P.sub(r,A),this.inputSizeTensor),o=P.mul(P.add(r,A),this.inputSizeTensor);return P.concat2d([_,o],1)})}normalizeLandmarks(t,n){return P.tidy(()=>{let c=P.add(P.div(t.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return P.mul(c,this.inputSizeTensor)})}async getBoxes(t,n){let c=this.model.predict(t),r=c.squeeze();c.dispose();let A=P.tidy(()=>P.sigmoid(P.slice(r,[0,0],[-1,1])).squeeze()),_=A.dataSync(),o=P.slice(r,[0,1],[-1,4]),s=this.normalizeBoxes(o);o.dispose();let h=await P.image.nonMaxSuppressionAsync(s,_,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),x=h.arraySync();A.dispose(),h.dispose();let i=[];for(let y of x)if(_[y]>=n.hand.minConfidence){let m=P.slice(s,[y,0],[1,-1]),p=P.slice(r,[y,5],[1,14]),a=P.tidy(()=>this.normalizeLandmarks(p,y).reshape([-1,2]));p.dispose(),i.push({box:m,palmLandmarks:a,confidence:_[y]})}return r.dispose(),s.dispose(),i}async estimateHandBounds(t,n){let c=t.shape[1],r=t.shape[2],A=P.tidy(()=>t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),_=await this.getBoxes(A,n);A.dispose();let o=[];if(!_||_.length===0)return o;for(let s of _){let h=s.box.dataSync(),x=h.slice(0,2),i=h.slice(2,4),y=s.palmLandmarks.arraySync();s.box.dispose(),s.palmLandmarks.dispose(),o.push(f0({startPoint:x,endPoint:i,palmLandmarks:y,confidence:s.confidence},[r/this.inputSize,c/this.inputSize]))}return o}};var A1=k(O());function Mn(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function m0(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return Mn(n)}var p0=(e,t)=>[[1,0,e],[0,1,t],[0,0,1]];function ie(e,t){let n=0;for(let c=0;cht([...A,1],n)),r=this.calculateLandmarksBoundingBox(c);return r1(c1(r),En)}getBoxForHandLandmarks(t){let n=this.calculateLandmarksBoundingBox(t),c=r1(c1(n),g0);c.palmLandmarks=[];for(let r=0;r[_[0]*(m[0]-this.inputSize/2),_[1]*(m[1]-this.inputSize/2),_[2]*m[2]]),s=st(c,[0,0]),h=o.map(m=>[...ht(m,s),m[2]]),x=b0(r),i=[...je(n),1],y=[ie(i,x[0]),ie(i,x[1])];return h.map(m=>[m[0]+y[0],m[1]+y[1],m[2]])}async estimateHands(t,n){let c=!1,r;(this.skipped===0||this.skipped>n.hand.skipFrames||!n.hand.landmarks||!n.videoOptimized)&&(r=await this.handDetector.estimateHandBounds(t,n),this.skipped=0),n.videoOptimized&&this.skipped++,r&&r.length>0&&(r.length!==this.detectedHands&&this.detectedHands!==n.hand.maxHands||!n.hand.landmarks)&&(this.detectedHands=0,this.storedBoxes=[...r],this.storedBoxes.length>0&&(c=!0));let A=[];n.hand.skipInitial&&this.detectedHands===0&&(this.skipped=0);for(let _=0;_=n.hand.minConfidence){let S=A1.reshape(f,[-1,3]),N=S.arraySync();f.dispose(),S.dispose();let u=this.transformRawCoords(N,m,s,y),w=this.getBoxForHandLandmarks(u);this.storedBoxes[_]=w;let b={landmarks:u,confidence:T,box:{topLeft:w.startPoint,bottomRight:w.endPoint}};A.push(b)}else this.storedBoxes[_]=null;f.dispose()}else{let s=r1(c1(o),g0),h={confidence:o.confidence,box:{topLeft:s.startPoint,bottomRight:s.endPoint}};A.push(h)}}return this.storedBoxes=this.storedBoxes.filter(_=>_!==null),this.detectedHands=A.length,A}calculateLandmarksBoundingBox(t){let n=t.map(_=>_[0]),c=t.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A}}};var 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v0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],z0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var D;async function ft(e){return D||(D=await ae.loadGraphModel(e.body.modelPath),D.width=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[2].size),D.height=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[1].size),e.debug&&g(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`)),D}async function mt(e,t){if(!D||!t.body.enabled)return null;let n={width:e.shape[2],height:e.shape[1]},c=ae.image.resizeBilinear(e,[D.width,D.height],!1),r=ae.div(c,[255]);c.dispose();let A;if(t.profile){let h=await ae.profile(()=>D.predict(r));A=h.result.find(x=>x.size===195||x.size===155).dataSync(),h.result.forEach(x=>x.dispose()),B("blazepose",h)}else{let h=await D.predict(r);A=h.find(x=>x.size===195||x.size===155).dataSync(),h.forEach(x=>x.dispose())}r.dispose();let _=[],o=A.length===195?v0:z0,s=5;for(let h=0;h{let r=(o,s)=>E.sub(o,E.mul(E.div(o,E.scalar(s,"int32")),E.scalar(s,"int32"))),A=E.reshape(e,[c*n]),_=E.max(A,0).dataSync()[0];if(_>t){let 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c=0;c_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),je(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),A.length===4&&Mt(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftKnee"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftAnkle"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftHeel"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftFoot"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),je(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightKnee"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightAnkle"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightHeel"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightFoot"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),je(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftElbow"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftWrist"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="leftPalm"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),je(n,A),A.length=0,r=e[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightElbow"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightWrist"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=e[c].keypoints.find(_=>_.part==="rightPalm"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),je(n,A)}}}}async function N0(t,e){if(!e||!t||!(t instanceof HTMLCanvasElement))return;let n=t.getContext("2d");if(!!n){n.lineJoin="round",n.font=l.font;for(let c of e){if(l.drawBoxes&&(n.strokeStyle=l.color,n.fillStyle=l.color,l.useRawBoxes?ze(n,t.width*c.boxRaw[0],t.height*c.boxRaw[1],t.width*c.boxRaw[2],t.height*c.boxRaw[3]):ze(n,c.box[0],c.box[1],c.box[2],c.box[3]),l.drawLabels&&(l.shadowColor&&l.shadowColor!==""&&(n.fillStyle=l.shadowColor,n.fillText("hand",c.box[0]+3,1+c.box[1]+l.lineHeight,c.box[2])),n.fillStyle=l.labelColor,n.fillText("hand",c.box[0]+2,0+c.box[1]+l.lineHeight,c.box[2])),n.stroke()),l.drawPoints&&c.landmarks&&c.landmarks.length>0)for(let r of c.landmarks)n.fillStyle=l.useDepth?`rgba(${127.5+2*r[2]}, ${127.5-2*r[2]}, 255, 0.5)`:l.color,a1(n,r[0],r[1]);if(l.drawPolygons){let r=A=>{if(!!A)for(let 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n=t.getContext("2d");n==null||n.drawImage(t,0,0)}async function In(t,e){!e||!t||t instanceof HTMLCanvasElement&&(j0(t,e.face),W0(t,e.body),N0(t,e.hand),S0(t,e.gesture),O0(t,e.object))}var x1=` +`)}var a1=2048,I=null,X=null,Z=null;function vt(e,t){let n;if(!e)throw new Error("Human: Input is missing");if(!(e instanceof $.Tensor)&&!(e instanceof ImageData)&&!(e instanceof ImageBitmap)&&!(e instanceof HTMLVideoElement)&&!(e instanceof HTMLCanvasElement)&&!(e instanceof OffscreenCanvas))throw new Error("Human: Input type is not recognized");if(e instanceof $.Tensor)n=$.clone(e);else{let r=e.naturalWidth||e.videoWidth||e.width||e.shape&&e.shape[1]>0,A=e.naturalHeight||e.videoHeight||e.height||e.shape&&e.shape[2]>0,_=r,o=A;if(_>a1&&(_=a1,o=_*A/r),o>a1&&(o=a1,_=o*r/A),t.filter.width>0?_=t.filter.width:t.filter.height>0&&(_=r*(t.filter.height/A)),t.filter.height>0?o=t.filter.height:t.filter.width>0&&(o=A*(t.filter.width/r)),!_||!o)throw new Error("Human: Input cannot determine 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j={backend:"webgl",wasmPath:"../assets/",debug:!0,async:!0,profile:!1,deallocate:!1,scoped:!1,videoOptimized:!0,warmup:"face",filter:{enabled:!0,width:0,height:0,return:!0,brightness:0,contrast:0,sharpness:0,blur:0,saturation:0,hue:0,negative:!1,sepia:!1,vintage:!1,kodachrome:!1,technicolor:!1,polaroid:!1,pixelate:0},gesture:{enabled:!0},face:{enabled:!0,detector:{modelPath:"../models/blazeface-back.json",rotation:!1,maxFaces:10,skipFrames:21,skipInitial:!1,minConfidence:.2,iouThreshold:.1,scoreThreshold:.2,return:!1},mesh:{enabled:!0,modelPath:"../models/facemesh.json"},iris:{enabled:!0,modelPath:"../models/iris.json"},description:{enabled:!0,modelPath:"../models/faceres.json",skipFrames:31},emotion:{enabled:!0,minConfidence:.1,skipFrames:32,modelPath:"../models/emotion.json"},age:{enabled:!1,modelPath:"../models/age.json",skipFrames:33},gender:{enabled:!1,minConfidence:.1,modelPath:"../models/gender.json",skipFrames:34},embedding:{enabled:!1,modelPath:"../models/mobileface.json"}},body:{enabled:!0,modelPath:"../models/posenet.json",maxDetections:10,scoreThreshold:.3,nmsRadius:20},hand:{enabled:!0,rotation:!1,skipFrames:12,skipInitial:!1,minConfidence:.1,iouThreshold:.1,scoreThreshold:.5,maxHands:1,landmarks:!0,detector:{modelPath:"../models/handdetect.json"},skeleton:{modelPath:"../models/handskeleton.json"}},object:{enabled:!1,modelPath:"../models/nanodet.json",minConfidence:.2,iouThreshold:.4,maxResults:10,skipFrames:41}};var l={color:"rgba(173, 216, 230, 0.3)",labelColor:"rgba(173, 216, 230, 1)",shadowColor:"black",font:'small-caps 16px "Segoe UI"',lineHeight:20,lineWidth:6,pointSize:2,roundRect:28,drawPoints:!1,drawLabels:!0,drawBoxes:!0,drawPolygons:!0,fillPolygons:!1,useDepth:!0,useCurves:!1,bufferedOutput:!1,useRawBoxes:!1};function x1(e,t,n,c=null){e.fillStyle=l.useDepth&&c?`rgba(${127.5+2*(c||0)}, ${127.5-2*(c||0)}, 255, 0.3)`:l.color,e.beginPath(),e.arc(t,n,l.pointSize,0,2*Math.PI),e.fill()}function ze(e,t,n,c,r){if(e.beginPath(),l.useCurves){let A=(t+t+c)/2,_=(n+n+r)/2;e.ellipse(A,_,c/2,r/2,0,0,2*Math.PI)}else e.lineWidth=l.lineWidth,e.moveTo(t+l.roundRect,n),e.lineTo(t+c-l.roundRect,n),e.quadraticCurveTo(t+c,n,t+c,n+l.roundRect),e.lineTo(t+c,n+r-l.roundRect),e.quadraticCurveTo(t+c,n+r,t+c-l.roundRect,n+r),e.lineTo(t+l.roundRect,n+r),e.quadraticCurveTo(t,n+r,t,n+r-l.roundRect),e.lineTo(t,n+l.roundRect),e.quadraticCurveTo(t,n,t+l.roundRect,n),e.closePath();e.stroke()}function 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c=0;c_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),We(n,A),A.length=0,r=t[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),A.length===4&&Mt(n,A),A.length=0,r=t[c].keypoints.find(_=>_.part==="leftHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftKnee"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftAnkle"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftHeel"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftFoot"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),We(n,A),A.length=0,r=t[c].keypoints.find(_=>_.part==="rightHip"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightKnee"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightAnkle"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightHeel"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightFoot"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),We(n,A),A.length=0,r=t[c].keypoints.find(_=>_.part==="leftShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftElbow"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftWrist"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="leftPalm"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),We(n,A),A.length=0,r=t[c].keypoints.find(_=>_.part==="rightShoulder"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightElbow"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightWrist"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),r=t[c].keypoints.find(_=>_.part==="rightPalm"),r&&r.score>j.body.scoreThreshold&&A.push([r.position.x,r.position.y]),We(n,A)}}}}async 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loaded"}return null});Oe.set(this,async(e=!1)=>{if(this.config.backend&&this.config.backend!==""&&e||this.tf.getBackend()!==this.config.backend){let n=M();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&g("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&g("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let c=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),r=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&g(`wasm execution: ${c?"SIMD":"no SIMD"} ${r?"multithreaded":"singlethreaded"}`),c||g("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&It();try{await this.tf.setBackend(this.config.backend)}catch(c){g("error: cannot set backend:",this.config.backend,c)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(g("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let c=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&g(`gl version:${c.getParameter(c.VERSION)} renderer:${c.getParameter(c.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(M()-n)}});l1.set(this,async()=>{let e=(r,A="application/octet-stream")=>fetch(`data:${A};base64,${r}`).then(_=>_.blob()),n,c;switch(this.config.warmup){case"face":n=await e(x1);break;case"full":n=await e(y1);break;default:n=null}if(n){let r=await createImageBitmap(n);c=await this.detect(r,this.config),r.close()}return c});d1.set(this,async()=>new Promise(e=>{let n,c=0;switch(this.config.warmup){case"face":c=256,n="data:image/jpeg;base64,"+x1;break;case"full":case"body":c=1200,n="data:image/jpeg;base64,"+y1;break;default:n=null}let r=new Image;r.onload=async()=>{let A=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(c,c):document.createElement("canvas");A.width=r.naturalWidth,A.height=r.naturalHeight;let _=A.getContext("2d");_==null||_.drawImage(r,0,0);let o=await this.detect(A,this.config);e(o)},n?r.src=n:e(null)}));f1.set(this,async()=>{let e=_=>Buffer.from(_,"base64"),n=this.config.warmup==="face"?e(x1):e(y1),c=Rt.node.decodeJpeg(n),r=c.expandDims(0);this.tf.dispose(c);let A=await this.detect(r,this.config);return this.tf.dispose(r),A});this.tf=Rt,this.draw=zt,this.version=k0,this.config=pe(j,e),this.state="idle",le(this,Me,0),le(this,We,!1),le(this,Ne,!1),le(this,me,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>vt(n,this.config),this.classes={facemesh:B1,age:b1,gender:T1,emotion:R1,faceres:O1,body:this.config.body.modelPath.includes("posenet")?ct:dt,hand:at,nanodet:bt},this.sysinfo=Nt()}profileData(){return this.config.profile?Ze:{}}similarity(e,n){return this.config.face.description.enabled?I1(e,n):this.config.face.embedding.enabled?Zt(e,n):0}enhance(e){return Z1(e)}match(e,n,c=0){return Lt(e,n,c)}async load(e={}){this.state="load";let n=M();e&&(this.config=pe(this.config,e)),U(this,me)&&(this.config.debug&&g(`version: ${this.version}`),this.config.debug&&g(`tfjs version: ${this.tf.version_core}`),this.config.debug&&g("platform:",this.sysinfo.platform),this.config.debug&&g("agent:",this.sysinfo.agent),await U(this,Oe).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&g("configuration:",this.config),this.config.debug&&g("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?K1(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?g1(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?M1(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?j1(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?W1(this.config):null),this.models.handpose||(this.config.hand.enabled?lt(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?_t(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?ft(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?pt(this.config):null),this.models.nanodet||(this.config.object.enabled?Tt(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?k1(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await K1(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await g1(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await M1(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await j1(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await W1(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await lt(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await _t(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await ft(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await pt(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await Tt(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await k1(this.config))),U(this,me)&&(this.config.debug&&g("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),le(this,me,!1));let c=Math.trunc(M()-n);c>(this.perf.load||0)&&(this.perf.load=c)}async detect(e,n={}){return new Promise(async c=>{var a,d,f,T;this.state="config";let r;this.config=pe(this.config,n),this.state="check";let A=U(this,w1).call(this,e);A&&(g(A,e),c({error:A}));let _=M();await U(this,Oe).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),r=M();let o=vt(e,this.config);if(!o||!o.tensor){g("could not convert input to tensor"),c({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(M()-r),this.analyze("Get Image:");let s,h,x,i,y;this.config.async?(x=this.config.face.enabled?L1(this,o.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",r=M(),x=this.config.face.enabled?await L1(this,o.tensor):[],y=Math.trunc(M()-r),y>0&&(this.perf.face=y)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?(a=this.models.posenet)==null?void 0:a.estimatePoses(o.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?ut(o.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",r=M(),this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?await((d=this.models.posenet)==null?void 0:d.estimatePoses(o.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?await mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?await ut(o.tensor,this.config):[]),y=Math.trunc(M()-r),y>0&&(this.perf.body=y)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(h=this.config.hand.enabled?(f=this.models.handpose)==null?void 0:f.estimateHands(o.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",r=M(),h=this.config.hand.enabled?await((T=this.models.handpose)==null?void 0:T.estimateHands(o.tensor,this.config)):[],y=Math.trunc(M()-r),y>0&&(this.perf.hand=y)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(i=this.config.object.enabled?Pt(o.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",r=M(),i=this.config.object.enabled?await Pt(o.tensor,this.config):[],y=Math.trunc(M()-r),y>0&&(this.perf.object=y)),this.analyze("End Object:"),this.config.async&&([x,s,h,i]=await Promise.all([x,s,h,i])),o.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let m=[];this.config.gesture.enabled&&(r=M(),m=[...z0(x),...v0(s),...R0(h),...M0(x)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(M()-r)),this.perf.total=Math.trunc(M()-_),this.state="idle";let p={face:x,body:s,hand:h,gesture:m,object:i,performance:this.perf,canvas:o.canvas};c(p)})}async warmup(e={}){let n=M();e&&(this.config=pe(this.config,e));let c=this.config.videoOptimized;this.config.videoOptimized=!1;let r;typeof createImageBitmap=="function"?r=await U(this,l1).call(this):typeof Image!="undefined"?r=await U(this,d1).call(this):r=await U(this,f1).call(this),this.config.videoOptimized=c;let A=M();return this.config.debug&&g("Warmup",this.config.warmup,Math.round(A-n),"ms",r),r}};Me=new WeakMap,We=new WeakMap,Ne=new WeakMap,me=new WeakMap,w1=new WeakMap,Oe=new WeakMap,l1=new WeakMap,d1=new WeakMap,f1=new WeakMap;0&&(module.exports={Human}); +2Q==`;var Z0="1.2.5";var Me,Ne,Oe,me,l1,ke,d1,f1,m1,V0=class{constructor(t={}){Me.set(this,void 0);Ne.set(this,void 0);Oe.set(this,void 0);me.set(this,void 0);this.analyze=(...t)=>{if(!U(this,Ne))return;let n=this.tf.engine().state.numTensors,c=U(this,Me);le(this,Me,n);let r=n-c;r!==0&&g(...t,r)};l1.set(this,t=>{if(!U(this,Oe))return null;if(!t)return"input is not defined";if(this.tf.ENV.flags.IS_NODE&&!(t instanceof Rt.Tensor))return"input must be a tensor";try{this.tf.getBackend()}catch(n){return"backend not loaded"}return null});ke.set(this,async(t=!1)=>{if(this.config.backend&&this.config.backend!==""&&t||this.tf.getBackend()!==this.config.backend){let n=M();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&g("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&g("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let c=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),r=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&g(`wasm execution: ${c?"SIMD":"no SIMD"} ${r?"multithreaded":"singlethreaded"}`),c||g("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&It();try{await this.tf.setBackend(this.config.backend)}catch(c){g("error: cannot set backend:",this.config.backend,c)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(g("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let c=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&g(`gl version:${c.getParameter(c.VERSION)} renderer:${c.getParameter(c.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(M()-n)}});d1.set(this,async()=>{let t=(r,A="application/octet-stream")=>fetch(`data:${A};base64,${r}`).then(_=>_.blob()),n,c;switch(this.config.warmup){case"face":n=await t(y1);break;case"full":n=await t(w1);break;default:n=null}if(n){let r=await createImageBitmap(n);c=await this.detect(r,this.config),r.close()}return c});f1.set(this,async()=>new Promise(t=>{let n,c=0;switch(this.config.warmup){case"face":c=256,n="data:image/jpeg;base64,"+y1;break;case"full":case"body":c=1200,n="data:image/jpeg;base64,"+w1;break;default:n=null}let r=new Image;r.onload=async()=>{let A=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(c,c):document.createElement("canvas");A.width=r.naturalWidth,A.height=r.naturalHeight;let _=A.getContext("2d");_==null||_.drawImage(r,0,0);let o=await this.detect(A,this.config);t(o)},n?r.src=n:t(null)}));m1.set(this,async()=>{let t=_=>Buffer.from(_,"base64"),n=this.config.warmup==="face"?t(y1):t(w1),c=Rt.node.decodeJpeg(n),r=c.expandDims(0);this.tf.dispose(c);let A=await this.detect(r,this.config);return this.tf.dispose(r),A});this.tf=Rt,this.draw=zt,this.version=Z0,this.config=pe(j,t),this.state="idle",le(this,Me,0),le(this,Ne,!1),le(this,Oe,!1),le(this,me,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>vt(n,this.config),this.classes={facemesh:B1,age:g1,gender:P1,emotion:E1,faceres:k1,body:this.config.body.modelPath.includes("posenet")?ct:dt,hand:at,nanodet:bt},this.faceTriangulation=Ut,this.faceUVMap=Dt,this.sysinfo=Nt()}profileData(){return this.config.profile?Ve:{}}similarity(t,n){return this.config.face.description.enabled?Z1(t,n):this.config.face.embedding.enabled?Zt(t,n):0}enhance(t){return V1(t)}match(t,n,c=0){return Vt(t,n,c)}async load(t={}){this.state="load";let n=M();t&&(this.config=pe(this.config,t)),U(this,me)&&(this.config.debug&&g(`version: ${this.version}`),this.config.debug&&g(`tfjs version: ${this.tf.version_core}`),this.config.debug&&g("platform:",this.sysinfo.platform),this.config.debug&&g("agent:",this.sysinfo.agent),await U(this,ke).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&g("configuration:",this.config),this.config.debug&&g("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?K1(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?T1(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?R1(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?W1(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?N1(this.config):null),this.models.handpose||(this.config.hand.enabled?lt(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?_t(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?ft(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?pt(this.config):null),this.models.nanodet||(this.config.object.enabled?Tt(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?I1(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await K1(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await T1(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await R1(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await W1(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await N1(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await lt(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await _t(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await ft(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await pt(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await Tt(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await I1(this.config))),U(this,me)&&(this.config.debug&&g("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),le(this,me,!1));let c=Math.trunc(M()-n);c>(this.perf.load||0)&&(this.perf.load=c)}async detect(t,n={}){return new Promise(async c=>{var a,d,f,T;this.state="config";let r;this.config=pe(this.config,n),this.state="check";let A=U(this,l1).call(this,t);A&&(g(A,t),c({error:A}));let _=M();await U(this,ke).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),r=M();let o=vt(t,this.config);if(!o||!o.tensor){g("could not convert input to tensor"),c({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(M()-r),this.analyze("Get Image:");let s,h,x,i,y;this.config.async?(x=this.config.face.enabled?L1(this,o.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",r=M(),x=this.config.face.enabled?await L1(this,o.tensor):[],y=Math.trunc(M()-r),y>0&&(this.perf.face=y)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?(a=this.models.posenet)==null?void 0:a.estimatePoses(o.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?ut(o.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",r=M(),this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?await((d=this.models.posenet)==null?void 0:d.estimatePoses(o.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?await mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?await ut(o.tensor,this.config):[]),y=Math.trunc(M()-r),y>0&&(this.perf.body=y)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(h=this.config.hand.enabled?(f=this.models.handpose)==null?void 0:f.estimateHands(o.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",r=M(),h=this.config.hand.enabled?await((T=this.models.handpose)==null?void 0:T.estimateHands(o.tensor,this.config)):[],y=Math.trunc(M()-r),y>0&&(this.perf.hand=y)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(i=this.config.object.enabled?Pt(o.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",r=M(),i=this.config.object.enabled?await Pt(o.tensor,this.config):[],y=Math.trunc(M()-r),y>0&&(this.perf.object=y)),this.analyze("End Object:"),this.config.async&&([x,s,h,i]=await Promise.all([x,s,h,i])),o.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let m=[];this.config.gesture.enabled&&(r=M(),m=[...R0(x),...M0(s),...S0(h),...E0(x)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(M()-r)),this.perf.total=Math.trunc(M()-_),this.state="idle";let p={face:x,body:s,hand:h,gesture:m,object:i,performance:this.perf,canvas:o.canvas};c(p)})}async warmup(t={}){let n=M();t&&(this.config=pe(this.config,t));let c=this.config.videoOptimized;this.config.videoOptimized=!1;let r;typeof createImageBitmap=="function"?r=await U(this,d1).call(this):typeof Image!="undefined"?r=await U(this,f1).call(this):r=await U(this,m1).call(this),this.config.videoOptimized=c;let A=M();return this.config.debug&&g("Warmup",this.config.warmup,Math.round(A-n),"ms",r),r}};Me=new WeakMap,Ne=new WeakMap,Oe=new WeakMap,me=new WeakMap,l1=new WeakMap,ke=new WeakMap,d1=new WeakMap,f1=new WeakMap,m1=new WeakMap;0&&(module.exports={Human}); //# sourceMappingURL=human.node-gpu.js.map diff --git a/dist/human.node-gpu.js.map b/dist/human.node-gpu.js.map index 48ef91a4..60adb5e4 100644 --- a/dist/human.node-gpu.js.map +++ b/dist/human.node-gpu.js.map @@ -1,7 +1,7 @@ { "version": 3, "sources": ["../src/tfjs/tf-node-gpu.ts", "../src/human.ts", "../src/helpers.ts", "../src/sysinfo.ts", "../src/tfjs/backend.ts", "../src/age/age.ts", "../src/profile.ts", "../src/gender/gender.ts", "../src/emotion/emotion.ts", "../src/embedding/embedding.ts", "../src/faceres/faceres.ts", "../src/faceall.ts", "../src/blazeface/facemesh.ts", "../src/blazeface/blazeface.ts", "../src/blazeface/facepipeline.ts", "../src/blazeface/box.ts", "../src/blazeface/util.ts", "../src/blazeface/coords.ts", "../src/posenet/posenet.ts", "../src/posenet/modelBase.ts", "../src/posenet/heapSort.ts", "../src/posenet/buildParts.ts", "../src/posenet/keypoints.ts", "../src/posenet/vectors.ts", "../src/posenet/decoders.ts", "../src/posenet/decodePose.ts", "../src/posenet/decodeMultiple.ts", "../src/posenet/util.ts", "../src/handpose/handpose.ts", "../src/handpose/handdetector.ts", "../src/handpose/box.ts", "../src/handpose/handpipeline.ts", "../src/handpose/util.ts", "../src/handpose/anchors.ts", "../src/blazepose/blazepose.ts", "../src/blazepose/annotations.ts", "../src/efficientpose/efficientpose.ts", "../src/nanodet/nanodet.ts", "../src/nanodet/labels.ts", "../src/gesture/gesture.ts", "../src/image/image.ts", "../src/image/imagefx.js", "../src/draw/draw.ts", "../src/config.ts", "../src/sample.ts"], - "sourcesContent": ["export * from '@tensorflow/tfjs-node-gpu';\n", "import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 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0.9375,\n y_center: 0.4375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "// @ts-nocheck\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) {\n log('Human: invalid input', input);\n return { tensor: null, canvas: null };\n }\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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+ "sourcesContent": ["export * from '@tensorflow/tfjs-node-gpu';\n", "import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 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0.9375,\n y_center: 0.4375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "// @ts-nocheck\n\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (!(input instanceof tf.Tensor) && !(input instanceof ImageData) && !(input instanceof ImageBitmap) && !(input instanceof HTMLVideoElement) && !(input instanceof HTMLCanvasElement) && !(input instanceof OffscreenCanvas)) {\n throw new Error('Human: Input type is not recognized');\n }\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) throw new Error('Human: Input cannot determine dimension');\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"names": [] } diff --git a/dist/human.node.js b/dist/human.node.js index bf54c26d..8c910063 100644 --- a/dist/human.node.js +++ b/dist/human.node.js @@ -5,25102 +5,14 @@ author: ' */ -var __create = Object.create; -var __defProp = Object.defineProperty; -var __getProtoOf = Object.getPrototypeOf; -var __hasOwnProp = Object.prototype.hasOwnProperty; -var __getOwnPropNames = Object.getOwnPropertyNames; -var __getOwnPropDesc = Object.getOwnPropertyDescriptor; -var __markAsModule = (target) => __defProp(target, "__esModule", {value: true}); -var __commonJS = (cb, mod2) => () => (mod2 || cb((mod2 = {exports: {}}).exports, mod2), mod2.exports); -var __export = (target, all2) => { - for (var name in all2) - __defProp(target, name, {get: all2[name], enumerable: true}); -}; -var __exportStar = (target, module2, desc) => { - if (module2 && typeof module2 === "object" || typeof module2 === "function") { - for (let key of __getOwnPropNames(module2)) - if (!__hasOwnProp.call(target, key) && key !== "default") - __defProp(target, key, {get: () => module2[key], enumerable: !(desc = __getOwnPropDesc(module2, key)) || desc.enumerable}); - } - return target; -}; -var __toModule = (module2) => { - return __exportStar(__markAsModule(__defProp(module2 != null ? __create(__getProtoOf(module2)) : {}, "default", module2 && module2.__esModule && "default" in module2 ? {get: () => module2.default, enumerable: true} : {value: module2, enumerable: true})), module2); -}; -var __accessCheck = (obj, member, msg) => { - if (!member.has(obj)) - throw TypeError("Cannot " + msg); -}; -var __privateGet = (obj, member, getter) => { - __accessCheck(obj, member, "read from private field"); - return getter ? getter.call(obj) : member.get(obj); -}; -var __privateSet = (obj, member, value, setter) => { - __accessCheck(obj, member, "write to private field"); - setter ? setter.call(obj, value) : member.set(obj, value); - return value; -}; - -// dist/tfjs.esm.js -var require_tfjs_esm = __commonJS((exports) => { - var __create2 = Object.create; - var __defProp2 = Object.defineProperty; - var __getProtoOf2 = Object.getPrototypeOf; - var __hasOwnProp2 = Object.prototype.hasOwnProperty; - var __getOwnPropNames2 = Object.getOwnPropertyNames; - var __getOwnPropDesc2 = Object.getOwnPropertyDescriptor; - var __markAsModule2 = (target) => __defProp2(target, "__esModule", {value: true}); - var __exportStar2 = (target, module22, desc) => { - if (module22 && typeof module22 === "object" || typeof module22 === "function") { - for (let key of __getOwnPropNames2(module22)) - if (!__hasOwnProp2.call(target, key) && key !== "default") - __defProp2(target, key, {get: () => module22[key], enumerable: !(desc = __getOwnPropDesc2(module22, key)) || desc.enumerable}); - } - return target; - }; - var __toModule2 = (module22) => { - return __exportStar2(__markAsModule2(__defProp2(module22 != null ? __create2(__getProtoOf2(module22)) : {}, "default", module22 && module22.__esModule && "default" in module22 ? {get: () => module22.default, enumerable: true} : {value: module22, enumerable: true})), module22); - }; - __markAsModule2(exports); - __exportStar2(exports, __toModule2(require("@tensorflow/tfjs-node"))); -}); - -// src/human.ts -__markAsModule(exports); -__export(exports, { - Human: () => Human, - default: () => Human -}); - -// src/helpers.ts -function log(...msg) { - const dt = new Date(); - const ts = `${dt.getHours().toString().padStart(2, "0")}:${dt.getMinutes().toString().padStart(2, "0")}:${dt.getSeconds().toString().padStart(2, "0")}.${dt.getMilliseconds().toString().padStart(3, "0")}`; - if (msg) - console.log(ts, "Human:", ...msg); -} -var now = () => { - if (typeof performance !== "undefined") - return performance.now(); - return parseInt((Number(process.hrtime.bigint()) / 1e3 / 1e3).toString()); -}; -function mergeDeep(...objects) { - const isObject = (obj) => obj && typeof obj === "object"; - return objects.reduce((prev, obj) => { - Object.keys(obj || {}).forEach((key) => { - const pVal = prev[key]; - const oVal = obj[key]; - if (Array.isArray(pVal) && Array.isArray(oVal)) - prev[key] = pVal.concat(...oVal); - else if (isObject(pVal) && isObject(oVal)) - prev[key] = mergeDeep(pVal, oVal); - else - prev[key] = oVal; - }); - return prev; - }, {}); -} - -// src/sysinfo.ts -function info() { - let platform; - let agent; - if (typeof navigator !== "undefined") { - const raw = navigator.userAgent.match(/\(([^()]+)\)/g); - if (raw && raw[0]) { - platform = raw[0].match(/\(([^()]+)\)/g)[0].replace(/\(|\)/g, ""); - agent = navigator.userAgent.replace(raw[0], ""); - if (platform[1]) - agent = agent.replace(raw[1], ""); - agent = agent.replace(/ /g, " "); - } - } else if (typeof process !== "undefined") { - platform = `${process.platform} ${process.arch}`; - agent = `NodeJS ${process.version}`; - } - return {platform, agent}; -} - -// src/human.ts -var tf22 = __toModule(require_tfjs_esm()); - -// src/tfjs/backend.ts -var tf = __toModule(require_tfjs_esm()); -var config = { - name: "humangl", - priority: 99, - canvas: null, - gl: null, - width: 1024, - height: 1024, - webGLattr: { - alpha: false, - antialias: false, - premultipliedAlpha: false, - preserveDrawingBuffer: false, - depth: false, - stencil: false, - failIfMajorPerformanceCaveat: false, - desynchronized: true - } -}; -function register() { - if (!tf.findBackend(config.name)) { - log("backend registration:", config.name); - try { - config.canvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(config.width, config.height) : document.createElement("canvas"); - } catch (err) { - log("error: cannot create canvas:", err); - return; - } - try { - config.gl = config.canvas.getContext("webgl2", config.webGLattr); - } catch (err) { - log("error: cannot get WebGL2 context:", err); - return; - } - try { - tf.setWebGLContext(2, config.gl); - } catch (err) { - log("error: cannot set WebGL2 context:", err); - return; - } - try { - const ctx = new tf.GPGPUContext(config.gl); - tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority); - } catch (err) { - log("error: cannot register WebGL backend:", err); - return; - } - try { - const kernels = tf.getKernelsForBackend("webgl"); - kernels.forEach((kernelConfig) => { - const newKernelConfig = {...kernelConfig, backendName: config.name}; - tf.registerKernel(newKernelConfig); - }); - } catch (err) { - log("error: cannot update WebGL backend registration:", err); - return; - } - try { - tf.ENV.set("WEBGL_VERSION", 2); - } catch (err) { - log("error: cannot set WebGL backend flags:", err); - return; - } - log("backend registered:", config.name); - } -} - -// src/age/age.ts -var age_exports = {}; -__export(age_exports, { - load: () => load, - predict: () => predict -}); -var tf2 = __toModule(require_tfjs_esm()); - -// src/profile.ts -var data = {}; -function run(modelName, profileData) { - if (!profileData || !profileData.kernels) - return; - const maxResults = 5; - const time = profileData.kernels.filter((a) => a.kernelTimeMs > 0).reduce((a, b) => a += b.kernelTimeMs, 0); - const slowest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.kernelTimeMs > 0).sort((a, b) => b.kernelTimeMs - a.kernelTimeMs); - const largest = profileData.kernels.map((a, i) => { - a.id = i; - return a; - }).filter((a) => a.totalBytesSnapshot > 0).sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot); - if (slowest.length > maxResults) - slowest.length = maxResults; - if (largest.length > maxResults) - largest.length = maxResults; - data[modelName] = { - model: modelName, - newBytes: profileData.newBytes, - newTensors: profileData.newTensors, - peakBytes: profileData.peakBytes, - numKernelOps: profileData.kernels.length, - timeKernelOps: time, - slowestKernelOps: slowest, - largestKernelOps: largest - }; - log("profiler", modelName, data[modelName]); -} - -// src/age/age.ts -var model; -var last = {age: 0}; -var skipped = Number.MAX_SAFE_INTEGER; -async function load(config3) { - if (!model) { - model = await tf2.loadGraphModel(config3.face.age.modelPath); - if (config3.debug) - log(`load model: ${config3.face.age.modelPath.match(/\/(.*)\./)[1]}`); - } - return model; -} -async function predict(image16, config3) { - if (!model) - return null; - if (skipped < config3.face.age.skipFrames && config3.videoOptimized && last.age && last.age > 0) { - skipped++; - return last; - } - if (config3.videoOptimized) - skipped = 0; - else - skipped = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = tf2.image.resizeBilinear(image16, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); - const enhance3 = tf2.mul(resize, [255]); - tf2.dispose(resize); - let ageT; - const obj = {age: 0}; - if (!config3.profile) { - if (config3.face.age.enabled) - ageT = await model.predict(enhance3); - } else { - const profileAge = config3.face.age.enabled ? await tf2.profile(() => model.predict(enhance3)) : {}; - ageT = profileAge.result.clone(); - profileAge.result.dispose(); - run("age", profileAge); - } - enhance3.dispose(); - if (ageT) { - const data2 = ageT.dataSync(); - obj.age = Math.trunc(10 * data2[0]) / 10; - } - ageT.dispose(); - last = obj; - resolve(obj); - }); -} - -// src/gender/gender.ts -var gender_exports = {}; -__export(gender_exports, { - load: () => load2, - predict: () => predict2 -}); -var tf3 = __toModule(require_tfjs_esm()); -var model2; -var last2 = {gender: ""}; -var skipped2 = Number.MAX_SAFE_INTEGER; -var alternative = false; -var rgb = [0.2989, 0.587, 0.114]; -async function load2(config3) { - if (!model2) { - model2 = await tf3.loadGraphModel(config3.face.gender.modelPath); - alternative = model2.inputs[0].shape[3] === 1; - if (config3.debug) - log(`load model: ${config3.face.gender.modelPath.match(/\/(.*)\./)[1]}`); - } - return model2; -} -async function predict2(image16, config3) { - if (!model2) - return null; - if (skipped2 < config3.face.gender.skipFrames && config3.videoOptimized && last2.gender !== "") { - skipped2++; - return last2; - } - if (config3.videoOptimized) - skipped2 = 0; - else - skipped2 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = tf3.image.resizeBilinear(image16, [model2.inputs[0].shape[2], model2.inputs[0].shape[1]], false); - let enhance3; - if (alternative) { - enhance3 = tf3.tidy(() => { - const [red, green, blue] = tf3.split(resize, 3, 3); - const redNorm = tf3.mul(red, rgb[0]); - const greenNorm = tf3.mul(green, rgb[1]); - const blueNorm = tf3.mul(blue, rgb[2]); - const grayscale = tf3.addN([redNorm, greenNorm, blueNorm]); - const normalize = grayscale.sub(0.5).mul(2); - return normalize; - }); - } else { - enhance3 = tf3.mul(resize, [255]); - } - tf3.dispose(resize); - let genderT; - const obj = {gender: "", confidence: 0}; - if (!config3.profile) { - if (config3.face.gender.enabled) - genderT = await model2.predict(enhance3); - } else { - const profileGender = config3.face.gender.enabled ? await tf3.profile(() => model2.predict(enhance3)) : {}; - genderT = profileGender.result.clone(); - profileGender.result.dispose(); - run("gender", profileGender); - } - enhance3.dispose(); - if (genderT) { - if (!Array.isArray(genderT)) { - const data2 = genderT.dataSync(); - if (alternative) { - if (data2[0] > config3.face.gender.minConfidence || data2[1] > config3.face.gender.minConfidence) { - obj.gender = data2[0] > data2[1] ? "female" : "male"; - obj.confidence = data2[0] > data2[1] ? Math.trunc(100 * data2[0]) / 100 : Math.trunc(100 * data2[1]) / 100; - } - } else { - const confidence = Math.trunc(200 * Math.abs(data2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = data2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - } - genderT.dispose(); - } else { - const gender2 = genderT[0].dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.confidence = Math.min(0.99, confidence); - } - genderT.forEach((t) => tf3.dispose(t)); - } - } - last2 = obj; - resolve(obj); - }); -} - -// src/emotion/emotion.ts -var emotion_exports = {}; -__export(emotion_exports, { - load: () => load3, - predict: () => predict3 -}); -var tf4 = __toModule(require_tfjs_esm()); -var annotations = ["angry", "disgust", "fear", "happy", "sad", "surprise", "neutral"]; -var model3; -var last3 = []; -var skipped3 = Number.MAX_SAFE_INTEGER; -var rgb2 = [0.2989, 0.587, 0.114]; -async function load3(config3) { - if (!model3) { - model3 = await tf4.loadGraphModel(config3.face.emotion.modelPath); - if (config3.debug) - log(`load model: ${config3.face.emotion.modelPath.match(/\/(.*)\./)[1]}`); - } - return model3; -} -async function predict3(image16, config3) { - if (!model3) - return null; - if (skipped3 < config3.face.emotion.skipFrames && config3.videoOptimized && last3.length > 0) { - skipped3++; - return last3; - } - if (config3.videoOptimized) - skipped3 = 0; - else - skipped3 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const resize = tf4.image.resizeBilinear(image16, [model3.inputs[0].shape[2], model3.inputs[0].shape[1]], false); - const [red, green, blue] = tf4.split(resize, 3, 3); - resize.dispose(); - const redNorm = tf4.mul(red, rgb2[0]); - const greenNorm = tf4.mul(green, rgb2[1]); - const blueNorm = tf4.mul(blue, rgb2[2]); - red.dispose(); - green.dispose(); - blue.dispose(); - const grayscale = tf4.addN([redNorm, greenNorm, blueNorm]); - redNorm.dispose(); - greenNorm.dispose(); - blueNorm.dispose(); - const normalize = tf4.tidy(() => grayscale.sub(0.5).mul(2)); - grayscale.dispose(); - const obj = []; - if (config3.face.emotion.enabled) { - let data2; - if (!config3.profile) { - const emotionT = await model3.predict(normalize); - data2 = emotionT.dataSync(); - tf4.dispose(emotionT); - } else { - const profileData = await tf4.profile(() => model3.predict(normalize)); - data2 = profileData.result.dataSync(); - profileData.result.dispose(); - run("emotion", profileData); - } - for (let i = 0; i < data2.length; i++) { - if (data2[i] > config3.face.emotion.minConfidence) - obj.push({score: Math.min(0.99, Math.trunc(100 * data2[i]) / 100), emotion: annotations[i]}); - } - obj.sort((a, b) => b.score - a.score); - } - normalize.dispose(); - last3 = obj; - resolve(obj); - }); -} - -// src/embedding/embedding.ts -var tf5 = __toModule(require_tfjs_esm()); -var model4; -async function load4(config3) { - if (!model4) { - model4 = await tf5.loadGraphModel(config3.face.embedding.modelPath); - if (config3.debug) - log(`load model: ${config3.face.embedding.modelPath.match(/\/(.*)\./)[1]}`); - } - return model4; -} -function similarity(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum, now2) => sum + now2, 0) ** (1 / order); - const res = Math.max(Math.trunc(1e3 * (1 - distance)) / 1e3, 0); - return res; -} -function enhance(input) { - const image16 = tf5.tidy(() => { - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const tensor = input.image || input.tensor; - if (!(tensor instanceof tf5.Tensor)) - return null; - const crop = tensor.shape.length === 3 ? tf5.image.cropAndResize(tf5.expandDims(tensor, 0), box3, [0], [model4.inputs[0].shape[2], model4.inputs[0].shape[1]]) : tf5.image.cropAndResize(tensor, box3, [0], [model4.inputs[0].shape[2], model4.inputs[0].shape[1]]); - const rgb3 = [0.2989, 0.587, 0.114]; - const [red, green, blue] = tf5.split(crop, 3, 3); - const redNorm = tf5.mul(red, rgb3[0]); - const greenNorm = tf5.mul(green, rgb3[1]); - const blueNorm = tf5.mul(blue, rgb3[2]); - const grayscale = tf5.addN([redNorm, greenNorm, blueNorm]); - const merge = tf5.stack([grayscale, grayscale, grayscale], 3).squeeze(4); - const darken = merge.sub(merge.min()); - const lighten = darken.div(darken.max()); - return lighten; - }); - return image16; -} -async function predict4(input, config3) { - if (!model4) - return []; - return new Promise(async (resolve) => { - let data2 = []; - if (config3.face.embedding.enabled) { - const image16 = enhance(input); - if (!config3.profile) { - data2 = tf5.tidy(() => { - const res = model4.predict(image16); - const reshape4 = res.reshape([128, 2]); - const reduce = reshape4.logSumExp(1); - const output = reduce.dataSync(); - return [...output]; - }); - } else { - const profileData = await tf5.profile(() => model4.predict({img_inputs: image16})); - data2 = [...profileData.result.dataSync()]; - profileData.result.dispose(); - run("emotion", profileData); - } - tf5.dispose(image16); - } - resolve(data2); - }); -} - -// src/faceres/faceres.ts -var faceres_exports = {}; -__export(faceres_exports, { - enhance: () => enhance2, - load: () => load5, - match: () => match, - predict: () => predict5, - similarity: () => similarity2 -}); -var tf6 = __toModule(require_tfjs_esm()); -var model5; -var last4 = {age: 0}; -var skipped4 = Number.MAX_SAFE_INTEGER; -async function load5(config3) { - if (!model5) { - model5 = await tf6.loadGraphModel(config3.face.description.modelPath); - if (config3.debug) - log(`load model: ${config3.face.description.modelPath.match(/\/(.*)\./)[1]}`); - } - return model5; -} -function similarity2(embedding1, embedding22, order = 2) { - if (!embedding1 || !embedding22) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) === 0 || (embedding22 == null ? void 0 : embedding22.length) === 0) - return 0; - if ((embedding1 == null ? void 0 : embedding1.length) !== (embedding22 == null ? void 0 : embedding22.length)) - return 0; - const distance = 4 * embedding1.map((val, i) => Math.abs(embedding1[i] - embedding22[i]) ** order).reduce((sum, now2) => sum + now2, 0) ** (1 / order); - const res = Math.max(0, 100 - distance) / 100; - return res; -} -function match(embedding3, db, threshold = 0) { - let best = {similarity: 0, name: "", source: "", embedding: []}; - if (!embedding3 || !db || !Array.isArray(embedding3) || !Array.isArray(db)) - return best; - for (const f of db) { - if (f.embedding && f.name) { - const perc = similarity2(embedding3, f.embedding); - if (perc > threshold && perc > best.similarity) - best = {...f, similarity: perc}; - } - } - return best; -} -function enhance2(input) { - const image16 = tf6.tidy(() => { - const tensor = input.image || input.tensor || input; - if (!(tensor instanceof tf6.Tensor)) - return null; - const box3 = [[0.05, 0.15, 0.85, 0.85]]; - const crop = tensor.shape.length === 3 ? tf6.image.cropAndResize(tf6.expandDims(tensor, 0), box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]) : tf6.image.cropAndResize(tensor, box3, [0], [model5.inputs[0].shape[2], model5.inputs[0].shape[1]]); - const norm = crop.mul(255); - return norm; - }); - return image16; -} -async function predict5(image16, config3) { - if (!model5) - return null; - if (skipped4 < config3.face.description.skipFrames && config3.videoOptimized && last4.age && last4.age > 0) { - skipped4++; - return last4; - } - if (config3.videoOptimized) - skipped4 = 0; - else - skipped4 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const enhanced = enhance2(image16); - let resT; - const obj = { - age: 0, - gender: "unknown", - genderConfidence: 0, - descriptor: [] - }; - if (!config3.profile) { - if (config3.face.description.enabled) - resT = await model5.predict(enhanced); - } else { - const profileDesc = config3.face.description.enabled ? await tf6.profile(() => model5.predict(enhanced)) : {}; - resT = profileDesc.result; - run("faceres", profileDesc); - } - tf6.dispose(enhanced); - if (resT) { - tf6.tidy(() => { - const gender2 = resT.find((t) => t.shape[1] === 1).dataSync(); - const confidence = Math.trunc(200 * Math.abs(gender2[0] - 0.5)) / 100; - if (confidence > config3.face.gender.minConfidence) { - obj.gender = gender2[0] <= 0.5 ? "female" : "male"; - obj.genderConfidence = Math.min(0.99, confidence); - } - const age2 = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0]; - const all2 = resT.find((t) => t.shape[1] === 100).dataSync(); - obj.age = Math.round(all2[age2 - 1] > all2[age2 + 1] ? 10 * age2 - 100 * all2[age2 - 1] : 10 * age2 + 100 * all2[age2 + 1]) / 10; - const desc = resT.find((t) => t.shape[1] === 1024); - obj.descriptor = [...desc.dataSync()]; - }); - resT.forEach((t) => tf6.dispose(t)); - } - last4 = obj; - resolve(obj); - }); -} - -// src/faceall.ts -var calculateFaceAngle = (face4, image_size) => { - const degrees = (theta) => theta * 180 / Math.PI; - const normalize = (v) => { - const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]); - v[0] /= length; - v[1] /= length; - v[2] /= length; - return v; - }; - const subVectors = (a, b) => { - const x = a[0] - b[0]; - const y = a[1] - b[1]; - const z = a[2] - b[2]; - return [x, y, z]; - }; - const crossVectors = (a, b) => { - const x = a[1] * b[2] - a[2] * b[1]; - const y = a[2] * b[0] - a[0] * b[2]; - const z = a[0] * b[1] - a[1] * b[0]; - return [x, y, z]; - }; - const rotationMatrixToEulerAngle = (r) => { - const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r; - let thetaX; - let thetaY; - let thetaZ; - if (r10 < 1) { - if (r10 > -1) { - thetaZ = Math.asin(r10); - thetaY = Math.atan2(-r20, r00); - thetaX = Math.atan2(-r12, r11); - } else { - thetaZ = -Math.PI / 2; - thetaY = -Math.atan2(r21, r22); - thetaX = 0; - } - } else { - thetaZ = Math.PI / 2; - thetaY = Math.atan2(r21, r22); - thetaX = 0; - } - return {pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ}; - }; - const meshToEulerAngle = (mesh2) => { - const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1); - const angle2 = { - pitch: radians(mesh2[10][1], mesh2[10][2], mesh2[152][1], mesh2[152][2]), - yaw: radians(mesh2[33][0], mesh2[33][2], mesh2[263][0], mesh2[263][2]), - roll: radians(mesh2[33][0], mesh2[33][1], mesh2[263][0], mesh2[263][1]) - }; - return angle2; - }; - const mesh = face4.meshRaw; - if (!mesh || mesh.length < 300) - return {angle: {pitch: 0, yaw: 0, roll: 0}, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1]}; - const size = Math.max(face4.boxRaw[2] * image_size[0], face4.boxRaw[3] * image_size[1]) / 1.5; - const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [ - pt[0] * image_size[0] / size, - pt[1] * image_size[1] / size, - pt[2] - ]); - const y_axis = normalize(subVectors(pts[1], pts[0])); - let x_axis = normalize(subVectors(pts[3], pts[2])); - const z_axis = normalize(crossVectors(x_axis, y_axis)); - x_axis = crossVectors(y_axis, z_axis); - const matrix = [ - x_axis[0], - x_axis[1], - x_axis[2], - y_axis[0], - y_axis[1], - y_axis[2], - z_axis[0], - z_axis[1], - z_axis[2] - ]; - const angle = rotationMatrixToEulerAngle(matrix); - return {angle, matrix}; -}; -var detectFace = async (parent, input) => { - var _a, _b, _c, _d, _e, _f, _g; - let timeStamp; - let ageRes; - let genderRes; - let emotionRes; - let embeddingRes; - let descRes; - const faceRes = []; - parent.state = "run:face"; - timeStamp = now(); - const faces = await ((_a = parent.models.face) == null ? void 0 : _a.estimateFaces(input, parent.config)); - parent.perf.face = Math.trunc(now() - timeStamp); - if (!faces) - return []; - for (const face4 of faces) { - parent.analyze("Get Face"); - if (!face4.image || face4.image.isDisposedInternal) { - log("Face object is disposed:", face4.image); - continue; - } - const rotation = calculateFaceAngle(face4, [input.shape[2], input.shape[1]]); - parent.analyze("Start Age:"); - if (parent.config.async) { - ageRes = parent.config.face.age.enabled ? predict(face4.image, parent.config) : {}; - } else { - parent.state = "run:age"; - timeStamp = now(); - ageRes = parent.config.face.age.enabled ? await predict(face4.image, parent.config) : {}; - parent.perf.age = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Gender:"); - if (parent.config.async) { - genderRes = parent.config.face.gender.enabled ? predict2(face4.image, parent.config) : {}; - } else { - parent.state = "run:gender"; - timeStamp = now(); - genderRes = parent.config.face.gender.enabled ? await predict2(face4.image, parent.config) : {}; - parent.perf.gender = Math.trunc(now() - timeStamp); - } - parent.analyze("Start Emotion:"); - if (parent.config.async) { - emotionRes = parent.config.face.emotion.enabled ? predict3(face4.image, parent.config) : {}; - } else { - parent.state = "run:emotion"; - timeStamp = now(); - emotionRes = parent.config.face.emotion.enabled ? await predict3(face4.image, parent.config) : {}; - parent.perf.emotion = Math.trunc(now() - timeStamp); - } - parent.analyze("End Emotion:"); - parent.analyze("Start Embedding:"); - if (parent.config.async) { - embeddingRes = parent.config.face.embedding.enabled ? predict4(face4, parent.config) : []; - } else { - parent.state = "run:embedding"; - timeStamp = now(); - embeddingRes = parent.config.face.embedding.enabled ? await predict4(face4, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Embedding:"); - parent.analyze("Start Description:"); - if (parent.config.async) { - descRes = parent.config.face.description.enabled ? predict5(face4, parent.config) : []; - } else { - parent.state = "run:description"; - timeStamp = now(); - descRes = parent.config.face.description.enabled ? await predict5(face4.image, parent.config) : []; - parent.perf.embedding = Math.trunc(now() - timeStamp); - } - parent.analyze("End Description:"); - if (parent.config.async) { - [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]); - } - parent.analyze("Finish Face:"); - if (!parent.config.face.iris.enabled && ((_b = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _b.leftEyeIris) && ((_c = face4 == null ? void 0 : face4.annotations) == null ? void 0 : _c.rightEyeIris)) { - delete face4.annotations.leftEyeIris; - delete face4.annotations.rightEyeIris; - } - const irisSize = ((_d = face4.annotations) == null ? void 0 : _d.leftEyeIris) && ((_e = face4.annotations) == null ? void 0 : _e.rightEyeIris) ? 11.7 * Math.max(Math.abs(face4.annotations.leftEyeIris[3][0] - face4.annotations.leftEyeIris[1][0]), Math.abs(face4.annotations.rightEyeIris[4][1] - face4.annotations.rightEyeIris[2][1])) : 0; - faceRes.push({ - ...face4, - age: descRes.age || ageRes.age, - gender: descRes.gender || genderRes.gender, - genderConfidence: descRes.genderConfidence || genderRes.confidence, - embedding: descRes.descriptor || embeddingRes, - emotion: emotionRes, - iris: irisSize !== 0 ? Math.trunc(irisSize) / 100 : 0, - rotation, - tensor: parent.config.face.detector.return ? (_f = face4.image) == null ? void 0 : _f.squeeze() : null - }); - (_g = face4.image) == null ? void 0 : _g.dispose(); - parent.analyze("End Face"); - } - parent.analyze("End FaceMesh:"); - if (parent.config.async) { - if (parent.perf.face) - delete parent.perf.face; - if (parent.perf.age) - delete parent.perf.age; - if (parent.perf.gender) - delete parent.perf.gender; - if (parent.perf.emotion) - delete parent.perf.emotion; - } - return faceRes; -}; - -// src/blazeface/facemesh.ts -var facemesh_exports = {}; -__export(facemesh_exports, { - MediaPipeFaceMesh: () => MediaPipeFaceMesh, - load: () => load7, - triangulation: () => triangulation, - uvmap: () => uvmap -}); -var tf10 = __toModule(require_tfjs_esm()); - -// src/blazeface/blazeface.ts -var tf7 = __toModule(require_tfjs_esm()); -var NUM_LANDMARKS = 6; -function generateAnchors(inputSize) { - const spec = {strides: [inputSize / 16, inputSize / 8], anchors: [2, 6]}; - const anchors3 = []; - for (let i = 0; i < spec.strides.length; i++) { - const stride = spec.strides[i]; - const gridRows = Math.floor((inputSize + stride - 1) / stride); - const gridCols = Math.floor((inputSize + stride - 1) / stride); - const anchorsNum = spec.anchors[i]; - for (let gridY = 0; gridY < gridRows; gridY++) { - const anchorY = stride * (gridY + 0.5); - for (let gridX = 0; gridX < gridCols; gridX++) { - const anchorX = stride * (gridX + 0.5); - for (let n = 0; n < anchorsNum; n++) { - anchors3.push([anchorX, anchorY]); - } - } - } - } - return anchors3; -} -var createBox = (startEndTensor) => ({ - startEndTensor, - startPoint: tf7.slice(startEndTensor, [0, 0], [-1, 2]), - endPoint: tf7.slice(startEndTensor, [0, 2], [-1, 2]) -}); -function decodeBounds(boxOutputs, anchors3, inputSize) { - const boxStarts = tf7.slice(boxOutputs, [0, 1], [-1, 2]); - const centers = tf7.add(boxStarts, anchors3); - const boxSizes = tf7.slice(boxOutputs, [0, 3], [-1, 2]); - const boxSizesNormalized = tf7.div(boxSizes, inputSize); - const centersNormalized = tf7.div(centers, inputSize); - const halfBoxSize = tf7.div(boxSizesNormalized, 2); - const starts = tf7.sub(centersNormalized, halfBoxSize); - const ends = tf7.add(centersNormalized, halfBoxSize); - const startNormalized = tf7.mul(starts, inputSize); - const endNormalized = tf7.mul(ends, inputSize); - const concatAxis = 1; - return tf7.concat2d([startNormalized, endNormalized], concatAxis); -} -var BlazeFaceModel = class { - constructor(model9, config3) { - this.model = model9; - this.anchorsData = generateAnchors(model9.inputs[0].shape[1]); - this.anchors = tf7.tensor2d(this.anchorsData); - this.inputSize = model9.inputs[0].shape[2]; - this.config = config3; - } - async getBoundingBoxes(inputImage) { - if (!inputImage || inputImage.isDisposedInternal || inputImage.shape.length !== 4 || inputImage.shape[1] < 1 || inputImage.shape[2] < 1) - return null; - const [batch, boxes, scores] = tf7.tidy(() => { - const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]); - const normalizedImage = resizedImage.div(127.5).sub(0.5); - const batchedPrediction = this.model.predict(normalizedImage); - let batchOut; - if (Array.isArray(batchedPrediction)) { - const sorted = batchedPrediction.sort((a, b) => a.size - b.size); - const concat384 = tf7.concat([sorted[0], sorted[2]], 2); - const concat512 = tf7.concat([sorted[1], sorted[3]], 2); - const concat4 = tf7.concat([concat512, concat384], 1); - batchOut = concat4.squeeze(0); - } else { - batchOut = batchedPrediction.squeeze(); - } - const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]); - const logits = tf7.slice(batchOut, [0, 0], [-1, 1]); - const scoresOut = tf7.sigmoid(logits).squeeze(); - return [batchOut, boxesOut, scoresOut]; - }); - const boxIndicesTensor = await tf7.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold); - const boxIndices = boxIndicesTensor.arraySync(); - boxIndicesTensor.dispose(); - const boundingBoxesMap = boxIndices.map((boxIndex) => tf7.slice(boxes, [boxIndex, 0], [1, -1])); - const boundingBoxes = boundingBoxesMap.map((boundingBox) => { - const vals = boundingBox.arraySync(); - boundingBox.dispose(); - return vals; - }); - const scoresVal = scores.dataSync(); - const annotatedBoxes = []; - for (let i = 0; i < boundingBoxes.length; i++) { - const boxIndex = boxIndices[i]; - const confidence = scoresVal[boxIndex]; - if (confidence > this.config.face.detector.minConfidence) { - const box3 = createBox(boundingBoxes[i]); - const anchor = this.anchorsData[boxIndex]; - const landmarks = tf7.tidy(() => tf7.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1])); - annotatedBoxes.push({box: box3, landmarks, anchor, confidence}); - } - } - batch.dispose(); - boxes.dispose(); - scores.dispose(); - return { - boxes: annotatedBoxes, - scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize] - }; - } -}; -async function load6(config3) { - const blazeface2 = await tf7.loadGraphModel(config3.face.detector.modelPath, {fromTFHub: config3.face.detector.modelPath.includes("tfhub.dev")}); - const model9 = new BlazeFaceModel(blazeface2, config3); - if (config3.debug) - log(`load model: ${config3.face.detector.modelPath.match(/\/(.*)\./)[1]}`); - return model9; -} - -// src/blazeface/facepipeline.ts -var tf9 = __toModule(require_tfjs_esm()); - -// src/blazeface/box.ts -var tf8 = __toModule(require_tfjs_esm()); -function scaleBoxCoordinates(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - return {startPoint, endPoint}; -} -function getBoxSize(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; -} -function getBoxCenter(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; -} -function cutBoxFromImageAndResize(box3, image16, cropSize) { - const h = image16.shape[1]; - const w = image16.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return tf8.image.cropAndResize(image16, boxes, [0], cropSize); -} -function enlargeBox(box3, factor = 1.5) { - const center = getBoxCenter(box3); - const size = getBoxSize(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, landmarks: box3.landmarks}; -} -function squarifyBox(box3) { - const centers = getBoxCenter(box3); - const size = getBoxSize(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, landmarks: box3.landmarks}; -} - -// src/blazeface/util.ts -var IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]]; -function normalizeRadians(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); -} -function computeRotation(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians(radians); -} -function buildTranslationMatrix(x, y) { - return [[1, 0, x], [0, 1, y], [0, 0, 1]]; -} -function dot(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; -} -function getColumnFrom2DArr(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; -} -function multiplyTransformMatrices(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col))); - } - } - return product; -} -function buildRotationMatrix(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]); - return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix); -} -function invertTransformMatrix(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot(rotationComponent[0], translationComponent), - -dot(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; -} -function rotatePoint(homogeneousCoordinate, rotationMatrix) { - return [ - dot(homogeneousCoordinate, rotationMatrix[0]), - dot(homogeneousCoordinate, rotationMatrix[1]) - ]; -} - -// src/blazeface/coords.ts -var MESH_ANNOTATIONS = { - silhouette: [ - 10, - 338, - 297, - 332, - 284, - 251, - 389, - 356, - 454, - 323, - 361, - 288, - 397, - 365, - 379, - 378, - 400, - 377, - 152, - 148, - 176, - 149, - 150, - 136, - 172, - 58, - 132, - 93, - 234, - 127, - 162, - 21, - 54, - 103, - 67, - 109 - ], - lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291], - lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291], - lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308], - lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308], - rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173], - rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133], - rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190], - rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243], - rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189], - rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244], - rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245], - rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193], - rightEyebrowLower: [35, 124, 46, 53, 52, 65], - rightEyeIris: [473, 474, 475, 476, 477], - leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398], - leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362], - leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414], - leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463], - leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413], - leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464], - leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465], - leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417], - leftEyebrowLower: [265, 353, 276, 283, 282, 295], - leftEyeIris: [468, 469, 470, 471, 472], - midwayBetweenEyes: [168], - noseTip: [1], - noseBottom: [2], - noseRightCorner: [98], - noseLeftCorner: [327], - rightCheek: [205], - leftCheek: [425] -}; -var MESH_TO_IRIS_INDICES_MAP = [ - {key: "EyeUpper0", indices: [9, 10, 11, 12, 13, 14, 15]}, - {key: "EyeUpper1", indices: [25, 26, 27, 28, 29, 30, 31]}, - {key: "EyeUpper2", indices: [41, 42, 43, 44, 45, 46, 47]}, - {key: "EyeLower0", indices: [0, 1, 2, 3, 4, 5, 6, 7, 8]}, - {key: "EyeLower1", indices: [16, 17, 18, 19, 20, 21, 22, 23, 24]}, - {key: "EyeLower2", indices: [32, 33, 34, 35, 36, 37, 38, 39, 40]}, - {key: "EyeLower3", indices: [54, 55, 56, 57, 58, 59, 60, 61, 62]} -]; -var UV468 = [ - [0.499976992607117, 0.652534008026123], - [0.500025987625122, 0.547487020492554], - [0.499974012374878, 0.602371990680695], - [0.482113003730774, 0.471979022026062], - [0.500150978565216, 0.527155995368958], - [0.499909996986389, 0.498252987861633], - [0.499523013830185, 0.40106201171875], - [0.289712011814117, 0.380764007568359], - [0.499954998493195, 0.312398016452789], - [0.499987006187439, 0.269918978214264], - [0.500023007392883, 0.107050001621246], - [0.500023007392883, 0.666234016418457], - [0.5000159740448, 0.679224014282227], - [0.500023007392883, 0.692348003387451], - [0.499976992607117, 0.695277988910675], - 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439, - 328, - 462, - 326, - 94, - 2, - 370, - 289, - 305, - 455, - 339, - 254, - 448, - 359, - 255, - 446, - 254, - 253, - 449, - 253, - 252, - 450, - 252, - 256, - 451, - 256, - 341, - 452, - 414, - 413, - 463, - 286, - 441, - 414, - 286, - 258, - 441, - 258, - 257, - 442, - 257, - 259, - 443, - 259, - 260, - 444, - 260, - 467, - 445, - 309, - 459, - 250, - 305, - 289, - 290, - 305, - 290, - 460, - 401, - 376, - 435, - 309, - 250, - 392, - 376, - 411, - 433, - 453, - 341, - 464, - 357, - 453, - 465, - 343, - 357, - 412, - 437, - 343, - 399, - 344, - 360, - 440, - 420, - 437, - 456, - 360, - 420, - 363, - 361, - 401, - 288, - 265, - 372, - 353, - 390, - 339, - 249, - 339, - 448, - 255 -]; -var VTX68 = [ - 127, - 234, - 132, - 58, - 172, - 150, - 149, - 148, - 152, - 377, - 378, - 379, - 397, - 288, - 361, - 454, - 356, - 70, - 63, - 105, - 66, - 107, - 336, - 296, - 334, - 293, - 300, - 168, - 6, - 195, - 4, - 98, - 97, - 2, - 326, - 327, - 33, - 160, - 158, - 133, - 153, - 144, - 362, - 385, - 387, - 263, - 373, - 380, - 57, - 40, - 37, - 0, - 267, - 270, - 287, - 321, - 314, - 17, - 84, - 91, - 78, - 81, - 13, - 311, - 308, - 402, - 14, - 178 -]; -var VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152]; -var VTX7 = [33, 133, 362, 263, 1, 78, 308]; -var UV68 = VTX68.map((x) => UV468[x]); -var UV33 = VTX33.map((x) => UV468[x]); -var UV7 = VTX7.map((x) => UV468[x]); - -// src/blazeface/facepipeline.ts -var leftOutline = MESH_ANNOTATIONS["leftEyeLower0"]; -var rightOutline = MESH_ANNOTATIONS["rightEyeLower0"]; -var eyeLandmarks = { - leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]], - rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]] -}; -var meshLandmarks = { - count: 468, - mouth: 13, - symmetryLine: [13, MESH_ANNOTATIONS["midwayBetweenEyes"][0]] -}; -var blazeFaceLandmarks = { - leftEye: 0, - rightEye: 1, - nose: 2, - mouth: 3, - leftEar: 4, - rightEar: 5, - symmetryLine: [3, 2] -}; -var irisLandmarks = { - upperCenter: 3, - lowerCenter: 4, - index: 71, - numCoordinates: 76 -}; -function replaceRawCoordinates(rawCoords, newCoords, prefix, keys) { - for (let i = 0; i < MESH_TO_IRIS_INDICES_MAP.length; i++) { - const {key, indices} = MESH_TO_IRIS_INDICES_MAP[i]; - const originalIndices = MESH_ANNOTATIONS[`${prefix}${key}`]; - if (!keys || keys.includes(key)) { - for (let j = 0; j < indices.length; j++) { - const index = indices[j]; - rawCoords[originalIndices[j]] = [ - newCoords[index][0], - newCoords[index][1], - (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2 - ]; - } - } - } -} -var Pipeline = class { - constructor(boundingBoxDetector, meshDetector, irisModel) { - var _a, _b; - this.storedBoxes = []; - this.boundingBoxDetector = boundingBoxDetector; - this.meshDetector = meshDetector; - this.irisModel = irisModel; - this.boxSize = ((_a = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _a.inputs[0].shape[2]) || 0; - this.meshSize = (meshDetector == null ? void 0 : meshDetector.inputs[0].shape[2]) || ((_b = boundingBoxDetector == null ? void 0 : boundingBoxDetector.model) == null ? void 0 : _b.inputs[0].shape[2]); - this.irisSize = (irisModel == null ? void 0 : irisModel.inputs[0].shape[1]) || 0; - this.irisEnlarge = 2.3; - this.skipped = 0; - this.detectedFaces = 0; - } - transformRawCoords(rawCoords, box3, angle, rotationMatrix) { - const boxSize = getBoxSize({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const coordsScaled = rawCoords.map((coord) => [ - boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2), - boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2), - coord[2] - ]); - const coordsRotationMatrix = angle !== 0 ? buildRotationMatrix(angle, [0, 0]) : IDENTITY_MATRIX; - const coordsRotated = angle !== 0 ? coordsScaled.map((coord) => [...rotatePoint(coord, coordsRotationMatrix), coord[2]]) : coordsScaled; - const inverseRotationMatrix = angle !== 0 ? invertTransformMatrix(rotationMatrix) : IDENTITY_MATRIX; - const boxCenter = [...getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}), 1]; - return coordsRotated.map((coord) => [ - coord[0] + dot(boxCenter, inverseRotationMatrix[0]), - coord[1] + dot(boxCenter, inverseRotationMatrix[1]), - coord[2] - ]); - } - getLeftToRightEyeDepthDifference(rawCoords) { - const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2]; - const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2]; - return leftEyeZ - rightEyeZ; - } - getEyeBox(rawCoords, face4, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) { - const box3 = squarifyBox(enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge)); - const boxSize = getBoxSize(box3); - let crop = tf9.image.cropAndResize(face4, [[ - box3.startPoint[1] / this.meshSize, - box3.startPoint[0] / this.meshSize, - box3.endPoint[1] / this.meshSize, - box3.endPoint[0] / this.meshSize - ]], [0], [this.irisSize, this.irisSize]); - if (flip && tf9.ENV.flags.IS_BROWSER) { - crop = tf9.image.flipLeftRight(crop); - } - return {box: box3, boxSize, crop}; - } - getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) { - const eyeRawCoords = []; - for (let i = 0; i < irisLandmarks.numCoordinates; i++) { - const x = eyeData[i * 3]; - const y = eyeData[i * 3 + 1]; - const z = eyeData[i * 3 + 2]; - eyeRawCoords.push([ - (flip ? 1 - x / this.irisSize : x / this.irisSize) * eyeBoxSize[0] + eyeBox.startPoint[0], - y / this.irisSize * eyeBoxSize[1] + eyeBox.startPoint[1], - z - ]); - } - return {rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index)}; - } - getAdjustedIrisCoords(rawCoords, irisCoords, direction) { - const upperCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2]; - const lowerCenterZ = rawCoords[MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2]; - const averageZ = (upperCenterZ + lowerCenterZ) / 2; - return irisCoords.map((coord, i) => { - let z = averageZ; - if (i === 2) { - z = upperCenterZ; - } else if (i === 4) { - z = lowerCenterZ; - } - return [coord[0], coord[1], z]; - }); - } - async predict(input, config3) { - let useFreshBox = false; - let detector; - if (this.skipped === 0 || this.skipped > config3.face.detector.skipFrames || !config3.face.mesh.enabled || !config3.videoOptimized) { - detector = await this.boundingBoxDetector.getBoundingBoxes(input); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (!config3.videoOptimized || detector && detector.boxes && (!config3.face.mesh.enabled || detector.boxes.length !== this.detectedFaces && this.detectedFaces !== config3.face.detector.maxFaces)) { - this.storedBoxes = []; - this.detectedFaces = 0; - for (const possible of detector.boxes) { - this.storedBoxes.push({startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence}); - } - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - if (config3.face.detector.skipInitial && this.detectedFaces === 0) - this.skipped = 0; - if (useFreshBox) { - if (!detector || !detector.boxes || detector.boxes.length === 0) { - this.storedBoxes = []; - this.detectedFaces = 0; - return null; - } - for (let i = 0; i < this.storedBoxes.length; i++) { - const scaledBox = scaleBoxCoordinates({startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint}, detector.scaleFactor); - const enlargedBox = enlargeBox(scaledBox); - const squarifiedBox = squarifyBox(enlargedBox); - const landmarks = this.storedBoxes[i].landmarks.arraySync(); - const confidence = this.storedBoxes[i].confidence; - this.storedBoxes[i] = {...squarifiedBox, confidence, landmarks}; - } - } - if (detector && detector.boxes) { - detector.boxes.forEach((prediction) => { - prediction.box.startPoint.dispose(); - prediction.box.endPoint.dispose(); - prediction.landmarks.dispose(); - }); - } - let results = tf9.tidy(() => this.storedBoxes.map((box3, i) => { - const boxConfidence = box3.confidence; - let face4; - let angle = 0; - let rotationMatrix; - if (config3.face.detector.rotation && config3.face.mesh.enabled && tf9.ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]]; - const rotatedImage = tf9.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.boxSize, this.boxSize]).div(255); - } else { - rotationMatrix = IDENTITY_MATRIX; - const clonedImage = input.clone(); - if (config3.face.mesh.enabled) - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.meshSize, this.meshSize]).div(255); - else - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, clonedImage, [this.boxSize, this.boxSize]).div(255); - } - if (!config3.face.mesh.enabled) { - const prediction2 = { - coords: null, - box: box3, - faceConfidence: null, - boxConfidence, - confidence: box3.confidence, - image: face4 - }; - return prediction2; - } - const [, confidence, contourCoords] = this.meshDetector.predict(face4); - const faceConfidence = confidence.dataSync()[0]; - if (faceConfidence < config3.face.detector.minConfidence) - return null; - const coordsReshaped = tf9.reshape(contourCoords, [-1, 3]); - let rawCoords = coordsReshaped.arraySync(); - if (config3.face.iris.enabled) { - const {box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true); - const {box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop} = this.getEyeBox(rawCoords, face4, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]); - const eyePredictions = this.irisModel.predict(tf9.concat([leftEyeCrop, rightEyeCrop])); - const eyePredictionsData = eyePredictions.dataSync(); - const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3); - const {rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords} = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true); - const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3); - const {rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords} = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize); - const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords); - if (Math.abs(leftToRightEyeDepthDifference) < 30) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", null); - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", null); - } else if (leftToRightEyeDepthDifference < 1) { - replaceRawCoordinates(rawCoords, leftEyeRawCoords, "left", ["EyeUpper0", "EyeLower0"]); - } else { - replaceRawCoordinates(rawCoords, rightEyeRawCoords, "right", ["EyeUpper0", "EyeLower0"]); - } - const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, "left"); - const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, "right"); - rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords); - } - const transformedCoordsData = this.transformRawCoords(rawCoords, box3, angle, rotationMatrix); - box3 = enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); - const transformedCoords = tf9.tensor2d(transformedCoordsData); - if (config3.face.detector.rotation && config3.face.mesh.enabled && (config3.face.description.enabled || config3.face.embedding.enabled) && tf9.ENV.flags.IS_BROWSER) { - const [indexOfMouth, indexOfForehead] = box3.landmarks.length >= meshLandmarks.count ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine; - angle = computeRotation(box3.landmarks[indexOfMouth], box3.landmarks[indexOfForehead]); - const faceCenter = getBoxCenter({startPoint: box3.startPoint, endPoint: box3.endPoint}); - const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]]; - const rotatedImage = tf9.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); - rotationMatrix = buildRotationMatrix(-angle, faceCenter); - face4 = cutBoxFromImageAndResize({startPoint: box3.startPoint, endPoint: box3.endPoint}, rotatedImage, [this.meshSize, this.meshSize]).div(255); - } - const prediction = { - coords: transformedCoords, - box: box3, - faceConfidence, - boxConfidence, - image: face4, - rawCoords - }; - const squarifiedLandmarksBox = squarifyBox(box3); - this.storedBoxes[i] = {...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box3.confidence, faceConfidence}; - return prediction; - })); - results = results.filter((a) => a !== null); - if (config3.face.mesh.enabled) - this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config3.face.detector.minConfidence); - this.detectedFaces = results.length; - return results; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint, landmarks}; - } -}; - -// src/blazeface/facemesh.ts -var MediaPipeFaceMesh = class { - constructor(blazeFace, blazeMeshModel, irisModel, config3) { - this.facePipeline = new Pipeline(blazeFace, blazeMeshModel, irisModel); - this.config = config3; - } - async estimateFaces(input, config3) { - const predictions = await this.facePipeline.predict(input, config3); - const results = []; - for (const prediction of predictions || []) { - if (prediction.isDisposedInternal) - continue; - const mesh = prediction.coords ? prediction.coords.arraySync() : []; - const meshRaw = mesh.map((pt) => [ - pt[0] / input.shape[2], - pt[1] / input.shape[1], - pt[2] / this.facePipeline.meshSize - ]); - const annotations3 = {}; - if (mesh && mesh.length > 0) { - for (const key of Object.keys(MESH_ANNOTATIONS)) - annotations3[key] = MESH_ANNOTATIONS[key].map((index) => mesh[index]); - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.startPoint[0]), - Math.max(0, prediction.box.startPoint[1]), - Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]), - Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]) - ] : 0; - const boxRaw = prediction.box ? [ - prediction.box.startPoint[0] / input.shape[2], - prediction.box.startPoint[1] / input.shape[1], - (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2], - (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1] - ] : []; - results.push({ - confidence: prediction.faceConfidence || prediction.boxConfidence || 0, - boxConfidence: prediction.boxConfidence, - faceConfidence: prediction.faceConfidence, - box: box3, - boxRaw, - mesh, - meshRaw, - annotations: annotations3, - image: prediction.image ? prediction.image.clone() : null - }); - if (prediction.coords) - prediction.coords.dispose(); - if (prediction.image) - prediction.image.dispose(); - } - return results; - } -}; -var faceModels = [null, null, null]; -async function load7(config3) { - faceModels = await Promise.all([ - !faceModels[0] && config3.face.enabled ? load6(config3) : null, - !faceModels[1] && config3.face.mesh.enabled ? tf10.loadGraphModel(config3.face.mesh.modelPath, {fromTFHub: config3.face.mesh.modelPath.includes("tfhub.dev")}) : null, - !faceModels[2] && config3.face.iris.enabled ? tf10.loadGraphModel(config3.face.iris.modelPath, {fromTFHub: config3.face.iris.modelPath.includes("tfhub.dev")}) : null - ]); - const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config3); - if (config3.face.mesh.enabled && config3.debug) - log(`load model: ${config3.face.mesh.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.face.iris.enabled && config3.debug) - log(`load model: ${config3.face.iris.modelPath.match(/\/(.*)\./)[1]}`); - return faceMesh; -} -var triangulation = TRI468; -var uvmap = UV468; - -// src/posenet/posenet.ts -var posenet_exports = {}; -__export(posenet_exports, { - PoseNet: () => PoseNet, - load: () => load8 -}); -var tf13 = __toModule(require_tfjs_esm()); - -// src/posenet/modelBase.ts -var tf11 = __toModule(require_tfjs_esm()); -function nameOutputResultsMobileNet(results) { - const [offsets, heatmap, displacementFwd, displacementBwd] = results; - return {offsets, heatmap, displacementFwd, displacementBwd}; -} -var BaseModel = class { - constructor(model9) { - this.model = model9; - } - predict(input) { - return tf11.tidy(() => { - const asFloat = input.toFloat().div(127.5).sub(1); - const asBatch = asFloat.expandDims(0); - const results = this.model.predict(asBatch); - const results3d = results.map((y) => y.squeeze([0])); - const namedResults = nameOutputResultsMobileNet(results3d); - return { - heatmapScores: namedResults.heatmap.sigmoid(), - offsets: namedResults.offsets, - displacementFwd: namedResults.displacementFwd, - displacementBwd: namedResults.displacementBwd - }; - }); - } - dispose() { - this.model.dispose(); - } -}; - -// src/posenet/heapSort.ts -function half(k) { - return Math.floor(k / 2); -} -var MaxHeap = class { - constructor(maxSize2, getElementValue) { - this.priorityQueue = new Array(maxSize2); - this.numberOfElements = -1; - this.getElementValue = getElementValue; - } - enqueue(x) { - this.priorityQueue[++this.numberOfElements] = x; - this.swim(this.numberOfElements); - } - dequeue() { - const max2 = this.priorityQueue[0]; - this.exchange(0, this.numberOfElements--); - this.sink(0); - this.priorityQueue[this.numberOfElements + 1] = null; - return max2; - } - empty() { - return this.numberOfElements === -1; - } - size() { - return this.numberOfElements + 1; - } - all() { - return this.priorityQueue.slice(0, this.numberOfElements + 1); - } - max() { - return this.priorityQueue[0]; - } - swim(k) { - while (k > 0 && this.less(half(k), k)) { - this.exchange(k, half(k)); - k = half(k); - } - } - sink(k) { - while (2 * k <= this.numberOfElements) { - let j = 2 * k; - if (j < this.numberOfElements && this.less(j, j + 1)) - j++; - if (!this.less(k, j)) - break; - this.exchange(k, j); - k = j; - } - } - getValueAt(i) { - return this.getElementValue(this.priorityQueue[i]); - } - less(i, j) { - return this.getValueAt(i) < this.getValueAt(j); - } - exchange(i, j) { - const t = this.priorityQueue[i]; - this.priorityQueue[i] = this.priorityQueue[j]; - this.priorityQueue[j] = t; - } -}; - -// src/posenet/buildParts.ts -function scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) { - const [height, width] = scores.shape; - let localMaximum = true; - const yStart = Math.max(heatmapY - localMaximumRadius, 0); - const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height); - for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) { - const xStart = Math.max(heatmapX - localMaximumRadius, 0); - const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width); - for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) { - if (scores.get(yCurrent, xCurrent, keypointId) > score) { - localMaximum = false; - break; - } - } - if (!localMaximum) - break; - } - return localMaximum; -} -function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) { - const [height, width, numKeypoints] = scores.shape; - const queue = new MaxHeap(height * width * numKeypoints, ({score}) => score); - for (let heatmapY = 0; heatmapY < height; ++heatmapY) { - for (let heatmapX = 0; heatmapX < width; ++heatmapX) { - for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) { - const score = scores.get(heatmapY, heatmapX, keypointId); - if (score < scoreThreshold) - continue; - if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) { - queue.enqueue({score, part: {heatmapY, heatmapX, id: keypointId}}); - } - } - } - } - return queue; -} - -// src/posenet/keypoints.ts -var partNames = [ - "nose", - "leftEye", - "rightEye", - "leftEar", - "rightEar", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle" -]; -var NUM_KEYPOINTS = partNames.length; -var partIds = partNames.reduce((result, jointName, i) => { - result[jointName] = i; - return result; -}, {}); -var connectedPartNames = [ - ["leftHip", "leftShoulder"], - ["leftElbow", "leftShoulder"], - ["leftElbow", "leftWrist"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["rightHip", "rightShoulder"], - ["rightElbow", "rightShoulder"], - ["rightElbow", "rightWrist"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"], - ["leftShoulder", "rightShoulder"], - ["leftHip", "rightHip"] -]; -var connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => [partIds[jointNameA], partIds[jointNameB]]); -var poseChain = [ - ["nose", "leftEye"], - ["leftEye", "leftEar"], - ["nose", "rightEye"], - ["rightEye", "rightEar"], - ["nose", "leftShoulder"], - ["leftShoulder", "leftElbow"], - ["leftElbow", "leftWrist"], - ["leftShoulder", "leftHip"], - ["leftHip", "leftKnee"], - ["leftKnee", "leftAnkle"], - ["nose", "rightShoulder"], - ["rightShoulder", "rightElbow"], - ["rightElbow", "rightWrist"], - ["rightShoulder", "rightHip"], - ["rightHip", "rightKnee"], - ["rightKnee", "rightAnkle"] -]; - -// src/posenet/vectors.ts -function getOffsetPoint(y, x, keypoint, offsets) { - return { - y: offsets.get(y, x, keypoint), - x: offsets.get(y, x, keypoint + NUM_KEYPOINTS) - }; -} -function getImageCoords(part, outputStride, offsets) { - const {heatmapY, heatmapX, id: keypoint} = part; - const {y, x} = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets); - return { - x: part.heatmapX * outputStride + x, - y: part.heatmapY * outputStride + y - }; -} -function clamp(a, min, max2) { - if (a < min) - return min; - if (a > max2) - return max2; - return a; -} -function squaredDistance(y1, x1, y2, x2) { - const dy = y2 - y1; - const dx = x2 - x1; - return dy * dy + dx * dx; -} -function addVectors(a, b) { - return {x: a.x + b.x, y: a.y + b.y}; -} - -// src/posenet/decoders.ts -var tf12 = __toModule(require_tfjs_esm()); -function getPointsConfidence(heatmapScores, heatMapCoords) { - const numKeypoints = heatMapCoords.shape[0]; - const result = new Float32Array(numKeypoints); - for (let keypoint = 0; keypoint < numKeypoints; keypoint++) { - const y = heatMapCoords.get(keypoint, 0); - const x = heatMapCoords.get(keypoint, 1); - result[keypoint] = heatmapScores.get(y, x, keypoint); - } - return result; -} -function getOffsetPoint2(y, x, keypoint, offsetsBuffer) { - return { - y: offsetsBuffer.get(y, x, keypoint), - x: offsetsBuffer.get(y, x, keypoint + NUM_KEYPOINTS) - }; -} -function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) { - const result = []; - for (let keypoint = 0; keypoint < NUM_KEYPOINTS; keypoint++) { - const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf(); - const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf(); - const {x, y} = getOffsetPoint2(heatmapY, heatmapX, keypoint, offsetsBuffer); - result.push(y); - result.push(x); - } - return tf12.tensor2d(result, [NUM_KEYPOINTS, 2]); -} -function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) { - return tf12.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf12.scalar(outputStride, "int32")).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer))); -} -function mod(a, b) { - return tf12.tidy(() => { - const floored = a.div(tf12.scalar(b, "int32")); - return a.sub(floored.mul(tf12.scalar(b, "int32"))); - }); -} -function argmax2d(inputs) { - const [height, width, depth] = inputs.shape; - return tf12.tidy(() => { - const reshaped = inputs.reshape([height * width, depth]); - const coords3 = reshaped.argMax(0); - const yCoords = coords3.div(tf12.scalar(width, "int32")).expandDims(1); - const xCoords = mod(coords3, width).expandDims(1); - return tf12.concat([yCoords, xCoords], 1); - }); -} - -// src/posenet/decodePose.ts -var parentChildrenTuples = poseChain.map(([parentJoinName, childJoinName]) => [partIds[parentJoinName], partIds[childJoinName]]); -var parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId); -var childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId); -var defaultOutputStride = 16; -function getDisplacement(edgeId, point2, displacements) { - const numEdges = displacements.shape[2] / 2; - return { - y: displacements.get(point2.y, point2.x, edgeId), - x: displacements.get(point2.y, point2.x, numEdges + edgeId) - }; -} -function getStridedIndexNearPoint(point2, outputStride, height, width) { - return { - y: clamp(Math.round(point2.y / outputStride), 0, height - 1), - x: clamp(Math.round(point2.x / outputStride), 0, width - 1) - }; -} -function traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) { - const [height, width] = scoresBuffer.shape; - const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width); - const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements); - const displacedPoint = addVectors(sourceKeypoint.position, displacement); - let targetKeypoint = displacedPoint; - for (let i = 0; i < offsetRefineStep; i++) { - const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const offsetPoint = getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets); - targetKeypoint = addVectors({ - x: targetKeypointIndices.x * outputStride, - y: targetKeypointIndices.y * outputStride - }, {x: offsetPoint.x, y: offsetPoint.y}); - } - const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width); - const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId); - return {position: targetKeypoint, part: partNames[targetKeypointId], score}; -} -function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) { - const numParts = scores.shape[2]; - const numEdges = parentToChildEdges.length; - const instanceKeypoints = new Array(numParts); - const {part: rootPart, score: rootScore} = root; - const rootPoint = getImageCoords(rootPart, outputStride, offsets); - instanceKeypoints[rootPart.id] = { - score: rootScore, - part: partNames[rootPart.id], - position: rootPoint - }; - for (let edge = numEdges - 1; edge >= 0; --edge) { - const sourceKeypointId = parentToChildEdges[edge]; - const targetKeypointId = childToParentEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd); - } - } - for (let edge = 0; edge < numEdges; ++edge) { - const sourceKeypointId = childToParentEdges[edge]; - const targetKeypointId = parentToChildEdges[edge]; - if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) { - instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd); - } - } - return instanceKeypoints; -} -async function decodeSinglePose(heatmapScores, offsets, minScore) { - let totalScore = 0; - const heatmapValues = argmax2d(heatmapScores); - const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const heatmapValuesBuffer = allTensorBuffers[2]; - const offsetPoints = getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer); - const offsetPointsBuffer = await offsetPoints.buffer(); - const keypointConfidence = Array.from(getPointsConfidence(scoresBuffer, heatmapValuesBuffer)); - const instanceKeypoints = keypointConfidence.map((score, i) => { - totalScore += score; - return { - position: { - y: offsetPointsBuffer.get(i, 0), - x: offsetPointsBuffer.get(i, 1) - }, - part: partNames[i], - score - }; - }); - const filteredKeypoints = instanceKeypoints.filter((kpt3) => kpt3.score > minScore); - heatmapValues.dispose(); - offsetPoints.dispose(); - return {keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length}; -} - -// src/posenet/decodeMultiple.ts -var kLocalMaximumRadius = 1; -var defaultOutputStride2 = 16; -function withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, {x, y}, keypointId) { - return poses.some(({keypoints: keypoints3}) => { - const correspondingKeypoint = keypoints3[keypointId].position; - return squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius; - }); -} -function getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) { - const notOverlappedKeypointScores = instanceKeypoints.reduce((result, {position, score}, keypointId) => { - if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) - result += score; - return result; - }, 0); - return notOverlappedKeypointScores / instanceKeypoints.length; -} -function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) { - const poses = []; - const queue = buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer); - const squaredNmsRadius = nmsRadius ^ 2; - while (poses.length < maxDetections && !queue.empty()) { - const root = queue.dequeue(); - const rootImageCoords = getImageCoords(root.part, defaultOutputStride2, offsetsBuffer); - if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) - continue; - const keypoints3 = decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride2, displacementsFwdBuffer, displacementsBwdBuffer); - const score = getInstanceScore(poses, squaredNmsRadius, keypoints3); - if (score > scoreThreshold) - poses.push({keypoints: keypoints3, score}); - } - return poses; -} - -// src/posenet/util.ts -async function toTensorBuffers3D(tensors) { - return Promise.all(tensors.map((tensor) => tensor.buffer())); -} -function scalePose(pose, scaleY, scaleX) { - return { - score: pose.score, - keypoints: pose.keypoints.map(({score, part, position}) => ({ - score, - part, - position: {x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY)} - })) - }; -} -function resizeTo(image16, [targetH, targetW]) { - const input = image16.squeeze(0); - const resized = input.resizeBilinear([targetH, targetW]); - input.dispose(); - return resized; -} -function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) { - const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth)); - return scaledPoses; -} - -// src/posenet/posenet.ts -async function estimateMultiple(input, res, config3, inputSize) { - return new Promise(async (resolve) => { - const allTensorBuffers = await toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]); - const scoresBuffer = allTensorBuffers[0]; - const offsetsBuffer = allTensorBuffers[1]; - const displacementsFwdBuffer = allTensorBuffers[2]; - const displacementsBwdBuffer = allTensorBuffers[3]; - const poses = await decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config3.body.nmsRadius, config3.body.maxDetections, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); -} -async function estimateSingle(input, res, config3, inputSize) { - return new Promise(async (resolve) => { - const pose = await decodeSinglePose(res.heatmapScores, res.offsets, config3.body.scoreThreshold); - const scaled = scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]); - resolve(scaled); - }); -} -var PoseNet = class { - constructor(model9) { - this.baseModel = model9; - this.inputSize = model9.model.inputs[0].shape[1]; - if (this.inputSize < 128) - this.inputSize = 257; - } - async estimatePoses(input, config3) { - const resized = resizeTo(input, [this.inputSize, this.inputSize]); - const res = this.baseModel.predict(resized, config3); - const poses = config3.body.maxDetections < 2 ? await estimateSingle(input, res, config3, this.inputSize) : await estimateMultiple(input, res, config3, this.inputSize); - res.heatmapScores.dispose(); - res.offsets.dispose(); - res.displacementFwd.dispose(); - res.displacementBwd.dispose(); - resized.dispose(); - return poses; - } - dispose() { - this.baseModel.dispose(); - } -}; -async function load8(config3) { - const model9 = await tf13.loadGraphModel(config3.body.modelPath); - const mobilenet = new BaseModel(model9); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - return new PoseNet(mobilenet); -} - -// src/handpose/handpose.ts -var handpose_exports = {}; -__export(handpose_exports, { - HandPose: () => HandPose, - load: () => load9 -}); -var tf17 = __toModule(require_tfjs_esm()); - -// src/handpose/handdetector.ts -var tf15 = __toModule(require_tfjs_esm()); - -// src/handpose/box.ts -var tf14 = __toModule(require_tfjs_esm()); -function getBoxSize2(box3) { - return [ - Math.abs(box3.endPoint[0] - box3.startPoint[0]), - Math.abs(box3.endPoint[1] - box3.startPoint[1]) - ]; -} -function getBoxCenter2(box3) { - return [ - box3.startPoint[0] + (box3.endPoint[0] - box3.startPoint[0]) / 2, - box3.startPoint[1] + (box3.endPoint[1] - box3.startPoint[1]) / 2 - ]; -} -function cutBoxFromImageAndResize2(box3, image16, cropSize) { - const h = image16.shape[1]; - const w = image16.shape[2]; - const boxes = [[ - box3.startPoint[1] / h, - box3.startPoint[0] / w, - box3.endPoint[1] / h, - box3.endPoint[0] / w - ]]; - return tf14.image.cropAndResize(image16, boxes, [0], cropSize); -} -function scaleBoxCoordinates2(box3, factor) { - const startPoint = [box3.startPoint[0] * factor[0], box3.startPoint[1] * factor[1]]; - const endPoint = [box3.endPoint[0] * factor[0], box3.endPoint[1] * factor[1]]; - const palmLandmarks = box3.palmLandmarks.map((coord) => { - const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]]; - return scaledCoord; - }); - return {startPoint, endPoint, palmLandmarks, confidence: box3.confidence}; -} -function enlargeBox2(box3, factor = 1.5) { - const center = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2]; - const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]]; - const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; -} -function squarifyBox2(box3) { - const centers = getBoxCenter2(box3); - const size = getBoxSize2(box3); - const maxEdge = Math.max(...size); - const halfSize = maxEdge / 2; - const startPoint = [centers[0] - halfSize, centers[1] - halfSize]; - const endPoint = [centers[0] + halfSize, centers[1] + halfSize]; - return {startPoint, endPoint, palmLandmarks: box3.palmLandmarks}; -} - -// src/handpose/handdetector.ts -var HandDetector = class { - constructor(model9, inputSize, anchorsAnnotated) { - this.model = model9; - this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]); - this.anchorsTensor = tf15.tensor2d(this.anchors); - this.inputSize = inputSize; - this.inputSizeTensor = tf15.tensor1d([inputSize, inputSize]); - this.doubleInputSizeTensor = tf15.tensor1d([inputSize * 2, inputSize * 2]); - } - normalizeBoxes(boxes) { - return tf15.tidy(() => { - const boxOffsets = tf15.slice(boxes, [0, 0], [-1, 2]); - const boxSizes = tf15.slice(boxes, [0, 2], [-1, 2]); - const boxCenterPoints = tf15.add(tf15.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor); - const halfBoxSizes = tf15.div(boxSizes, this.doubleInputSizeTensor); - const startPoints = tf15.mul(tf15.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - const endPoints = tf15.mul(tf15.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor); - return tf15.concat2d([startPoints, endPoints], 1); - }); - } - normalizeLandmarks(rawPalmLandmarks, index) { - return tf15.tidy(() => { - const landmarks = tf15.add(tf15.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]); - return tf15.mul(landmarks, this.inputSizeTensor); - }); - } - async getBoxes(input, config3) { - const batched = this.model.predict(input); - const predictions = batched.squeeze(); - batched.dispose(); - const scoresT = tf15.tidy(() => tf15.sigmoid(tf15.slice(predictions, [0, 0], [-1, 1])).squeeze()); - const scores = scoresT.dataSync(); - const rawBoxes = tf15.slice(predictions, [0, 1], [-1, 4]); - const boxes = this.normalizeBoxes(rawBoxes); - rawBoxes.dispose(); - const filteredT = await tf15.image.nonMaxSuppressionAsync(boxes, scores, config3.hand.maxHands, config3.hand.iouThreshold, config3.hand.scoreThreshold); - const filtered = filteredT.arraySync(); - scoresT.dispose(); - filteredT.dispose(); - const hands = []; - for (const index of filtered) { - if (scores[index] >= config3.hand.minConfidence) { - const matchingBox = tf15.slice(boxes, [index, 0], [1, -1]); - const rawPalmLandmarks = tf15.slice(predictions, [index, 5], [1, 14]); - const palmLandmarks = tf15.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2])); - rawPalmLandmarks.dispose(); - hands.push({box: matchingBox, palmLandmarks, confidence: scores[index]}); - } - } - predictions.dispose(); - boxes.dispose(); - return hands; - } - async estimateHandBounds(input, config3) { - const inputHeight = input.shape[1]; - const inputWidth = input.shape[2]; - const image16 = tf15.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1)); - const predictions = await this.getBoxes(image16, config3); - image16.dispose(); - const hands = []; - if (!predictions || predictions.length === 0) - return hands; - for (const prediction of predictions) { - const boxes = prediction.box.dataSync(); - const startPoint = boxes.slice(0, 2); - const endPoint = boxes.slice(2, 4); - const palmLandmarks = prediction.palmLandmarks.arraySync(); - prediction.box.dispose(); - prediction.palmLandmarks.dispose(); - hands.push(scaleBoxCoordinates2({startPoint, endPoint, palmLandmarks, confidence: prediction.confidence}, [inputWidth / this.inputSize, inputHeight / this.inputSize])); - } - return hands; - } -}; - -// src/handpose/handpipeline.ts -var tf16 = __toModule(require_tfjs_esm()); - -// src/handpose/util.ts -function normalizeRadians2(angle) { - return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI)); -} -function computeRotation2(point1, point2) { - const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]); - return normalizeRadians2(radians); -} -var buildTranslationMatrix2 = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]]; -function dot2(v1, v2) { - let product = 0; - for (let i = 0; i < v1.length; i++) { - product += v1[i] * v2[i]; - } - return product; -} -function getColumnFrom2DArr2(arr, columnIndex) { - const column = []; - for (let i = 0; i < arr.length; i++) { - column.push(arr[i][columnIndex]); - } - return column; -} -function multiplyTransformMatrices2(mat1, mat2) { - const product = []; - const size = mat1.length; - for (let row = 0; row < size; row++) { - product.push([]); - for (let col = 0; col < size; col++) { - product[row].push(dot2(mat1[row], getColumnFrom2DArr2(mat2, col))); - } - } - return product; -} -function buildRotationMatrix2(rotation, center) { - const cosA = Math.cos(rotation); - const sinA = Math.sin(rotation); - const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]]; - const translationMatrix = buildTranslationMatrix2(center[0], center[1]); - const translationTimesRotation = multiplyTransformMatrices2(translationMatrix, rotationMatrix); - const negativeTranslationMatrix = buildTranslationMatrix2(-center[0], -center[1]); - return multiplyTransformMatrices2(translationTimesRotation, negativeTranslationMatrix); -} -function invertTransformMatrix2(matrix) { - const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]]; - const translationComponent = [matrix[0][2], matrix[1][2]]; - const invertedTranslation = [ - -dot2(rotationComponent[0], translationComponent), - -dot2(rotationComponent[1], translationComponent) - ]; - return [ - rotationComponent[0].concat(invertedTranslation[0]), - rotationComponent[1].concat(invertedTranslation[1]), - [0, 0, 1] - ]; -} -function rotatePoint2(homogeneousCoordinate, rotationMatrix) { - return [ - dot2(homogeneousCoordinate, rotationMatrix[0]), - dot2(homogeneousCoordinate, rotationMatrix[1]) - ]; -} - -// src/handpose/handpipeline.ts -var PALM_BOX_ENLARGE_FACTOR = 5; -var HAND_BOX_ENLARGE_FACTOR = 1.65; -var PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2]; -var PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0; -var PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2; -var HandPipeline = class { - constructor(handDetector, landmarkDetector, inputSize) { - this.handDetector = handDetector; - this.landmarkDetector = landmarkDetector; - this.inputSize = inputSize; - this.storedBoxes = []; - this.skipped = 0; - this.detectedHands = 0; - } - getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) { - const rotatedPalmLandmarks = palmLandmarks.map((coord) => rotatePoint2([...coord, 1], rotationMatrix)); - const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks); - return enlargeBox2(squarifyBox2(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR); - } - getBoxForHandLandmarks(landmarks) { - const boundingBox = this.calculateLandmarksBoundingBox(landmarks); - const boxAroundHand = enlargeBox2(squarifyBox2(boundingBox), HAND_BOX_ENLARGE_FACTOR); - boxAroundHand.palmLandmarks = []; - for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) { - boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2)); - } - return boxAroundHand; - } - transformRawCoords(rawCoords, box22, angle, rotationMatrix) { - const boxSize = getBoxSize2(box22); - const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2]; - const coordsScaled = rawCoords.map((coord) => [ - scaleFactor[0] * (coord[0] - this.inputSize / 2), - scaleFactor[1] * (coord[1] - this.inputSize / 2), - scaleFactor[2] * coord[2] - ]); - const coordsRotationMatrix = buildRotationMatrix2(angle, [0, 0]); - const coordsRotated = coordsScaled.map((coord) => { - const rotated = rotatePoint2(coord, coordsRotationMatrix); - return [...rotated, coord[2]]; - }); - const inverseRotationMatrix = invertTransformMatrix2(rotationMatrix); - const boxCenter = [...getBoxCenter2(box22), 1]; - const originalBoxCenter = [ - dot2(boxCenter, inverseRotationMatrix[0]), - dot2(boxCenter, inverseRotationMatrix[1]) - ]; - return coordsRotated.map((coord) => [ - coord[0] + originalBoxCenter[0], - coord[1] + originalBoxCenter[1], - coord[2] - ]); - } - async estimateHands(image16, config3) { - let useFreshBox = false; - let boxes; - if (this.skipped === 0 || this.skipped > config3.hand.skipFrames || !config3.hand.landmarks || !config3.videoOptimized) { - boxes = await this.handDetector.estimateHandBounds(image16, config3); - this.skipped = 0; - } - if (config3.videoOptimized) - this.skipped++; - if (boxes && boxes.length > 0 && (boxes.length !== this.detectedHands && this.detectedHands !== config3.hand.maxHands || !config3.hand.landmarks)) { - this.detectedHands = 0; - this.storedBoxes = [...boxes]; - if (this.storedBoxes.length > 0) - useFreshBox = true; - } - const hands = []; - if (config3.hand.skipInitial && this.detectedHands === 0) - this.skipped = 0; - for (let i = 0; i < this.storedBoxes.length; i++) { - const currentBox = this.storedBoxes[i]; - if (!currentBox) - continue; - if (config3.hand.landmarks) { - const angle = config3.hand.rotation ? computeRotation2(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0; - const palmCenter = getBoxCenter2(currentBox); - const palmCenterNormalized = [palmCenter[0] / image16.shape[2], palmCenter[1] / image16.shape[1]]; - const rotatedImage = config3.hand.rotation ? tf16.image.rotateWithOffset(image16, angle, 0, palmCenterNormalized) : image16.clone(); - const rotationMatrix = buildRotationMatrix2(-angle, palmCenter); - const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox; - const croppedInput = cutBoxFromImageAndResize2(newBox, rotatedImage, [this.inputSize, this.inputSize]); - const handImage = croppedInput.div(255); - croppedInput.dispose(); - rotatedImage.dispose(); - const [confidenceT, keypoints3] = await this.landmarkDetector.predict(handImage); - handImage.dispose(); - const confidence = confidenceT.dataSync()[0]; - confidenceT.dispose(); - if (confidence >= config3.hand.minConfidence) { - const keypointsReshaped = tf16.reshape(keypoints3, [-1, 3]); - const rawCoords = keypointsReshaped.arraySync(); - keypoints3.dispose(); - keypointsReshaped.dispose(); - const coords3 = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix); - const nextBoundingBox = this.getBoxForHandLandmarks(coords3); - this.storedBoxes[i] = nextBoundingBox; - const result = { - landmarks: coords3, - confidence, - box: {topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint} - }; - hands.push(result); - } else { - this.storedBoxes[i] = null; - } - keypoints3.dispose(); - } else { - const enlarged = enlargeBox2(squarifyBox2(currentBox), HAND_BOX_ENLARGE_FACTOR); - const result = { - confidence: currentBox.confidence, - box: {topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint} - }; - hands.push(result); - } - } - this.storedBoxes = this.storedBoxes.filter((a) => a !== null); - this.detectedHands = hands.length; - return hands; - } - calculateLandmarksBoundingBox(landmarks) { - const xs = landmarks.map((d) => d[0]); - const ys = landmarks.map((d) => d[1]); - const startPoint = [Math.min(...xs), Math.min(...ys)]; - const endPoint = [Math.max(...xs), Math.max(...ys)]; - return {startPoint, endPoint}; - } -}; - -// src/handpose/anchors.ts -var anchors = [ - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.015625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.046875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.078125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.109375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.140625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.171875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.203125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.234375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.265625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.296875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.328125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.359375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.390625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.421875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.453125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.484375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.515625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.546875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.578125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.609375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.640625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.671875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.703125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.734375, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.765625, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.796875, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - }, - { - w: 1, - h: 1, - x_center: 0.828125, - y_center: 0.015625 - 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x_center: 0.4375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.8125 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.0625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.1875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.3125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.4375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.5625, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.6875, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.8125, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - }, - { - w: 1, - h: 1, - x_center: 0.9375, - y_center: 0.9375 - } -]; - -// src/handpose/handpose.ts -var MESH_ANNOTATIONS2 = { - thumb: [1, 2, 3, 4], - indexFinger: [5, 6, 7, 8], - middleFinger: [9, 10, 11, 12], - ringFinger: [13, 14, 15, 16], - pinky: [17, 18, 19, 20], - palmBase: [0] -}; -var HandPose = class { - constructor(handPipeline) { - this.handPipeline = handPipeline; - } - static getAnnotations() { - return MESH_ANNOTATIONS2; - } - async estimateHands(input, config3) { - const predictions = await this.handPipeline.estimateHands(input, config3); - if (!predictions) - return []; - const hands = []; - for (const prediction of predictions) { - const annotations3 = {}; - if (prediction.landmarks) { - for (const key of Object.keys(MESH_ANNOTATIONS2)) { - annotations3[key] = MESH_ANNOTATIONS2[key].map((index) => prediction.landmarks[index]); - } - } - const box3 = prediction.box ? [ - Math.max(0, prediction.box.topLeft[0]), - Math.max(0, prediction.box.topLeft[1]), - Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]), - Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]) - ] : []; - const boxRaw = [ - prediction.box.topLeft[0] / input.shape[2], - prediction.box.topLeft[1] / input.shape[1], - (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2], - (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1] - ]; - hands.push({confidence: prediction.confidence, box: box3, boxRaw, landmarks: prediction.landmarks, annotations: annotations3}); - } - return hands; - } -}; -async function load9(config3) { - const [handDetectorModel, handPoseModel] = await Promise.all([ - config3.hand.enabled ? tf17.loadGraphModel(config3.hand.detector.modelPath, {fromTFHub: config3.hand.detector.modelPath.includes("tfhub.dev")}) : null, - config3.hand.landmarks ? tf17.loadGraphModel(config3.hand.skeleton.modelPath, {fromTFHub: config3.hand.skeleton.modelPath.includes("tfhub.dev")}) : null - ]); - const handDetector = new HandDetector(handDetectorModel, handDetectorModel == null ? void 0 : handDetectorModel.inputs[0].shape[2], anchors); - const handPipeline = new HandPipeline(handDetector, handPoseModel, handPoseModel == null ? void 0 : handPoseModel.inputs[0].shape[2]); - const handPose = new HandPose(handPipeline); - if (config3.hand.enabled && config3.debug) - log(`load model: ${config3.hand.detector.modelPath.match(/\/(.*)\./)[1]}`); - if (config3.hand.landmarks && config3.debug) - log(`load model: ${config3.hand.skeleton.modelPath.match(/\/(.*)\./)[1]}`); - return handPose; -} - -// src/blazepose/blazepose.ts -var blazepose_exports = {}; -__export(blazepose_exports, { - load: () => load10, - predict: () => predict6 -}); -var tf18 = __toModule(require_tfjs_esm()); - -// src/blazepose/annotations.ts -var full = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "leftWrist", - "rightWrist", - "leftPalm", - "rightPalm", - "leftIndex", - "rightIndex", - "leftPinky", - "rightPinky", - "leftHip", - "rightHip", - "leftKnee", - "rightKnee", - "leftAnkle", - "rightAnkle", - "leftHeel", - "rightHeel", - "leftFoot", - "rightFoot", - "midHip", - "forehead", - "leftThumb", - "leftHand", - "rightThumb", - "rightHand" -]; -var upper = [ - "nose", - "leftEyeInside", - "leftEye", - "leftEyeOutside", - "rightEyeInside", - "rightEye", - "rightEyeOutside", - "leftEar", - "rightEar", - "leftMouth", - "rightMouth", - "leftShoulder", - "rightShoulder", - "leftElbow", - "rightElbow", - "left:15", - "right:16", - "left:17", - "right:18", - "left:19", - "right:20", - "left:21", - "right:22", - "leftChest", - "rightChest", - "neck", - "forehead", - "left:27", - "right:28", - "left:29", - "right:30" -]; - -// src/blazepose/blazepose.ts -var model6; -async function load10(config3) { - if (!model6) { - model6 = await tf18.loadGraphModel(config3.body.modelPath); - model6.width = parseInt(model6.signature.inputs["input_1:0"].tensorShape.dim[2].size); - model6.height = parseInt(model6.signature.inputs["input_1:0"].tensorShape.dim[1].size); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model6; -} -async function predict6(image16, config3) { - if (!model6) - return null; - if (!config3.body.enabled) - return null; - const imgSize = {width: image16.shape[2], height: image16.shape[1]}; - const resize = tf18.image.resizeBilinear(image16, [model6.width, model6.height], false); - const normalize = tf18.div(resize, [255]); - resize.dispose(); - let points; - if (!config3.profile) { - const resT = await model6.predict(normalize); - points = resT.find((t) => t.size === 195 || t.size === 155).dataSync(); - resT.forEach((t) => t.dispose()); - } else { - const profileData = await tf18.profile(() => model6.predict(normalize)); - points = profileData.result.find((t) => t.size === 195 || t.size === 155).dataSync(); - profileData.result.forEach((t) => t.dispose()); - run("blazepose", profileData); - } - normalize.dispose(); - const keypoints3 = []; - const labels2 = points.length === 195 ? full : upper; - const depth = 5; - for (let i = 0; i < points.length / depth; i++) { - keypoints3.push({ - id: i, - part: labels2[i], - position: { - x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), - y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), - z: Math.trunc(points[depth * i + 2]) + 0 - }, - score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, - presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100 - }); - } - return [{keypoints: keypoints3}]; -} - -// src/efficientpose/efficientpose.ts -var tf19 = __toModule(require_tfjs_esm()); -var model7; -var keypoints2 = {}; -var skipped5 = Number.MAX_SAFE_INTEGER; -var bodyParts = ["head", "neck", "rightShoulder", "rightElbow", "rightWrist", "chest", "leftShoulder", "leftElbow", "leftWrist", "pelvis", "rightHip", "rightKnee", "rightAnkle", "leftHip", "leftKnee", "leftAnkle"]; -async function load11(config3) { - if (!model7) { - model7 = await tf19.loadGraphModel(config3.body.modelPath); - if (config3.debug) - log(`load model: ${config3.body.modelPath.match(/\/(.*)\./)[1]}`); - } - return model7; -} -function max2d(inputs, minScore) { - const [width, height] = inputs.shape; - return tf19.tidy(() => { - const mod2 = (a, b) => tf19.sub(a, tf19.mul(tf19.div(a, tf19.scalar(b, "int32")), tf19.scalar(b, "int32"))); - const reshaped = tf19.reshape(inputs, [height * width]); - const score = tf19.max(reshaped, 0).dataSync()[0]; - if (score > minScore) { - const coords3 = tf19.argMax(reshaped, 0); - const x = mod2(coords3, width).dataSync()[0]; - const y = tf19.div(coords3, tf19.scalar(width, "int32")).dataSync()[0]; - return [x, y, score]; - } - return [0, 0, score]; - }); -} -async function predict7(image16, config3) { - if (!model7) - return null; - if (skipped5 < config3.body.skipFrames && config3.videoOptimized && Object.keys(keypoints2).length > 0) { - skipped5++; - return keypoints2; - } - if (config3.videoOptimized) - skipped5 = 0; - else - skipped5 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const tensor = tf19.tidy(() => { - const resize = tf19.image.resizeBilinear(image16, [model7.inputs[0].shape[2], model7.inputs[0].shape[1]], false); - const enhance3 = tf19.mul(resize, 2); - const norm = enhance3.sub(1); - return norm; - }); - let resT; - if (!config3.profile) { - if (config3.body.enabled) - resT = await model7.executeAsync(tensor); - } else { - const profileT = config3.body.enabled ? await tf19.profile(() => model7.executeAsync(tensor)) : {}; - resT = profileT.result.clone(); - profileT.result.dispose(); - run("body", profileT); - } - tensor.dispose(); - if (resT) { - const parts = []; - const squeeze = resT.squeeze(); - tf19.dispose(resT); - const stack2 = squeeze.unstack(2); - tf19.dispose(squeeze); - for (let id = 0; id < stack2.length; id++) { - const [x, y, score] = max2d(stack2[id], config3.body.scoreThreshold); - if (score > config3.body.scoreThreshold) { - parts.push({ - id, - score, - part: bodyParts[id], - positionRaw: { - xRaw: x / model7.inputs[0].shape[2], - yRaw: y / model7.inputs[0].shape[1] - }, - position: { - x: Math.round(image16.shape[2] * x / model7.inputs[0].shape[2]), - y: Math.round(image16.shape[1] * y / model7.inputs[0].shape[1]) - } - }); - } - } - stack2.forEach((s) => tf19.dispose(s)); - keypoints2 = parts; - } - resolve([{keypoints: keypoints2}]); - }); -} - -// src/nanodet/nanodet.ts -var nanodet_exports = {}; -__export(nanodet_exports, { - load: () => load12, - predict: () => predict8 -}); -var tf20 = __toModule(require_tfjs_esm()); - -// src/nanodet/labels.ts -var labels = [ - {class: 1, label: "person"}, - {class: 2, label: "bicycle"}, - {class: 3, label: "car"}, - {class: 4, label: "motorcycle"}, - {class: 5, label: "airplane"}, - {class: 6, label: "bus"}, - {class: 7, label: "train"}, - {class: 8, label: "truck"}, - {class: 9, label: "boat"}, - {class: 10, label: "traffic light"}, - {class: 11, label: "fire hydrant"}, - {class: 12, label: "stop sign"}, - {class: 13, label: "parking meter"}, - {class: 14, label: "bench"}, - {class: 15, label: "bird"}, - {class: 16, label: "cat"}, - {class: 17, label: "dog"}, - {class: 18, label: "horse"}, - {class: 19, label: "sheep"}, - {class: 20, label: "cow"}, - {class: 21, label: "elephant"}, - {class: 22, label: "bear"}, - {class: 23, label: "zebra"}, - {class: 24, label: "giraffe"}, - {class: 25, label: "backpack"}, - {class: 26, label: "umbrella"}, - {class: 27, label: "handbag"}, - {class: 28, label: "tie"}, - {class: 29, label: "suitcase"}, - {class: 30, label: "frisbee"}, - {class: 31, label: "skis"}, - {class: 32, label: "snowboard"}, - {class: 33, label: "sports ball"}, - {class: 34, label: "kite"}, - {class: 35, label: "baseball bat"}, - {class: 36, label: "baseball glove"}, - {class: 37, label: "skateboard"}, - {class: 38, label: "surfboard"}, - {class: 39, label: "tennis racket"}, - {class: 40, label: "bottle"}, - {class: 41, label: "wine glass"}, - {class: 42, label: "cup"}, - {class: 43, label: "fork"}, - {class: 44, label: "knife"}, - {class: 45, label: "spoon"}, - {class: 46, label: "bowl"}, - {class: 47, label: "banana"}, - {class: 48, label: "apple"}, - {class: 49, label: "sandwich"}, - {class: 50, label: "orange"}, - {class: 51, label: "broccoli"}, - {class: 52, label: "carrot"}, - {class: 53, label: "hot dog"}, - {class: 54, label: "pizza"}, - {class: 55, label: "donut"}, - {class: 56, label: "cake"}, - {class: 57, label: "chair"}, - {class: 58, label: "couch"}, - {class: 59, label: "potted plant"}, - {class: 60, label: "bed"}, - {class: 61, label: "dining table"}, - {class: 62, label: "toilet"}, - {class: 63, label: "tv"}, - {class: 64, label: "laptop"}, - {class: 65, label: "mouse"}, - {class: 66, label: "remote"}, - {class: 67, label: "keyboard"}, - {class: 68, label: "cell phone"}, - {class: 69, label: "microwave"}, - {class: 70, label: "oven"}, - {class: 71, label: "toaster"}, - {class: 72, label: "sink"}, - {class: 73, label: "refrigerator"}, - {class: 74, label: "book"}, - {class: 75, label: "clock"}, - {class: 76, label: "vase"}, - {class: 77, label: "scissors"}, - {class: 78, label: "teddy bear"}, - {class: 79, label: "hair drier"}, - {class: 80, label: "toothbrush"} -]; - -// src/nanodet/nanodet.ts -var model8; -var last5 = []; -var skipped6 = Number.MAX_SAFE_INTEGER; -var scaleBox = 2.5; -async function load12(config3) { - if (!model8) { - model8 = await tf20.loadGraphModel(config3.object.modelPath); - model8.inputSize = parseInt(Object.values(model8.modelSignature["inputs"])[0].tensorShape.dim[2].size); - if (config3.debug) - log(`load model: ${config3.object.modelPath.match(/\/(.*)\./)[1]}`); - } - return model8; -} -async function process2(res, inputSize, outputShape, config3) { - let id = 0; - let results = []; - for (const strideSize of [1, 2, 4]) { - tf20.tidy(() => { - var _a, _b; - const baseSize = strideSize * 13; - const scoresT = (_a = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] === labels.length)) == null ? void 0 : _a.squeeze(); - const featuresT = (_b = res.find((a) => a.shape[1] === baseSize ** 2 && a.shape[2] < labels.length)) == null ? void 0 : _b.squeeze(); - const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); - const boxIdx = boxesMax.argMax(2).arraySync(); - const scores = scoresT.arraySync(); - for (let i = 0; i < scoresT.shape[0]; i++) { - for (let j = 0; j < scoresT.shape[1]; j++) { - const score = scores[i][j]; - if (score > config3.object.minConfidence && j !== 61) { - const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; - const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; - const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); - const [x, y] = [ - cx - scaleBox / strideSize * boxOffset[0], - cy - scaleBox / strideSize * boxOffset[1] - ]; - const [w, h] = [ - cx + scaleBox / strideSize * boxOffset[2] - x, - cy + scaleBox / strideSize * boxOffset[3] - y - ]; - let boxRaw = [x, y, w, h]; - boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); - const box3 = [ - boxRaw[0] * outputShape[0], - boxRaw[1] * outputShape[1], - boxRaw[2] * outputShape[0], - boxRaw[3] * outputShape[1] - ]; - const result = { - id: id++, - strideSize, - score, - class: j + 1, - label: labels[j].label, - center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)], - centerRaw: [cx, cy], - box: box3.map((a) => Math.trunc(a)), - boxRaw - }; - results.push(result); - } - } - } - }); - } - res.forEach((t) => tf20.dispose(t)); - const nmsBoxes = results.map((a) => a.boxRaw); - const nmsScores = results.map((a) => a.score); - let nmsIdx = []; - if (nmsBoxes && nmsBoxes.length > 0) { - const nms = await tf20.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config3.object.maxResults, config3.object.iouThreshold, config3.object.minConfidence); - nmsIdx = nms.dataSync(); - tf20.dispose(nms); - } - results = results.filter((a, idx) => nmsIdx.includes(idx)).sort((a, b) => b.score - a.score); - return results; -} -async function predict8(image16, config3) { - if (!model8) - return null; - if (skipped6 < config3.object.skipFrames && config3.videoOptimized && last5.length > 0) { - skipped6++; - return last5; - } - if (config3.videoOptimized) - skipped6 = 0; - else - skipped6 = Number.MAX_SAFE_INTEGER; - return new Promise(async (resolve) => { - const outputSize = [image16.shape[2], image16.shape[1]]; - const resize = tf20.image.resizeBilinear(image16, [model8.inputSize, model8.inputSize], false); - const norm = resize.div(255); - const transpose = norm.transpose([0, 3, 1, 2]); - norm.dispose(); - resize.dispose(); - let objectT; - if (!config3.profile) { - if (config3.object.enabled) - objectT = await model8.executeAsync(transpose); - } else { - const profileObject = config3.object.enabled ? await tf20.profile(() => model8.executeAsync(transpose)) : {}; - objectT = profileObject.result; - run("object", profileObject); - } - transpose.dispose(); - const obj = await process2(objectT, model8.inputSize, outputSize, config3); - last5 = obj; - resolve(obj); - }); -} - -// src/gesture/gesture.ts -var body = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const leftWrist = res[i].keypoints.find((a) => a.part === "leftWrist"); - const rightWrist = res[i].keypoints.find((a) => a.part === "rightWrist"); - const nose = res[i].keypoints.find((a) => a.part === "nose"); - if (nose && leftWrist && rightWrist && leftWrist.position.y < nose.position.y && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "i give up"}); - else if (nose && leftWrist && leftWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise left hand"}); - else if (nose && rightWrist && rightWrist.position.y < nose.position.y) - gestures.push({body: i, gesture: "raise right hand"}); - const leftShoulder = res[i].keypoints.find((a) => a.part === "leftShoulder"); - const rightShoulder = res[i].keypoints.find((a) => a.part === "rightShoulder"); - if (leftShoulder && rightShoulder) - gestures.push({body: i, gesture: `leaning ${leftShoulder.position.y > rightShoulder.position.y ? "left" : "right"}`}); - } - return gestures; -}; -var face = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (res[i].mesh && res[i].mesh.length > 0) { - const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2]; - if (Math.abs(eyeFacing) < 10) - gestures.push({face: i, gesture: "facing camera"}); - else - gestures.push({face: i, gesture: `facing ${eyeFacing < 0 ? "right" : "left"}`}); - const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); - if (openLeft < 0.2) - gestures.push({face: i, gesture: "blink left eye"}); - const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); - if (openRight < 0.2) - gestures.push({face: i, gesture: "blink right eye"}); - const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1])); - if (mouthOpen > 10) - gestures.push({face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open`}); - const chinDepth = res[i].mesh[152][2]; - if (Math.abs(chinDepth) > 10) - gestures.push({face: i, gesture: `head ${chinDepth < 0 ? "up" : "down"}`}); - } - } - return gestures; -}; -var iris = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) - continue; - const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0]; - const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1]; - const areaLeft = Math.abs(sizeXLeft * sizeYLeft); - const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0]; - const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1]; - const areaRight = Math.abs(sizeXRight * sizeYRight); - const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight); - if (difference < 0.25) - gestures.push({iris: i, gesture: "looking at camera"}); - } - return gestures; -}; -var hand = (res) => { - if (!res) - return []; - const gestures = []; - for (let i = 0; i < res.length; i++) { - const fingers = []; - for (const [finger, pos] of Object.entries(res[i]["annotations"])) { - if (finger !== "palmBase") - fingers.push({name: finger.toLowerCase(), position: pos[0]}); - } - if (fingers && fingers.length > 0) { - const closest = fingers.reduce((best, a) => best.position[2] < a.position[2] ? best : a); - const highest = fingers.reduce((best, a) => best.position[1] < a.position[1] ? best : a); - gestures.push({hand: i, gesture: `${closest.name} forward ${highest.name} up`}); - } - } - return gestures; -}; - -// src/image/image.ts -var tf21 = __toModule(require_tfjs_esm()); - -// src/image/imagefx.js -function GLProgram(gl, vertexSource, fragmentSource) { - const _collect = function(source, prefix, collection) { - const r = new RegExp("\\b" + prefix + " \\w+ (\\w+)", "ig"); - source.replace(r, (match2, name) => { - collection[name] = 0; - return match2; - }); - }; - const _compile = function(source, type) { - const shader = gl.createShader(type); - gl.shaderSource(shader, source); - gl.compileShader(shader); - if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) { - throw new Error("Filter: GL compile failed", gl.getShaderInfoLog(shader)); - } - return shader; - }; - this.uniform = {}; - this.attribute = {}; - const _vsh = _compile(vertexSource, gl.VERTEX_SHADER); - const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER); - this.id = gl.createProgram(); - gl.attachShader(this.id, _vsh); - gl.attachShader(this.id, _fsh); - gl.linkProgram(this.id); - if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) { - throw new Error("Filter: GL link failed", gl.getProgramInfoLog(this.id)); - } - gl.useProgram(this.id); - _collect(vertexSource, "attribute", this.attribute); - for (const a in this.attribute) - this.attribute[a] = gl.getAttribLocation(this.id, a); - _collect(vertexSource, "uniform", this.uniform); - _collect(fragmentSource, "uniform", this.uniform); - for (const u in this.uniform) - this.uniform[u] = gl.getUniformLocation(this.id, u); -} -function GLImageFilter(params) { - if (!params) - params = {}; - let _drawCount = 0; - let _sourceTexture = null; - let _lastInChain = false; - let _currentFramebufferIndex = -1; - let _tempFramebuffers = [null, null]; - let _filterChain = []; - let _width = -1; - let _height = -1; - let _vertexBuffer = null; - let _currentProgram = null; - const _filter = {}; - const _canvas = params.canvas || document.createElement("canvas"); - const _shaderProgramCache = {}; - const DRAW = {INTERMEDIATE: 1}; - const gl = _canvas.getContext("webgl"); - if (!gl) - throw new Error("Filter: getContext() failed"); - this.addFilter = function(name) { - const args = Array.prototype.slice.call(arguments, 1); - const filter = _filter[name]; - _filterChain.push({func: filter, args}); - }; - this.reset = function() { - _filterChain = []; - }; - const _resize = function(width, height) { - if (width === _width && height === _height) { - return; - } - _canvas.width = width; - _width = width; - _canvas.height = height; - _height = height; - if (!_vertexBuffer) { - const vertices = new Float32Array([ - -1, - -1, - 0, - 1, - 1, - -1, - 1, - 1, - -1, - 1, - 0, - 0, - -1, - 1, - 0, - 0, - 1, - -1, - 1, - 1, - 1, - 1, - 1, - 0 - ]); - _vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer); - gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW); - gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true); - } - gl.viewport(0, 0, _width, _height); - _tempFramebuffers = [null, null]; - }; - const _createFramebufferTexture = function(width, height) { - const fbo = gl.createFramebuffer(); - gl.bindFramebuffer(gl.FRAMEBUFFER, fbo); - const renderbuffer = gl.createRenderbuffer(); - gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer); - const texture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, texture); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0); - gl.bindTexture(gl.TEXTURE_2D, null); - gl.bindFramebuffer(gl.FRAMEBUFFER, null); - return {fbo, texture}; - }; - const _getTempFramebuffer = function(index) { - _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height); - return _tempFramebuffers[index]; - }; - const _draw = function(flags = null) { - var _a, _b; - let source = null; - let target = null; - let flipY = false; - if (_drawCount === 0) { - source = _sourceTexture; - } else { - source = (_a = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _a.texture; - } - _drawCount++; - if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) { - target = null; - flipY = _drawCount % 2 === 0; - } else { - _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2; - target = (_b = _getTempFramebuffer(_currentFramebufferIndex)) == null ? void 0 : _b.fbo; - } - gl.bindTexture(gl.TEXTURE_2D, source); - gl.bindFramebuffer(gl.FRAMEBUFFER, target); - gl.uniform1f(_currentProgram.uniform.flipY, flipY ? -1 : 1); - gl.drawArrays(gl.TRIANGLES, 0, 6); - }; - this.apply = function(image16) { - _resize(image16.width, image16.height); - _drawCount = 0; - if (!_sourceTexture) - _sourceTexture = gl.createTexture(); - gl.bindTexture(gl.TEXTURE_2D, _sourceTexture); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST); - gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST); - gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image16); - if (_filterChain.length === 0) { - _draw(); - return _canvas; - } - for (let i = 0; i < _filterChain.length; i++) { - _lastInChain = i === _filterChain.length - 1; - const f = _filterChain[i]; - f.func.apply(this, f.args || []); - } - return _canvas; - }; - const _compileShader = function(fragmentSource) { - if (_shaderProgramCache[fragmentSource]) { - _currentProgram = _shaderProgramCache[fragmentSource]; - gl.useProgram(_currentProgram.id); - return _currentProgram; - } - const SHADER = {}; - SHADER.VERTEX_IDENTITY = [ - "precision highp float;", - "attribute vec2 pos;", - "attribute vec2 uv;", - "varying vec2 vUv;", - "uniform float flipY;", - "void main(void) {", - "vUv = uv;", - "gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);", - "}" - ].join("\n"); - SHADER.FRAGMENT_IDENTITY = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "void main(void) {", - "gl_FragColor = texture2D(texture, vUv);", - "}" - ].join("\n"); - _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource); - const floatSize = Float32Array.BYTES_PER_ELEMENT; - const vertSize = 4 * floatSize; - gl.enableVertexAttribArray(_currentProgram.attribute.pos); - gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize); - gl.enableVertexAttribArray(_currentProgram.attribute.uv); - gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize); - _shaderProgramCache[fragmentSource] = _currentProgram; - return _currentProgram; - }; - _filter.colorMatrix = function(matrix) { - const m = new Float32Array(matrix); - m[4] /= 255; - m[9] /= 255; - m[14] /= 255; - m[19] /= 255; - const shader = m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0 ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA : _filter.colorMatrix.SHADER.WITH_ALPHA; - const program = _compileShader(shader); - gl.uniform1fv(program.uniform.m, m); - _draw(); - }; - _filter.colorMatrix.SHADER = {}; - _filter.colorMatrix.SHADER.WITH_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];", - "gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];", - "}" - ].join("\n"); - _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform float m[20];", - "void main(void) {", - "vec4 c = texture2D(texture, vUv);", - "gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];", - "gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];", - "gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];", - "gl_FragColor.a = c.a;", - "}" - ].join("\n"); - _filter.brightness = function(brightness) { - const b = (brightness || 0) + 1; - _filter.colorMatrix([ - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - b, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.saturation = function(amount) { - const x = (amount || 0) * 2 / 3 + 1; - const y = (x - 1) * -0.5; - _filter.colorMatrix([ - x, - y, - y, - 0, - 0, - y, - x, - y, - 0, - 0, - y, - y, - x, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturate = function() { - _filter.saturation(-1); - }; - _filter.contrast = function(amount) { - const v = (amount || 0) + 1; - const o = -128 * (v - 1); - _filter.colorMatrix([ - v, - 0, - 0, - 0, - o, - 0, - v, - 0, - 0, - o, - 0, - 0, - v, - 0, - o, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.negative = function() { - _filter.contrast(-2); - }; - _filter.hue = function(rotation) { - rotation = (rotation || 0) / 180 * Math.PI; - const cos = Math.cos(rotation); - const sin = Math.sin(rotation); - const lumR = 0.213; - const lumG = 0.715; - const lumB = 0.072; - _filter.colorMatrix([ - lumR + cos * (1 - lumR) + sin * -lumR, - lumG + cos * -lumG + sin * -lumG, - lumB + cos * -lumB + sin * (1 - lumB), - 0, - 0, - lumR + cos * -lumR + sin * 0.143, - lumG + cos * (1 - lumG) + sin * 0.14, - lumB + cos * -lumB + sin * -0.283, - 0, - 0, - lumR + cos * -lumR + sin * -(1 - lumR), - lumG + cos * -lumG + sin * lumG, - lumB + cos * (1 - lumB) + sin * lumB, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.desaturateLuminance = function() { - _filter.colorMatrix([ - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0.2764723, - 0.929708, - 0.0938197, - 0, - -37.1, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.sepia = function() { - _filter.colorMatrix([ - 0.393, - 0.7689999, - 0.18899999, - 0, - 0, - 0.349, - 0.6859999, - 0.16799999, - 0, - 0, - 0.272, - 0.5339999, - 0.13099999, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.brownie = function() { - _filter.colorMatrix([ - 0.5997023498159715, - 0.34553243048391263, - -0.2708298674538042, - 0, - 47.43192855600873, - -0.037703249837783157, - 0.8609577587992641, - 0.15059552388459913, - 0, - -36.96841498319127, - 0.24113635128153335, - -0.07441037908422492, - 0.44972182064877153, - 0, - -7.562075277591283, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.vintagePinhole = function() { - _filter.colorMatrix([ - 0.6279345635605994, - 0.3202183420819367, - -0.03965408211312453, - 0, - 9.651285835294123, - 0.02578397704808868, - 0.6441188644374771, - 0.03259127616149294, - 0, - 7.462829176470591, - 0.0466055556782719, - -0.0851232987247891, - 0.5241648018700465, - 0, - 5.159190588235296, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.kodachrome = function() { - _filter.colorMatrix([ - 1.1285582396593525, - -0.3967382283601348, - -0.03992559172921793, - 0, - 63.72958762196502, - -0.16404339962244616, - 1.0835251566291304, - -0.05498805115633132, - 0, - 24.732407896706203, - -0.16786010706155763, - -0.5603416277695248, - 1.6014850761964943, - 0, - 35.62982807460946, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.technicolor = function() { - _filter.colorMatrix([ - 1.9125277891456083, - -0.8545344976951645, - -0.09155508482755585, - 0, - 11.793603434377337, - -0.3087833385928097, - 1.7658908555458428, - -0.10601743074722245, - 0, - -70.35205161461398, - -0.231103377548616, - -0.7501899197440212, - 1.847597816108189, - 0, - 30.950940869491138, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.polaroid = function() { - _filter.colorMatrix([ - 1.438, - -0.062, - -0.062, - 0, - 0, - -0.122, - 1.378, - -0.122, - 0, - 0, - -0.016, - -0.016, - 1.483, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.shiftToBGR = function() { - _filter.colorMatrix([ - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 1, - 0, - 0, - 0, - 0, - 0, - 0, - 0, - 1, - 0 - ]); - }; - _filter.convolution = function(matrix) { - const m = new Float32Array(matrix); - const pixelSizeX = 1 / _width; - const pixelSizeY = 1 / _height; - const program = _compileShader(_filter.convolution.SHADER); - gl.uniform1fv(program.uniform.m, m); - gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY); - _draw(); - }; - _filter.convolution.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "uniform float m[9];", - "void main(void) {", - "vec4 c11 = texture2D(texture, vUv - px);", - "vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));", - "vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));", - "vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );", - "vec4 c22 = texture2D(texture, vUv);", - "vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );", - "vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );", - "vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );", - "vec4 c33 = texture2D(texture, vUv + px );", - "gl_FragColor = ", - "c11 * m[0] + c12 * m[1] + c22 * m[2] +", - "c21 * m[3] + c22 * m[4] + c23 * m[5] +", - "c31 * m[6] + c32 * m[7] + c33 * m[8];", - "gl_FragColor.a = c22.a;", - "}" - ].join("\n"); - _filter.detectEdges = function() { - _filter.convolution.call(this, [ - 0, - 1, - 0, - 1, - -4, - 1, - 0, - 1, - 0 - ]); - }; - _filter.sobelX = function() { - _filter.convolution.call(this, [ - -1, - 0, - 1, - -2, - 0, - 2, - -1, - 0, - 1 - ]); - }; - _filter.sobelY = function() { - _filter.convolution.call(this, [ - -1, - -2, - -1, - 0, - 0, - 0, - 1, - 2, - 1 - ]); - }; - _filter.sharpen = function(amount) { - const a = amount || 1; - _filter.convolution.call(this, [ - 0, - -1 * a, - 0, - -1 * a, - 1 + 4 * a, - -1 * a, - 0, - -1 * a, - 0 - ]); - }; - _filter.emboss = function(size) { - const s = size || 1; - _filter.convolution.call(this, [ - -2 * s, - -1 * s, - 0, - -1 * s, - 1, - 1 * s, - 0, - 1 * s, - 2 * s - ]); - }; - _filter.blur = function(size) { - const blurSizeX = size / 7 / _width; - const blurSizeY = size / 7 / _height; - const program = _compileShader(_filter.blur.SHADER); - gl.uniform2f(program.uniform.px, 0, blurSizeY); - _draw(DRAW.INTERMEDIATE); - gl.uniform2f(program.uniform.px, blurSizeX, 0); - _draw(); - }; - _filter.blur.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform sampler2D texture;", - "uniform vec2 px;", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;", - "gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv )*0.159576912161;", - "gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;", - "gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;", - "gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;", - "gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;", - "gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;", - "gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;", - "gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;", - "}" - ].join("\n"); - _filter.pixelate = function(size) { - const blurSizeX = size / _width; - const blurSizeY = size / _height; - const program = _compileShader(_filter.pixelate.SHADER); - gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY); - _draw(); - }; - _filter.pixelate.SHADER = [ - "precision highp float;", - "varying vec2 vUv;", - "uniform vec2 size;", - "uniform sampler2D texture;", - "vec2 pixelate(vec2 coord, vec2 size) {", - "return floor( coord / size ) * size;", - "}", - "void main(void) {", - "gl_FragColor = vec4(0.0);", - "vec2 coord = pixelate(vUv, size);", - "gl_FragColor += texture2D(texture, coord);", - "}" - ].join("\n"); -} - -// src/image/image.ts -var maxSize = 2048; -var inCanvas = null; -var outCanvas = null; -var fx = null; -function process3(input, config3) { - let tensor; - if (!input) - throw new Error("Human: Input is missing"); - if (input instanceof tf21.Tensor) { - tensor = tf21.clone(input); - } else { - const originalWidth = input.naturalWidth || input.videoWidth || input.width || input.shape && input.shape[1] > 0; - const originalHeight = input.naturalHeight || input.videoHeight || input.height || input.shape && input.shape[2] > 0; - let targetWidth = originalWidth; - let targetHeight = originalHeight; - if (targetWidth > maxSize) { - targetWidth = maxSize; - targetHeight = targetWidth * originalHeight / originalWidth; - } - if (targetHeight > maxSize) { - targetHeight = maxSize; - targetWidth = targetHeight * originalWidth / originalHeight; - } - if (config3.filter.width > 0) - targetWidth = config3.filter.width; - else if (config3.filter.height > 0) - targetWidth = originalWidth * (config3.filter.height / originalHeight); - if (config3.filter.height > 0) - targetHeight = config3.filter.height; - else if (config3.filter.width > 0) - targetHeight = originalHeight * (config3.filter.width / originalWidth); - if (!targetWidth || !targetHeight) { - log("Human: invalid input", input); - return {tensor: null, canvas: null}; - } - if (!inCanvas || inCanvas.width !== targetWidth || inCanvas.height !== targetHeight) { - inCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - if (inCanvas.width !== targetWidth) - inCanvas.width = targetWidth; - if (inCanvas.height !== targetHeight) - inCanvas.height = targetHeight; - } - const ctx = inCanvas.getContext("2d"); - if (input instanceof ImageData) - ctx.putImageData(input, 0, 0); - else - ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height); - if (config3.filter.enabled) { - if (!fx || !outCanvas || inCanvas.width !== outCanvas.width || inCanvas.height !== outCanvas.height) { - outCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement("canvas"); - if (outCanvas.width !== inCanvas.width) - outCanvas.width = inCanvas.width; - if (outCanvas.height !== inCanvas.height) - outCanvas.height = inCanvas.height; - fx = tf21.ENV.flags.IS_BROWSER ? new GLImageFilter({canvas: outCanvas}) : null; - } - if (!fx) - return {tensor: null, canvas: inCanvas}; - fx.reset(); - fx.addFilter("brightness", config3.filter.brightness); - if (config3.filter.contrast !== 0) - fx.addFilter("contrast", config3.filter.contrast); - if (config3.filter.sharpness !== 0) - fx.addFilter("sharpen", config3.filter.sharpness); - if (config3.filter.blur !== 0) - fx.addFilter("blur", config3.filter.blur); - if (config3.filter.saturation !== 0) - fx.addFilter("saturation", config3.filter.saturation); - if (config3.filter.hue !== 0) - fx.addFilter("hue", config3.filter.hue); - if (config3.filter.negative) - fx.addFilter("negative"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.vintage) - fx.addFilter("brownie"); - if (config3.filter.sepia) - fx.addFilter("sepia"); - if (config3.filter.kodachrome) - fx.addFilter("kodachrome"); - if (config3.filter.technicolor) - fx.addFilter("technicolor"); - if (config3.filter.polaroid) - fx.addFilter("polaroid"); - if (config3.filter.pixelate !== 0) - fx.addFilter("pixelate", config3.filter.pixelate); - fx.apply(inCanvas); - } else { - outCanvas = inCanvas; - if (fx) - fx = null; - } - let pixels; - if (outCanvas.data) { - const shape = [outCanvas.height, outCanvas.width, 3]; - pixels = tf21.tensor3d(outCanvas.data, shape, "int32"); - } else if (config3.backend === "webgl" || outCanvas instanceof ImageData) { - pixels = tf21.browser.fromPixels(outCanvas); - } else { - const tempCanvas = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement("canvas"); - tempCanvas.width = targetWidth; - tempCanvas.height = targetHeight; - const tempCtx = tempCanvas.getContext("2d"); - tempCtx == null ? void 0 : tempCtx.drawImage(outCanvas, 0, 0); - const data2 = tempCtx == null ? void 0 : tempCtx.getImageData(0, 0, targetWidth, targetHeight); - pixels = tf21.browser.fromPixels(data2); - } - const casted = pixels.toFloat(); - tensor = casted.expandDims(0); - pixels.dispose(); - casted.dispose(); - } - const canvas2 = config3.filter.return ? outCanvas : null; - return {tensor, canvas: canvas2}; -} - -// src/draw/draw.ts -var draw_exports = {}; -__export(draw_exports, { - all: () => all, - body: () => body2, - canvas: () => canvas, - drawOptions: () => drawOptions, - face: () => face2, - gesture: () => gesture, - hand: () => hand2, - object: () => object -}); - -// src/config.ts -var config2 = { - backend: "webgl", - wasmPath: "../assets/", - debug: true, - async: true, - profile: false, - deallocate: false, - scoped: false, - videoOptimized: true, - warmup: "face", - filter: { - enabled: true, - width: 0, - height: 0, - return: true, - brightness: 0, - contrast: 0, - sharpness: 0, - blur: 0, - saturation: 0, - hue: 0, - negative: false, - sepia: false, - vintage: false, - kodachrome: false, - technicolor: false, - polaroid: false, - pixelate: 0 - }, - gesture: { - enabled: true - }, - face: { - enabled: true, - detector: { - modelPath: "../models/blazeface-back.json", - rotation: false, - maxFaces: 10, - skipFrames: 21, - skipInitial: false, - minConfidence: 0.2, - iouThreshold: 0.1, - scoreThreshold: 0.2, - return: false - }, - mesh: { - enabled: true, - modelPath: "../models/facemesh.json" - }, - iris: { - enabled: true, - modelPath: "../models/iris.json" - }, - description: { - enabled: true, - modelPath: "../models/faceres.json", - skipFrames: 31 - }, - emotion: { - enabled: true, - minConfidence: 0.1, - skipFrames: 32, - modelPath: "../models/emotion.json" - }, - age: { - enabled: false, - modelPath: "../models/age.json", - skipFrames: 33 - }, - gender: { - enabled: false, - minConfidence: 0.1, - modelPath: "../models/gender.json", - skipFrames: 34 - }, - embedding: { - enabled: false, - modelPath: "../models/mobileface.json" - } - }, - body: { - enabled: true, - modelPath: "../models/posenet.json", - maxDetections: 10, - scoreThreshold: 0.3, - nmsRadius: 20 - }, - hand: { - enabled: true, - rotation: false, - skipFrames: 12, - skipInitial: false, - minConfidence: 0.1, - iouThreshold: 0.1, - scoreThreshold: 0.5, - maxHands: 1, - landmarks: true, - detector: { - modelPath: "../models/handdetect.json" - }, - skeleton: { - modelPath: "../models/handskeleton.json" - } - }, - object: { - enabled: false, - modelPath: "../models/nanodet.json", - minConfidence: 0.2, - iouThreshold: 0.4, - maxResults: 10, - skipFrames: 41 - } -}; - -// src/draw/draw.ts -var drawOptions = { - color: "rgba(173, 216, 230, 0.3)", - labelColor: "rgba(173, 216, 230, 1)", - shadowColor: "black", - font: 'small-caps 16px "Segoe UI"', - lineHeight: 20, - lineWidth: 6, - pointSize: 2, - roundRect: 28, - drawPoints: false, - drawLabels: true, - drawBoxes: true, - drawPolygons: true, - fillPolygons: false, - useDepth: true, - useCurves: false, - bufferedOutput: false, - useRawBoxes: false -}; -function point(ctx, x, y, z = null) { - ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + 2 * (z || 0)}, ${127.5 - 2 * (z || 0)}, 255, 0.3)` : drawOptions.color; - ctx.beginPath(); - ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI); - ctx.fill(); -} -function rect(ctx, x, y, width, height) { - ctx.beginPath(); - if (drawOptions.useCurves) { - const cx = (x + x + width) / 2; - const cy = (y + y + height) / 2; - ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI); - } else { - ctx.lineWidth = drawOptions.lineWidth; - ctx.moveTo(x + drawOptions.roundRect, y); - ctx.lineTo(x + width - drawOptions.roundRect, y); - ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect); - ctx.lineTo(x + width, y + height - drawOptions.roundRect); - ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height); - ctx.lineTo(x + drawOptions.roundRect, y + height); - ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect); - ctx.lineTo(x, y + drawOptions.roundRect); - ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y); - ctx.closePath(); - } - ctx.stroke(); -} -function lines(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - ctx.beginPath(); - ctx.moveTo(points[0][0], points[0][1]); - for (const pt of points) { - ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.3)` : drawOptions.color; - ctx.lineTo(pt[0], parseInt(pt[1])); - } - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } -} -function curves(ctx, points = []) { - if (points === void 0 || points.length === 0) - return; - if (!drawOptions.useCurves || points.length <= 2) { - lines(ctx, points); - return; - } - ctx.moveTo(points[0][0], points[0][1]); - for (let i = 0; i < points.length - 2; i++) { - const xc = (points[i][0] + points[i + 1][0]) / 2; - const yc = (points[i][1] + points[i + 1][1]) / 2; - ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc); - } - ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.closePath(); - ctx.fill(); - } -} -async function gesture(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.font = drawOptions.font; - ctx.fillStyle = drawOptions.color; - let i = 1; - for (let j = 0; j < result.length; j++) { - let where = []; - let what = []; - [where, what] = Object.entries(result[j]); - if (what.length > 1 && what[1].length > 0) { - const person = where[1] > 0 ? `#${where[1]}` : ""; - const label = `${where[0]} ${person}: ${what[1]}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, 8, 2 + i * drawOptions.lineHeight); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, 6, 0 + i * drawOptions.lineHeight); - i += 1; - } - } -} -async function face2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - for (const f of result) { - ctx.font = drawOptions.font; - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.drawBoxes) { - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * f.boxRaw[0], inCanvas2.height * f.boxRaw[1], inCanvas2.width * f.boxRaw[2], inCanvas2.height * f.boxRaw[3]); - else - rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]); - } - const labels2 = []; - labels2.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`); - if (f.genderConfidence) - labels2.push(`${f.gender || ""} ${Math.trunc(100 * f.genderConfidence)}% confident`); - if (f.age) - labels2.push(`age: ${f.age || ""}`); - if (f.iris) - labels2.push(`iris distance: ${f.iris}`); - if (f.emotion && f.emotion.length > 0) { - const emotion2 = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`); - labels2.push(emotion2.join(" ")); - } - if (f.rotation && f.rotation.angle && f.rotation.angle.roll) - labels2.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`); - if (labels2.length === 0) - labels2.push("face"); - ctx.fillStyle = drawOptions.color; - for (let i = labels2.length - 1; i >= 0; i--) { - const x = Math.max(f.box[0], 0); - const y = i * drawOptions.lineHeight + f.box[1]; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(labels2[i], x + 5, y + 16); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(labels2[i], x + 4, y + 15); - } - ctx.lineWidth = 1; - if (f.mesh && f.mesh.length > 0) { - if (drawOptions.drawPoints) { - for (const pt of f.mesh) - point(ctx, pt[0], pt[1], pt[2]); - } - if (drawOptions.drawPolygons) { - ctx.lineWidth = 1; - for (let i = 0; i < TRI468.length / 3; i++) { - const points = [ - TRI468[i * 3 + 0], - TRI468[i * 3 + 1], - TRI468[i * 3 + 2] - ].map((index) => f.mesh[index]); - lines(ctx, points); - } - if (f.annotations && f.annotations.leftEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - if (f.annotations && f.annotations.rightEyeIris) { - ctx.strokeStyle = drawOptions.useDepth ? "rgba(255, 200, 255, 0.3)" : drawOptions.color; - ctx.beginPath(); - const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2; - const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2; - ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI); - ctx.stroke(); - if (drawOptions.fillPolygons) { - ctx.fillStyle = drawOptions.useDepth ? "rgba(255, 255, 200, 0.3)" : drawOptions.color; - ctx.fill(); - } - } - } - } - } -} -var lastDrawnPose = []; -async function body2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - for (let i = 0; i < result.length; i++) { - if (!lastDrawnPose[i] && drawOptions.bufferedOutput) - lastDrawnPose[i] = {...result[i]}; - ctx.strokeStyle = drawOptions.color; - ctx.lineWidth = drawOptions.lineWidth; - if (drawOptions.drawPoints) { - for (let pt = 0; pt < result[i].keypoints.length; pt++) { - ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + 2 * result[i].keypoints[pt].position.z}, ${127.5 - 2 * result[i].keypoints[pt].position.z}, 255, 0.5)` : drawOptions.color; - if (drawOptions.bufferedOutput) { - lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2; - lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2; - point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]); - } else { - point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y); - } - } - } - if (drawOptions.drawLabels) { - ctx.font = drawOptions.font; - if (result[i].keypoints) { - for (const pt of result[i].keypoints) { - ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + 2 * pt.position.z}, ${127.5 - 2 * pt.position.z}, 255, 0.5)` : drawOptions.color; - ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4); - } - } - } - if (drawOptions.drawPolygons && result[i].keypoints) { - let part; - const points = []; - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - if (points.length === 4) - lines(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightHip"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightKnee"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightAnkle"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightHeel"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightFoot"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "leftShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "leftPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - points.length = 0; - part = result[i].keypoints.find((a) => a.part === "rightShoulder"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightElbow"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightWrist"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - part = result[i].keypoints.find((a) => a.part === "rightPalm"); - if (part && part.score > config2.body.scoreThreshold) - points.push([part.position.x, part.position.y]); - curves(ctx, points); - } - } -} -async function hand2(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText("hand", h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText("hand", h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - if (drawOptions.drawPoints) { - if (h.landmarks && h.landmarks.length > 0) { - for (const pt of h.landmarks) { - ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * pt[2]}, ${127.5 - 2 * pt[2]}, 255, 0.5)` : drawOptions.color; - point(ctx, pt[0], pt[1]); - } - } - } - if (drawOptions.drawPolygons) { - const addPart = (part) => { - if (!part) - return; - for (let i = 0; i < part.length; i++) { - ctx.lineWidth = drawOptions.lineWidth; - ctx.beginPath(); - ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + 2 * part[i][2]}, ${127.5 - 2 * part[i][2]}, 255, 0.5)` : drawOptions.color; - ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]); - ctx.lineTo(part[i][0], part[i][1]); - ctx.stroke(); - } - }; - addPart(h.annotations.indexFinger); - addPart(h.annotations.middleFinger); - addPart(h.annotations.ringFinger); - addPart(h.annotations.pinky); - addPart(h.annotations.thumb); - } - } -} -async function object(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - const ctx = inCanvas2.getContext("2d"); - if (!ctx) - return; - ctx.lineJoin = "round"; - ctx.font = drawOptions.font; - for (const h of result) { - if (drawOptions.drawBoxes) { - ctx.strokeStyle = drawOptions.color; - ctx.fillStyle = drawOptions.color; - if (drawOptions.useRawBoxes) - rect(ctx, inCanvas2.width * h.boxRaw[0], inCanvas2.height * h.boxRaw[1], inCanvas2.width * h.boxRaw[2], inCanvas2.height * h.boxRaw[3]); - else - rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]); - if (drawOptions.drawLabels) { - const label = `${Math.round(100 * h.score)}% ${h.label}`; - if (drawOptions.shadowColor && drawOptions.shadowColor !== "") { - ctx.fillStyle = drawOptions.shadowColor; - ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.fillStyle = drawOptions.labelColor; - ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]); - } - ctx.stroke(); - } - } -} -async function canvas(inCanvas2, outCanvas2) { - if (!inCanvas2 || !outCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement) || !(outCanvas2 instanceof HTMLCanvasElement)) - return; - const outCtx = inCanvas2.getContext("2d"); - outCtx == null ? void 0 : outCtx.drawImage(inCanvas2, 0, 0); -} -async function all(inCanvas2, result) { - if (!result || !inCanvas2) - return; - if (!(inCanvas2 instanceof HTMLCanvasElement)) - return; - face2(inCanvas2, result.face); - body2(inCanvas2, result.body); - hand2(inCanvas2, result.hand); - gesture(inCanvas2, result.gesture); - object(inCanvas2, result.object); -} - -// src/sample.ts -var face3 = ` +var q0=Object.create,Ze=Object.defineProperty,C0=Object.getPrototypeOf,B0=Object.prototype.hasOwnProperty,Y0=Object.getOwnPropertyNames,J0=Object.getOwnPropertyDescriptor;var jt=e=>Ze(e,"__esModule",{value:!0});var K0=(e,t)=>()=>(t||e((t={exports:{}}).exports,t),t.exports),ee=(e,t)=>{for(var n in t)Ze(e,n,{get:t[n],enumerable:!0})},U0=(e,t,n)=>{if(t&&typeof t=="object"||typeof t=="function")for(let c of Y0(t))!B0.call(e,c)&&c!=="default"&&Ze(e,c,{get:()=>t[c],enumerable:!(n=J0(t,c))||n.enumerable});return e},k=e=>U0(jt(Ze(e!=null?q0(C0(e)):{},"default",e&&e.__esModule&&"default"in e?{get:()=>e.default,enumerable:!0}:{value:e,enumerable:!0})),e);var Wt=(e,t,n)=>{if(!t.has(e))throw TypeError("Cannot "+n)},U=(e,t,n)=>(Wt(e,t,"read from private field"),n?n.call(e):t.get(e)),le=(e,t,n,c)=>(Wt(e,t,"write to private field"),c?c.call(e,n):t.set(e,n),n);var O=K0(u1=>{var 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Promise(async n=>{let c=V1(e),r,A={age:0,gender:"unknown",genderConfidence:0,descriptor:[]};if(!t.profile)t.face.description.enabled&&(r=await ce.predict(c));else{let _=t.face.description.enabled?await F.profile(()=>ce.predict(c)):{};r=_.result,B("faceres",_)}F.dispose(c),r&&(F.tidy(()=>{let _=r.find(i=>i.shape[1]===1).dataSync(),o=Math.trunc(200*Math.abs(_[0]-.5))/100;o>t.face.gender.minConfidence&&(A.gender=_[0]<=.5?"female":"male",A.genderConfidence=Math.min(.99,o));let s=r.find(i=>i.shape[1]===100).argMax(1).dataSync()[0],h=r.find(i=>i.shape[1]===100).dataSync();A.age=Math.round(h[s-1]>h[s+1]?10*s-100*h[s-1]:10*s+100*h[s+1])/10;let x=r.find(i=>i.shape[1]===1024);A.descriptor=[...x.dataSync()]}),r.forEach(_=>F.dispose(_))),Ye=A,n(A)})):null}var cn=(e,t)=>{let n=d=>d*180/Math.PI,c=d=>{let f=Math.sqrt(d[0]*d[0]+d[1]*d[1]+d[2]*d[2]);return d[0]/=f,d[1]/=f,d[2]/=f,d},r=(d,f)=>{let T=d[0]-f[0],S=d[1]-f[1],N=d[2]-f[2];return[T,S,N]},A=(d,f)=>{let 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0:x.estimateFaces(t,e.config));if(e.perf.face=Math.trunc(M()-n),!h)return[];for(let f of h){if(e.analyze("Get Face"),!f.image||f.image.isDisposedInternal){g("Face object is disposed:",f.image);continue}let T=cn(f,[t.shape[2],t.shape[1]]);e.analyze("Start Age:"),e.config.async?c=e.config.face.age.enabled?Xe(f.image,e.config):{}:(e.state="run:age",n=M(),c=e.config.face.age.enabled?await Xe(f.image,e.config):{},e.perf.age=Math.trunc(M()-n)),e.analyze("Start Gender:"),e.config.async?r=e.config.face.gender.enabled?qe(f.image,e.config):{}:(e.state="run:gender",n=M(),r=e.config.face.gender.enabled?await qe(f.image,e.config):{},e.perf.gender=Math.trunc(M()-n)),e.analyze("Start Emotion:"),e.config.async?A=e.config.face.emotion.enabled?Be(f.image,e.config):{}:(e.state="run:emotion",n=M(),A=e.config.face.emotion.enabled?await Be(f.image,e.config):{},e.perf.emotion=Math.trunc(M()-n)),e.analyze("End Emotion:"),e.analyze("Start Embedding:"),e.config.async?_=e.config.face.embedding.enabled?O1(f,e.config):[]:(e.state="run:embedding",n=M(),_=e.config.face.embedding.enabled?await O1(f,e.config):[],e.perf.embedding=Math.trunc(M()-n)),e.analyze("End Embedding:"),e.analyze("Start Description:"),e.config.async?o=e.config.face.description.enabled?Ke(f,e.config):[]:(e.state="run:description",n=M(),o=e.config.face.description.enabled?await Ke(f.image,e.config):[],e.perf.embedding=Math.trunc(M()-n)),e.analyze("End Description:"),e.config.async&&([c,r,A,_,o]=await Promise.all([c,r,A,_,o])),e.analyze("Finish Face:"),!e.config.face.iris.enabled&&((i=f==null?void 0:f.annotations)==null?void 0:i.leftEyeIris)&&((y=f==null?void 0:f.annotations)==null?void 0:y.rightEyeIris)&&(delete f.annotations.leftEyeIris,delete f.annotations.rightEyeIris);let S=((m=f.annotations)==null?void 0:m.leftEyeIris)&&((p=f.annotations)==null?void 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on(e,t,n){let c=z.slice(e,[0,1],[-1,2]),r=z.add(c,t),A=z.slice(e,[0,3],[-1,2]),_=z.div(A,n),o=z.div(r,n),s=z.div(_,2),h=z.sub(o,s),x=z.add(o,s),i=z.mul(h,n),y=z.mul(x,n);return z.concat2d([i,y],1)}var Ht=class{constructor(t,n){this.model=t,this.anchorsData=An(t.inputs[0].shape[1]),this.anchors=z.tensor2d(this.anchorsData),this.inputSize=t.inputs[0].shape[2],this.config=n}async getBoundingBoxes(t){if(!t||t.isDisposedInternal||t.shape.length!==4||t.shape[1]<1||t.shape[2]<1)return null;let[n,c,r]=z.tidy(()=>{let y=t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(.5),m=this.model.predict(y),p;if(Array.isArray(m)){let T=m.sort((w,b)=>w.size-b.size),S=z.concat([T[0],T[2]],2),N=z.concat([T[1],T[3]],2);p=z.concat([N,S],1).squeeze(0)}else p=m.squeeze();let a=on(p,this.anchors,[this.inputSize,this.inputSize]),d=z.slice(p,[0,0],[-1,1]),f=z.sigmoid(d).squeeze();return[p,a,f]}),A=await z.image.nonMaxSuppressionAsync(c,r,this.config.face.detector.maxFaces,this.config.face.detector.iouThreshold,this.config.face.detector.scoreThreshold),_=A.arraySync();A.dispose();let s=_.map(i=>z.slice(c,[i,0],[1,-1])).map(i=>{let y=i.arraySync();return i.dispose(),y}),h=r.dataSync(),x=[];for(let i=0;ithis.config.face.detector.minConfidence){let p=_n(s[i]),a=this.anchorsData[y],d=z.tidy(()=>z.slice(n,[y,Lt-1],[1,-1]).squeeze().reshape([Lt,-1]));x.push({box:p,landmarks:d,anchor:a,confidence:m})}}return n.dispose(),c.dispose(),r.dispose(),{boxes:x,scaleFactor:[t.shape[2]/this.inputSize,t.shape[1]/this.inputSize]}}};async function Xt(e){let t=await z.loadGraphModel(e.face.detector.modelPath,{fromTFHub:e.face.detector.modelPath.includes("tfhub.dev")}),n=new Ht(t,e);return e.debug&&g(`load model: ${e.face.detector.modelPath.match(/\/(.*)\./)[1]}`),n}var q=k(O());var Ft=k(O());function qt(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],c=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]];return{startPoint:n,endPoint:c}}function Re(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function ue(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function be(e,t,n){let c=t.shape[1],r=t.shape[2],A=[[e.startPoint[1]/c,e.startPoint[0]/r,e.endPoint[1]/c,e.endPoint[0]/r]];return Ft.image.cropAndResize(t,A,[0],n)}function Ue(e,t=1.5){let n=ue(e),c=Re(e),r=[t*c[0]/2,t*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,landmarks:e.landmarks}}function De(e){let t=ue(e),n=Re(e),r=Math.max(...n)/2,A=[t[0]-r,t[1]-r],_=[t[0]+r,t[1]+r];return{startPoint:A,endPoint:_,landmarks:e.landmarks}}var Ge=[[1,0,0],[0,1,0],[0,0,1]];function sn(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function H1(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return sn(n)}function Ct(e,t){return[[1,0,e],[0,1,t],[0,0,1]]}function he(e,t){let n=0;for(let c=0;cEe[e]),dr=xn.map(e=>Ee[e]),fr=yn.map(e=>Ee[e]);var F1=Ae.leftEyeLower0,q1=Ae.rightEyeLower0,ge={leftBounds:[F1[0],F1[F1.length-1]],rightBounds:[q1[0],q1[q1.length-1]]},$e={count:468,mouth:13,symmetryLine:[13,Ae.midwayBetweenEyes[0]]},Kt={leftEye:0,rightEye:1,nose:2,mouth:3,leftEar:4,rightEar:5,symmetryLine:[3,2]},Te={upperCenter:3,lowerCenter:4,index:71,numCoordinates:76};function e1(e,t,n,c){for(let r=0;r[A[0]/this.meshSize*(i[0]-this.meshSize/2),A[1]/this.meshSize*(i[1]-this.meshSize/2),i[2]]),o=c!==0?Qe(c,[0,0]):Ge,s=c!==0?_.map(i=>[...Jt(i,o),i[2]]):_,h=c!==0?Yt(r):Ge,x=[...ue({startPoint:n.startPoint,endPoint:n.endPoint}),1];return s.map(i=>[i[0]+he(x,h[0]),i[1]+he(x,h[1]),i[2]])}getLeftToRightEyeDepthDifference(t){let n=t[ge.leftBounds[0]][2],c=t[ge.rightBounds[0]][2];return n-c}getEyeBox(t,n,c,r,A=!1){let _=De(Ue(this.calculateLandmarksBoundingBox([t[c],t[r]]),this.irisEnlarge)),o=Re(_),s=q.image.cropAndResize(n,[[_.startPoint[1]/this.meshSize,_.startPoint[0]/this.meshSize,_.endPoint[1]/this.meshSize,_.endPoint[0]/this.meshSize]],[0],[this.irisSize,this.irisSize]);return A&&q.ENV.flags.IS_BROWSER&&(s=q.image.flipLeftRight(s)),{box:_,boxSize:o,crop:s}}getEyeCoords(t,n,c,r=!1){let A=[];for(let _=0;_{let h=_;return s===2?h=r:s===4&&(h=A),[o[0],o[1],h]})}async predict(t,n){let c=!1,r;if((this.skipped===0||this.skipped>n.face.detector.skipFrames||!n.face.mesh.enabled||!n.videoOptimized)&&(r=await this.boundingBoxDetector.getBoundingBoxes(t),this.skipped=0),n.videoOptimized&&this.skipped++,!n.videoOptimized||r&&r.boxes&&(!n.face.mesh.enabled||r.boxes.length!==this.detectedFaces&&this.detectedFaces!==n.face.detector.maxFaces)){this.storedBoxes=[],this.detectedFaces=0;for(let _ of r.boxes)this.storedBoxes.push({startPoint:_.box.startPoint.dataSync(),endPoint:_.box.endPoint.dataSync(),landmarks:_.landmarks,confidence:_.confidence});this.storedBoxes.length>0&&(c=!0)}if(n.face.detector.skipInitial&&this.detectedFaces===0&&(this.skipped=0),c){if(!r||!r.boxes||r.boxes.length===0)return this.storedBoxes=[],this.detectedFaces=0,null;for(let _=0;_{_.box.startPoint.dispose(),_.box.endPoint.dispose(),_.landmarks.dispose()});let A=q.tidy(()=>this.storedBoxes.map((_,o)=>{let s=_.confidence,h,x=0,i;if(n.face.detector.rotation&&n.face.mesh.enabled&&q.ENV.flags.IS_BROWSER){let[u,w]=_.landmarks.length>=$e.count?$e.symmetryLine:Kt.symmetryLine;x=H1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/t.shape[2],b[1]/t.shape[1]],R=q.image.rotateWithOffset(t,x,0,v);i=Qe(-x,b),n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.boxSize,this.boxSize]).div(255)}else{i=Ge;let u=t.clone();n.face.mesh.enabled?h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.meshSize,this.meshSize]).div(255):h=be({startPoint:_.startPoint,endPoint:_.endPoint},u,[this.boxSize,this.boxSize]).div(255)}if(!n.face.mesh.enabled)return{coords:null,box:_,faceConfidence:null,boxConfidence:s,confidence:_.confidence,image:h};let[,y,m]=this.meshDetector.predict(h),p=y.dataSync()[0];if(p=$e.count?$e.symmetryLine:Kt.symmetryLine;x=H1(_.landmarks[u],_.landmarks[w]);let b=ue({startPoint:_.startPoint,endPoint:_.endPoint}),v=[b[0]/t.shape[2],b[1]/t.shape[1]],R=q.image.rotateWithOffset(t,x,0,v);i=Qe(-x,b),h=be({startPoint:_.startPoint,endPoint:_.endPoint},R,[this.meshSize,this.meshSize]).div(255)}let S={coords:T,box:_,faceConfidence:p,boxConfidence:s,image:h,rawCoords:d},N=De(_);return this.storedBoxes[o]={...N,landmarks:f,confidence:_.confidence,faceConfidence:p},S}));return A=A.filter(_=>_!==null),n.face.mesh.enabled&&(this.storedBoxes=this.storedBoxes.filter(_=>_.faceConfidence>n.face.detector.minConfidence)),this.detectedFaces=A.length,A}calculateLandmarksBoundingBox(t){let n=t.map(_=>_[0]),c=t.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A,landmarks:t}}};var J1=class{constructor(t,n,c,r){this.facePipeline=new C1(t,n,c),this.config=r}async estimateFaces(t,n){let c=await this.facePipeline.predict(t,n),r=[];for(let A of c||[]){if(A.isDisposedInternal)continue;let _=A.coords?A.coords.arraySync():[],o=_.map(i=>[i[0]/t.shape[2],i[1]/t.shape[1],i[2]/this.facePipeline.meshSize]),s={};if(_&&_.length>0)for(let i of Object.keys(Ae))s[i]=Ae[i].map(y=>_[y]);let h=A.box?[Math.max(0,A.box.startPoint[0]),Math.max(0,A.box.startPoint[1]),Math.min(t.shape[2],A.box.endPoint[0])-Math.max(0,A.box.startPoint[0]),Math.min(t.shape[1],A.box.endPoint[1])-Math.max(0,A.box.startPoint[1])]:0,x=A.box?[A.box.startPoint[0]/t.shape[2],A.box.startPoint[1]/t.shape[1],(A.box.endPoint[0]-A.box.startPoint[0])/t.shape[2],(A.box.endPoint[1]-A.box.startPoint[1])/t.shape[1]]:[];r.push({confidence:A.faceConfidence||A.boxConfidence||0,boxConfidence:A.boxConfidence,faceConfidence:A.faceConfidence,box:h,boxRaw:x,mesh:_,meshRaw:o,annotations:s,image:A.image?A.image.clone():null}),A.coords&&A.coords.dispose(),A.image&&A.image.dispose()}return r}},fe=[null,null,null];async function K1(e){fe=await Promise.all([!fe[0]&&e.face.enabled?Xt(e):null,!fe[1]&&e.face.mesh.enabled?Y1.loadGraphModel(e.face.mesh.modelPath,{fromTFHub:e.face.mesh.modelPath.includes("tfhub.dev")}):null,!fe[2]&&e.face.iris.enabled?Y1.loadGraphModel(e.face.iris.modelPath,{fromTFHub:e.face.iris.modelPath.includes("tfhub.dev")}):null]);let t=new J1(fe[0],fe[1],fe[2],e);return e.face.mesh.enabled&&e.debug&&g(`load model: ${e.face.mesh.modelPath.match(/\/(.*)\./)[1]}`),e.face.iris.enabled&&e.debug&&g(`load model: ${e.face.iris.modelPath.match(/\/(.*)\./)[1]}`),t}var Ut=de,Dt=Ee;var ct={};ee(ct,{PoseNet:()=>At,load:()=>_t});var w0=k(O());var Gt=k(O());function wn(e){let[t,n,c,r]=e;return{offsets:t,heatmap:n,displacementFwd:c,displacementBwd:r}}var U1=class{constructor(t){this.model=t}predict(t){return Gt.tidy(()=>{let c=t.toFloat().div(127.5).sub(1).expandDims(0),A=this.model.predict(c).map(o=>o.squeeze([0])),_=wn(A);return{heatmapScores:_.heatmap.sigmoid(),offsets:_.offsets,displacementFwd:_.displacementFwd,displacementBwd:_.displacementBwd}})}dispose(){this.model.dispose()}};function D1(e){return Math.floor(e/2)}var G1=class{constructor(t,n){this.priorityQueue=new Array(t),this.numberOfElements=-1,this.getElementValue=n}enqueue(t){this.priorityQueue[++this.numberOfElements]=t,this.swim(this.numberOfElements)}dequeue(){let t=this.priorityQueue[0];return this.exchange(0,this.numberOfElements--),this.sink(0),this.priorityQueue[this.numberOfElements+1]=null,t}empty(){return this.numberOfElements===-1}size(){return this.numberOfElements+1}all(){return this.priorityQueue.slice(0,this.numberOfElements+1)}max(){return this.priorityQueue[0]}swim(t){for(;t>0&&this.less(D1(t),t);)this.exchange(t,D1(t)),t=D1(t)}sink(t){for(;2*t<=this.numberOfElements;){let n=2*t;if(nt){s=!1;break}if(!s)break}return s}function Qt(e,t,n){let[c,r,A]=n.shape,_=new G1(c*r*A,({score:o})=>o);for(let o=0;o(e[t]=n,e),{}),dn=[["leftHip","leftShoulder"],["leftElbow","leftShoulder"],["leftElbow","leftWrist"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["rightHip","rightShoulder"],["rightElbow","rightShoulder"],["rightElbow","rightWrist"],["rightHip","rightKnee"],["rightKnee","rightAnkle"],["leftShoulder","rightShoulder"],["leftHip","rightHip"]],jr=dn.map(([e,t])=>[Se[e],Se[t]]),$t=[["nose","leftEye"],["leftEye","leftEar"],["nose","rightEye"],["rightEye","rightEar"],["nose","leftShoulder"],["leftShoulder","leftElbow"],["leftElbow","leftWrist"],["leftShoulder","leftHip"],["leftHip","leftKnee"],["leftKnee","leftAnkle"],["nose","rightShoulder"],["rightShoulder","rightElbow"],["rightElbow","rightWrist"],["rightShoulder","rightHip"],["rightHip","rightKnee"],["rightKnee","rightAnkle"]];function Q1(e,t,n,c){return{y:c.get(e,t,n),x:c.get(e,t,n+ve)}}function t1(e,t,n){let{heatmapY:c,heatmapX:r,id:A}=e,{y:_,x:o}=Q1(c,r,A,n);return{x:e.heatmapX*t+o,y:e.heatmapY*t+_}}function $1(e,t,n){return en?n:e}function e0(e,t,n,c){let r=n-e,A=c-t;return r*r+A*A}function et(e,t){return{x:e.x+t.x,y:e.y+t.y}}var K=k(O());function t0(e,t){let n=t.shape[0],c=new Float32Array(n);for(let r=0;re.toTensor().mul(K.scalar(t,"int32")).toFloat().add(mn(e,n)))}function pn(e,t){return K.tidy(()=>{let n=e.div(K.scalar(t,"int32"));return e.sub(n.mul(K.scalar(t,"int32")))})}function r0(e){let[t,n,c]=e.shape;return K.tidy(()=>{let A=e.reshape([t*n,c]).argMax(0),_=A.div(K.scalar(n,"int32")).expandDims(1),o=pn(A,n).expandDims(1);return K.concat([_,o],1)})}var c0=$t.map(([e,t])=>[Se[e],Se[t]]),tt=c0.map(([,e])=>e),A0=c0.map(([e])=>e),un=16;function bn(e,t,n){let c=n.shape[2]/2;return{y:n.get(t.y,t.x,e),x:n.get(t.y,t.x,c+e)}}function nt(e,t,n,c){return{y:$1(Math.round(e.y/t),0,n-1),x:$1(Math.round(e.x/t),0,c-1)}}function _0(e,t,n,c,r,A,_,o=2){let[s,h]=c.shape,x=nt(t.position,A,s,h),i=bn(e,x,_),m=et(t.position,i);for(let d=0;d=0;--y){let m=tt[y],p=A0[y];s[m]&&!s[p]&&(s[p]=_0(y,s[m],p,t,n,c,A))}for(let y=0;y(c+=p,{position:{y:x.get(a,0),x:x.get(a,1)},part:Pe[a],score:p})),m=y.filter(p=>p.score>n);return r.dispose(),h.dispose(),{keypoints:m,score:c/y.length}}var gn=1,h0=16;function i0(e,t,{x:n,y:c},r){return e.some(({keypoints:A})=>{let _=A[r].position;return e0(c,n,_.y,_.x)<=t})}function Tn(e,t,n){return n.reduce((r,{position:A,score:_},o)=>(i0(e,t,A,o)||(r+=_),r),0)/n.length}function a0(e,t,n,c,r,A,_){let o=[],s=Qt(_,gn,e),h=r^2;for(;o.length_&&o.push({keypoints:y,score:m})}return o}async function x0(e){return Promise.all(e.map(t=>t.buffer()))}function Pn(e,t,n){return{score:e.score,keypoints:e.keypoints.map(({score:c,part:r,position:A})=>({score:c,part:r,position:{x:Math.trunc(A.x*n),y:Math.trunc(A.y*t)}}))}}function y0(e,[t,n]){let c=e.squeeze(0),r=c.resizeBilinear([t,n]);return c.dispose(),r}function rt(e,[t,n],[c,r]){return e.map(_=>Pn(_,t/c,n/r))}async function vn(e,t,n,c){return new Promise(async r=>{let A=await x0([t.heatmapScores,t.offsets,t.displacementFwd,t.displacementBwd]),_=A[0],o=A[1],s=A[2],h=A[3],x=await a0(_,o,s,h,n.body.nmsRadius,n.body.maxDetections,n.body.scoreThreshold),i=rt(x,[e.shape[1],e.shape[2]],[c,c]);r(i)})}async function zn(e,t,n,c){return new Promise(async r=>{let A=await s0(t.heatmapScores,t.offsets,n.body.scoreThreshold),_=rt([A],[e.shape[1],e.shape[2]],[c,c]);r(_)})}var At=class{constructor(t){this.baseModel=t,this.inputSize=t.model.inputs[0].shape[1],this.inputSize<128&&(this.inputSize=257)}async estimatePoses(t,n){let c=y0(t,[this.inputSize,this.inputSize]),r=this.baseModel.predict(c,n),A=n.body.maxDetections<2?await zn(t,r,n,this.inputSize):await vn(t,r,n,this.inputSize);return r.heatmapScores.dispose(),r.offsets.dispose(),r.displacementFwd.dispose(),r.displacementBwd.dispose(),c.dispose(),A}dispose(){this.baseModel.dispose()}};async function _t(e){let t=await w0.loadGraphModel(e.body.modelPath),n=new U1(t);return e.debug&&g(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`),new At(n)}var at={};ee(at,{HandPose:()=>wt,load:()=>lt});var xt=k(O());var P=k(O());var l0=k(O());function n1(e){return[Math.abs(e.endPoint[0]-e.startPoint[0]),Math.abs(e.endPoint[1]-e.startPoint[1])]}function je(e){return[e.startPoint[0]+(e.endPoint[0]-e.startPoint[0])/2,e.startPoint[1]+(e.endPoint[1]-e.startPoint[1])/2]}function d0(e,t,n){let c=t.shape[1],r=t.shape[2],A=[[e.startPoint[1]/c,e.startPoint[0]/r,e.endPoint[1]/c,e.endPoint[0]/r]];return l0.image.cropAndResize(t,A,[0],n)}function f0(e,t){let n=[e.startPoint[0]*t[0],e.startPoint[1]*t[1]],c=[e.endPoint[0]*t[0],e.endPoint[1]*t[1]],r=e.palmLandmarks.map(A=>[A[0]*t[0],A[1]*t[1]]);return{startPoint:n,endPoint:c,palmLandmarks:r,confidence:e.confidence}}function r1(e,t=1.5){let n=je(e),c=n1(e),r=[t*c[0]/2,t*c[1]/2],A=[n[0]-r[0],n[1]-r[1]],_=[n[0]+r[0],n[1]+r[1]];return{startPoint:A,endPoint:_,palmLandmarks:e.palmLandmarks}}function c1(e){let t=je(e),n=n1(e),r=Math.max(...n)/2,A=[t[0]-r,t[1]-r],_=[t[0]+r,t[1]+r];return{startPoint:A,endPoint:_,palmLandmarks:e.palmLandmarks}}var ot=class{constructor(t,n,c){this.model=t,this.anchors=c.map(r=>[r.x_center,r.y_center]),this.anchorsTensor=P.tensor2d(this.anchors),this.inputSize=n,this.inputSizeTensor=P.tensor1d([n,n]),this.doubleInputSizeTensor=P.tensor1d([n*2,n*2])}normalizeBoxes(t){return P.tidy(()=>{let n=P.slice(t,[0,0],[-1,2]),c=P.slice(t,[0,2],[-1,2]),r=P.add(P.div(n,this.inputSizeTensor),this.anchorsTensor),A=P.div(c,this.doubleInputSizeTensor),_=P.mul(P.sub(r,A),this.inputSizeTensor),o=P.mul(P.add(r,A),this.inputSizeTensor);return P.concat2d([_,o],1)})}normalizeLandmarks(t,n){return P.tidy(()=>{let c=P.add(P.div(t.reshape([-1,7,2]),this.inputSizeTensor),this.anchors[n]);return P.mul(c,this.inputSizeTensor)})}async getBoxes(t,n){let c=this.model.predict(t),r=c.squeeze();c.dispose();let A=P.tidy(()=>P.sigmoid(P.slice(r,[0,0],[-1,1])).squeeze()),_=A.dataSync(),o=P.slice(r,[0,1],[-1,4]),s=this.normalizeBoxes(o);o.dispose();let h=await P.image.nonMaxSuppressionAsync(s,_,n.hand.maxHands,n.hand.iouThreshold,n.hand.scoreThreshold),x=h.arraySync();A.dispose(),h.dispose();let i=[];for(let y of x)if(_[y]>=n.hand.minConfidence){let m=P.slice(s,[y,0],[1,-1]),p=P.slice(r,[y,5],[1,14]),a=P.tidy(()=>this.normalizeLandmarks(p,y).reshape([-1,2]));p.dispose(),i.push({box:m,palmLandmarks:a,confidence:_[y]})}return r.dispose(),s.dispose(),i}async estimateHandBounds(t,n){let c=t.shape[1],r=t.shape[2],A=P.tidy(()=>t.resizeBilinear([this.inputSize,this.inputSize]).div(127.5).sub(1)),_=await this.getBoxes(A,n);A.dispose();let o=[];if(!_||_.length===0)return o;for(let s of _){let h=s.box.dataSync(),x=h.slice(0,2),i=h.slice(2,4),y=s.palmLandmarks.arraySync();s.box.dispose(),s.palmLandmarks.dispose(),o.push(f0({startPoint:x,endPoint:i,palmLandmarks:y,confidence:s.confidence},[r/this.inputSize,c/this.inputSize]))}return o}};var A1=k(O());function Mn(e){return e-2*Math.PI*Math.floor((e+Math.PI)/(2*Math.PI))}function m0(e,t){let n=Math.PI/2-Math.atan2(-(t[1]-e[1]),t[0]-e[0]);return Mn(n)}var p0=(e,t)=>[[1,0,e],[0,1,t],[0,0,1]];function ie(e,t){let n=0;for(let c=0;cht([...A,1],n)),r=this.calculateLandmarksBoundingBox(c);return r1(c1(r),En)}getBoxForHandLandmarks(t){let n=this.calculateLandmarksBoundingBox(t),c=r1(c1(n),g0);c.palmLandmarks=[];for(let r=0;r[_[0]*(m[0]-this.inputSize/2),_[1]*(m[1]-this.inputSize/2),_[2]*m[2]]),s=st(c,[0,0]),h=o.map(m=>[...ht(m,s),m[2]]),x=b0(r),i=[...je(n),1],y=[ie(i,x[0]),ie(i,x[1])];return h.map(m=>[m[0]+y[0],m[1]+y[1],m[2]])}async estimateHands(t,n){let c=!1,r;(this.skipped===0||this.skipped>n.hand.skipFrames||!n.hand.landmarks||!n.videoOptimized)&&(r=await this.handDetector.estimateHandBounds(t,n),this.skipped=0),n.videoOptimized&&this.skipped++,r&&r.length>0&&(r.length!==this.detectedHands&&this.detectedHands!==n.hand.maxHands||!n.hand.landmarks)&&(this.detectedHands=0,this.storedBoxes=[...r],this.storedBoxes.length>0&&(c=!0));let A=[];n.hand.skipInitial&&this.detectedHands===0&&(this.skipped=0);for(let _=0;_=n.hand.minConfidence){let S=A1.reshape(f,[-1,3]),N=S.arraySync();f.dispose(),S.dispose();let u=this.transformRawCoords(N,m,s,y),w=this.getBoxForHandLandmarks(u);this.storedBoxes[_]=w;let b={landmarks:u,confidence:T,box:{topLeft:w.startPoint,bottomRight:w.endPoint}};A.push(b)}else this.storedBoxes[_]=null;f.dispose()}else{let s=r1(c1(o),g0),h={confidence:o.confidence,box:{topLeft:s.startPoint,bottomRight:s.endPoint}};A.push(h)}}return this.storedBoxes=this.storedBoxes.filter(_=>_!==null),this.detectedHands=A.length,A}calculateLandmarksBoundingBox(t){let n=t.map(_=>_[0]),c=t.map(_=>_[1]),r=[Math.min(...n),Math.min(...c)],A=[Math.max(...n),Math.max(...c)];return{startPoint:r,endPoint:A}}};var 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v0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","leftWrist","rightWrist","leftPalm","rightPalm","leftIndex","rightIndex","leftPinky","rightPinky","leftHip","rightHip","leftKnee","rightKnee","leftAnkle","rightAnkle","leftHeel","rightHeel","leftFoot","rightFoot","midHip","forehead","leftThumb","leftHand","rightThumb","rightHand"],z0=["nose","leftEyeInside","leftEye","leftEyeOutside","rightEyeInside","rightEye","rightEyeOutside","leftEar","rightEar","leftMouth","rightMouth","leftShoulder","rightShoulder","leftElbow","rightElbow","left:15","right:16","left:17","right:18","left:19","right:20","left:21","right:22","leftChest","rightChest","neck","forehead","left:27","right:28","left:29","right:30"];var D;async function ft(e){return D||(D=await ae.loadGraphModel(e.body.modelPath),D.width=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[2].size),D.height=parseInt(D.signature.inputs["input_1:0"].tensorShape.dim[1].size),e.debug&&g(`load model: ${e.body.modelPath.match(/\/(.*)\./)[1]}`)),D}async function mt(e,t){if(!D||!t.body.enabled)return null;let n={width:e.shape[2],height:e.shape[1]},c=ae.image.resizeBilinear(e,[D.width,D.height],!1),r=ae.div(c,[255]);c.dispose();let A;if(t.profile){let h=await ae.profile(()=>D.predict(r));A=h.result.find(x=>x.size===195||x.size===155).dataSync(),h.result.forEach(x=>x.dispose()),B("blazepose",h)}else{let h=await D.predict(r);A=h.find(x=>x.size===195||x.size===155).dataSync(),h.forEach(x=>x.dispose())}r.dispose();let _=[],o=A.length===195?v0:z0,s=5;for(let h=0;h{let r=(o,s)=>E.sub(o,E.mul(E.div(o,E.scalar(s,"int32")),E.scalar(s,"int32"))),A=E.reshape(e,[c*n]),_=E.max(A,0).dataSync()[0];if(_>t){let 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n=e.getContext("2d");n==null||n.drawImage(e,0,0)}async function Zn(e,t){!t||!e||e instanceof HTMLCanvasElement&&(N0(e,t.face),O0(e,t.body),k0(e,t.hand),W0(e,t.gesture),I0(e,t.object))}var y1=` /9j/4AAQSkZJRgABAQEAYABgAAD/4QBoRXhpZgAATU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUA AAABAAAARgEoAAMAAAABAAIAAAExAAIAAAARAAAATgAAAAAAAABgAAAAAQAAAGAAAAABcGFpbnQu bmV0IDQuMi4xMwAA/9sAQwAGBAUGBQQGBgUGBwcGCAoQCgoJCQoUDg8MEBcUGBgXFBYWGh0lHxob @@ -25251,8 +163,7 @@ PQ4GJ+ashuK0MhWaoWcA0AaOmASMK7jRNPWYBmHyiuepO2x10qfcv6vYxCzYqoGK4HVYVTJrmb5l c6oaM5TUJ8EgGsG4kLNUHT0M64OaqMMikSRsuKbnFMRLG3zVehOaGNE445NNlnVFpDMu6uie9Vo1 8z5mOAOST2pDK91cNN+5tsrH3PrW54a06KxT7fdrlh/q1Pc+tJ6IUdZGvHPLezMcnBOWbsPap5r3 ylFtbdT1xUWNWzU0/Zbwlgfmx8zGsHWtRHmMqE59aAMyNifvHPc1f0gtPdqkY5JosJHeNci2tktY -euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`; -var body3 = ` +euPnNY+oXWZEVJNrZ9aun8SIq/CzodHuriIokhDIR1ronbKZr0o6o8ipoz//2Q==`,w1=` /9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAsICAoIBwsKCQoNDAsNERwSEQ8PESIZGhQcKSQrKigk JyctMkA3LTA9MCcnOEw5PUNFSElIKzZPVU5GVEBHSEX/2wBDAQwNDREPESESEiFFLicuRUVFRUVF RUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUVFRUX/wAARCASwBLADASIA @@ -25820,446 +731,5 @@ AAAAAAJAAAAAAAAAAAAAABAJEAAAAAAAAAAAAAAAIEoBKAAAAAAAAAAAAAAABAlAAAAAAAIAAAAA BAkBAkBAkBAlACEgMZjdjbFW8bWrEx8YWANb6Fp+bfwab+vLDKMFK9qxH5L0bAr8OPRPKz2AY7J2 SbAjYZAI2E7AIEgIEgIEgMdkSy2NgY7MdlmyNoBXsxmFuyNgVTVjNV3KjlBRNTlXTVHKCrlIqt5T lBhEMohlFerLlBjEMohMVTEARDKCITsAk2AEgAAAkAAAAAAAAAAAAAAAAAAAAAAAASAAAAAAAAD/ -2Q==`; - -// package.json -var version = "1.2.5"; - -// src/human.ts -var _numTensors, _analyzeMemoryLeaks, _checkSanity, _firstRun, _sanity, _checkBackend, _warmupBitmap, _warmupCanvas, _warmupNode; -var Human = class { - constructor(userConfig = {}) { - _numTensors.set(this, void 0); - _analyzeMemoryLeaks.set(this, void 0); - _checkSanity.set(this, void 0); - _firstRun.set(this, void 0); - this.analyze = (...msg) => { - if (!__privateGet(this, _analyzeMemoryLeaks)) - return; - const current = this.tf.engine().state.numTensors; - const previous = __privateGet(this, _numTensors); - __privateSet(this, _numTensors, current); - const leaked = current - previous; - if (leaked !== 0) - log(...msg, leaked); - }; - _sanity.set(this, (input) => { - if (!__privateGet(this, _checkSanity)) - return null; - if (!input) - return "input is not defined"; - if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf22.Tensor)) - return "input must be a tensor"; - try { - this.tf.getBackend(); - } catch (e) { - return "backend not loaded"; - } - return null; - }); - _checkBackend.set(this, async (force = false) => { - if (this.config.backend && this.config.backend !== "" && force || this.tf.getBackend() !== this.config.backend) { - const timeStamp = now(); - this.state = "backend"; - if (this.config.backend && this.config.backend !== "") { - if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === "tensorflow") - this.config.backend = "webgl"; - if (this.tf.ENV.flags.IS_NODE && (this.config.backend === "webgl" || this.config.backend === "wasm")) - this.config.backend = "tensorflow"; - if (this.config.debug) - log("setting backend:", this.config.backend); - if (this.config.backend === "wasm") { - if (this.config.debug) - log("wasm path:", this.config.wasmPath); - this.tf.setWasmPaths(this.config.wasmPath); - const simd = await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"); - const mt = await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT"); - if (this.config.debug) - log(`wasm execution: ${simd ? "SIMD" : "no SIMD"} ${mt ? "multithreaded" : "singlethreaded"}`); - if (!simd) - log("warning: wasm simd support is not enabled"); - } - if (this.config.backend === "humangl") - register(); - try { - await this.tf.setBackend(this.config.backend); - } catch (err) { - log("error: cannot set backend:", this.config.backend, err); - } - } - this.tf.enableProdMode(); - if (this.tf.getBackend() === "webgl" || this.tf.getBackend() === "humangl") { - this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS", false); - this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV", true); - if (this.config.deallocate) { - log("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:", this.config.deallocate); - this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD", this.config.deallocate ? 0 : -1); - } - const gl = await this.tf.backend().getGPGPUContext().gl; - if (this.config.debug) - log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`); - } - await this.tf.ready(); - this.perf.backend = Math.trunc(now() - timeStamp); - } - }); - _warmupBitmap.set(this, async () => { - const b64toBlob = (base64, type = "application/octet-stream") => fetch(`data:${type};base64,${base64}`).then((res2) => res2.blob()); - let blob; - let res; - switch (this.config.warmup) { - case "face": - blob = await b64toBlob(face3); - break; - case "full": - blob = await b64toBlob(body3); - break; - default: - blob = null; - } - if (blob) { - const bitmap = await createImageBitmap(blob); - res = await this.detect(bitmap, this.config); - bitmap.close(); - } - return res; - }); - _warmupCanvas.set(this, async () => new Promise((resolve) => { - let src; - let size = 0; - switch (this.config.warmup) { - case "face": - size = 256; - src = "data:image/jpeg;base64," + face3; - break; - case "full": - case "body": - size = 1200; - src = "data:image/jpeg;base64," + body3; - break; - default: - src = null; - } - const img = new Image(); - img.onload = async () => { - const canvas2 = typeof OffscreenCanvas !== "undefined" ? new OffscreenCanvas(size, size) : document.createElement("canvas"); - canvas2.width = img.naturalWidth; - canvas2.height = img.naturalHeight; - const ctx = canvas2.getContext("2d"); - ctx == null ? void 0 : ctx.drawImage(img, 0, 0); - const res = await this.detect(canvas2, this.config); - resolve(res); - }; - if (src) - img.src = src; - else - resolve(null); - })); - _warmupNode.set(this, async () => { - const atob = (str) => Buffer.from(str, "base64"); - const img = this.config.warmup === "face" ? atob(face3) : atob(body3); - const data2 = tf22.node.decodeJpeg(img); - const expanded = data2.expandDims(0); - this.tf.dispose(data2); - const res = await this.detect(expanded, this.config); - this.tf.dispose(expanded); - return res; - }); - this.tf = tf22; - this.draw = draw_exports; - this.version = version; - this.config = mergeDeep(config2, userConfig); - this.state = "idle"; - __privateSet(this, _numTensors, 0); - __privateSet(this, _analyzeMemoryLeaks, false); - __privateSet(this, _checkSanity, false); - __privateSet(this, _firstRun, true); - this.perf = {}; - this.models = { - face: null, - posenet: null, - blazepose: null, - efficientpose: null, - handpose: null, - iris: null, - age: null, - gender: null, - emotion: null, - embedding: null, - nanodet: null, - faceres: null - }; - this.image = (input) => process3(input, this.config); - this.classes = { - facemesh: facemesh_exports, - age: age_exports, - gender: gender_exports, - emotion: emotion_exports, - faceres: faceres_exports, - body: this.config.body.modelPath.includes("posenet") ? posenet_exports : blazepose_exports, - hand: handpose_exports, - nanodet: nanodet_exports - }; - this.faceTriangulation = triangulation; - this.faceUVMap = uvmap; - this.sysinfo = info(); - } - profileData() { - if (this.config.profile) - return data; - return {}; - } - similarity(embedding1, embedding22) { - if (this.config.face.description.enabled) - return similarity2(embedding1, embedding22); - if (this.config.face.embedding.enabled) - return similarity(embedding1, embedding22); - return 0; - } - enhance(input) { - return enhance2(input); - } - match(faceEmbedding, db, threshold = 0) { - return match(faceEmbedding, db, threshold); - } - async load(userConfig = {}) { - this.state = "load"; - const timeStamp = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log(`version: ${this.version}`); - if (this.config.debug) - log(`tfjs version: ${this.tf.version_core}`); - if (this.config.debug) - log("platform:", this.sysinfo.platform); - if (this.config.debug) - log("agent:", this.sysinfo.agent); - await __privateGet(this, _checkBackend).call(this, true); - if (this.tf.ENV.flags.IS_BROWSER) { - if (this.config.debug) - log("configuration:", this.config); - if (this.config.debug) - log("tf flags:", this.tf.ENV.flags); - } - } - if (this.config.async) { - [ - this.models.face, - this.models.age, - this.models.gender, - this.models.emotion, - this.models.embedding, - this.models.handpose, - this.models.posenet, - this.models.blazepose, - this.models.efficientpose, - this.models.nanodet, - this.models.faceres - ] = await Promise.all([ - this.models.face || (this.config.face.enabled ? load7(this.config) : null), - this.models.age || (this.config.face.enabled && this.config.face.age.enabled ? load(this.config) : null), - this.models.gender || (this.config.face.enabled && this.config.face.gender.enabled ? load2(this.config) : null), - this.models.emotion || (this.config.face.enabled && this.config.face.emotion.enabled ? load3(this.config) : null), - this.models.embedding || (this.config.face.enabled && this.config.face.embedding.enabled ? load4(this.config) : null), - this.models.handpose || (this.config.hand.enabled ? load9(this.config) : null), - this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes("posenet") ? load8(this.config) : null), - this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes("blazepose") ? load10(this.config) : null), - this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes("efficientpose") ? load11(this.config) : null), - this.models.nanodet || (this.config.object.enabled ? load12(this.config) : null), - this.models.faceres || (this.config.face.enabled && this.config.face.description.enabled ? load5(this.config) : null) - ]); - } else { - if (this.config.face.enabled && !this.models.face) - this.models.face = await load7(this.config); - if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) - this.models.age = await load(this.config); - if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) - this.models.gender = await load2(this.config); - if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) - this.models.emotion = await load3(this.config); - if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) - this.models.embedding = await load4(this.config); - if (this.config.hand.enabled && !this.models.handpose) - this.models.handpose = await load9(this.config); - if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes("posenet")) - this.models.posenet = await load8(this.config); - if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes("blazepose")) - this.models.blazepose = await load10(this.config); - if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes("efficientpose")) - this.models.efficientpose = await load11(this.config); - if (this.config.object.enabled && !this.models.nanodet) - this.models.nanodet = await load12(this.config); - if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) - this.models.faceres = await load5(this.config); - } - if (__privateGet(this, _firstRun)) { - if (this.config.debug) - log("tf engine state:", this.tf.engine().state.numBytes, "bytes", this.tf.engine().state.numTensors, "tensors"); - __privateSet(this, _firstRun, false); - } - const current = Math.trunc(now() - timeStamp); - if (current > (this.perf.load || 0)) - this.perf.load = current; - } - async detect(input, userConfig = {}) { - return new Promise(async (resolve) => { - var _a, _b, _c, _d; - this.state = "config"; - let timeStamp; - this.config = mergeDeep(this.config, userConfig); - this.state = "check"; - const error = __privateGet(this, _sanity).call(this, input); - if (error) { - log(error, input); - resolve({error}); - } - const timeStart = now(); - await __privateGet(this, _checkBackend).call(this); - await this.load(); - if (this.config.scoped) - this.tf.engine().startScope(); - this.analyze("Start Scope:"); - timeStamp = now(); - const process4 = process3(input, this.config); - if (!process4 || !process4.tensor) { - log("could not convert input to tensor"); - resolve({error: "could not convert input to tensor"}); - return; - } - this.perf.image = Math.trunc(now() - timeStamp); - this.analyze("Get Image:"); - let bodyRes; - let handRes; - let faceRes; - let objectRes; - let current; - if (this.config.async) { - faceRes = this.config.face.enabled ? detectFace(this, process4.tensor) : []; - if (this.perf.face) - delete this.perf.face; - } else { - this.state = "run:face"; - timeStamp = now(); - faceRes = this.config.face.enabled ? await detectFace(this, process4.tensor) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.face = current; - } - this.analyze("Start Body:"); - if (this.config.async) { - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? (_a = this.models.posenet) == null ? void 0 : _a.estimatePoses(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? predict7(process4.tensor, this.config) : []; - if (this.perf.body) - delete this.perf.body; - } else { - this.state = "run:body"; - timeStamp = now(); - if (this.config.body.modelPath.includes("posenet")) - bodyRes = this.config.body.enabled ? await ((_b = this.models.posenet) == null ? void 0 : _b.estimatePoses(process4.tensor, this.config)) : []; - else if (this.config.body.modelPath.includes("blazepose")) - bodyRes = this.config.body.enabled ? await predict6(process4.tensor, this.config) : []; - else if (this.config.body.modelPath.includes("efficientpose")) - bodyRes = this.config.body.enabled ? await predict7(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.body = current; - } - this.analyze("End Body:"); - this.analyze("Start Hand:"); - if (this.config.async) { - handRes = this.config.hand.enabled ? (_c = this.models.handpose) == null ? void 0 : _c.estimateHands(process4.tensor, this.config) : []; - if (this.perf.hand) - delete this.perf.hand; - } else { - this.state = "run:hand"; - timeStamp = now(); - handRes = this.config.hand.enabled ? await ((_d = this.models.handpose) == null ? void 0 : _d.estimateHands(process4.tensor, this.config)) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.hand = current; - } - this.analyze("End Hand:"); - this.analyze("Start Object:"); - if (this.config.async) { - objectRes = this.config.object.enabled ? predict8(process4.tensor, this.config) : []; - if (this.perf.object) - delete this.perf.object; - } else { - this.state = "run:object"; - timeStamp = now(); - objectRes = this.config.object.enabled ? await predict8(process4.tensor, this.config) : []; - current = Math.trunc(now() - timeStamp); - if (current > 0) - this.perf.object = current; - } - this.analyze("End Object:"); - if (this.config.async) { - [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]); - } - process4.tensor.dispose(); - if (this.config.scoped) - this.tf.engine().endScope(); - this.analyze("End Scope:"); - let gestureRes = []; - if (this.config.gesture.enabled) { - timeStamp = now(); - gestureRes = [...face(faceRes), ...body(bodyRes), ...hand(handRes), ...iris(faceRes)]; - if (!this.config.async) - this.perf.gesture = Math.trunc(now() - timeStamp); - else if (this.perf.gesture) - delete this.perf.gesture; - } - this.perf.total = Math.trunc(now() - timeStart); - this.state = "idle"; - const result = { - face: faceRes, - body: bodyRes, - hand: handRes, - gesture: gestureRes, - object: objectRes, - performance: this.perf, - canvas: process4.canvas - }; - resolve(result); - }); - } - async warmup(userConfig = {}) { - const t0 = now(); - if (userConfig) - this.config = mergeDeep(this.config, userConfig); - const save = this.config.videoOptimized; - this.config.videoOptimized = false; - let res; - if (typeof createImageBitmap === "function") - res = await __privateGet(this, _warmupBitmap).call(this); - else if (typeof Image !== "undefined") - res = await __privateGet(this, _warmupCanvas).call(this); - else - res = await __privateGet(this, _warmupNode).call(this); - this.config.videoOptimized = save; - const t1 = now(); - if (this.config.debug) - log("Warmup", this.config.warmup, Math.round(t1 - t0), "ms", res); - return res; - } -}; -_numTensors = new WeakMap(); -_analyzeMemoryLeaks = new WeakMap(); -_checkSanity = new WeakMap(); -_firstRun = new WeakMap(); -_sanity = new WeakMap(); -_checkBackend = new WeakMap(); -_warmupBitmap = new WeakMap(); -_warmupCanvas = new WeakMap(); -_warmupNode = new WeakMap(); -// Annotate the CommonJS export names for ESM import in node: -0 && (module.exports = { - Human -}); +2Q==`;var Z0="1.2.5";var Me,Ne,Oe,me,l1,ke,d1,f1,m1,V0=class{constructor(t={}){Me.set(this,void 0);Ne.set(this,void 0);Oe.set(this,void 0);me.set(this,void 0);this.analyze=(...t)=>{if(!U(this,Ne))return;let n=this.tf.engine().state.numTensors,c=U(this,Me);le(this,Me,n);let r=n-c;r!==0&&g(...t,r)};l1.set(this,t=>{if(!U(this,Oe))return null;if(!t)return"input is not defined";if(this.tf.ENV.flags.IS_NODE&&!(t instanceof Rt.Tensor))return"input must be a tensor";try{this.tf.getBackend()}catch(n){return"backend not loaded"}return null});ke.set(this,async(t=!1)=>{if(this.config.backend&&this.config.backend!==""&&t||this.tf.getBackend()!==this.config.backend){let n=M();if(this.state="backend",this.config.backend&&this.config.backend!==""){if(this.tf.ENV.flags.IS_BROWSER&&this.config.backend==="tensorflow"&&(this.config.backend="webgl"),this.tf.ENV.flags.IS_NODE&&(this.config.backend==="webgl"||this.config.backend==="wasm")&&(this.config.backend="tensorflow"),this.config.debug&&g("setting backend:",this.config.backend),this.config.backend==="wasm"){this.config.debug&&g("wasm path:",this.config.wasmPath),this.tf.setWasmPaths(this.config.wasmPath);let c=await this.tf.env().getAsync("WASM_HAS_SIMD_SUPPORT"),r=await this.tf.env().getAsync("WASM_HAS_MULTITHREAD_SUPPORT");this.config.debug&&g(`wasm execution: ${c?"SIMD":"no SIMD"} ${r?"multithreaded":"singlethreaded"}`),c||g("warning: wasm simd support is not enabled")}this.config.backend==="humangl"&&It();try{await this.tf.setBackend(this.config.backend)}catch(c){g("error: cannot set backend:",this.config.backend,c)}}if(this.tf.enableProdMode(),this.tf.getBackend()==="webgl"||this.tf.getBackend()==="humangl"){this.tf.ENV.set("CHECK_COMPUTATION_FOR_ERRORS",!1),this.tf.ENV.set("WEBGL_PACK_DEPTHWISECONV",!0),this.config.deallocate&&(g("changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:",this.config.deallocate),this.tf.ENV.set("WEBGL_DELETE_TEXTURE_THRESHOLD",this.config.deallocate?0:-1));let c=await this.tf.backend().getGPGPUContext().gl;this.config.debug&&g(`gl version:${c.getParameter(c.VERSION)} renderer:${c.getParameter(c.RENDERER)}`)}await this.tf.ready(),this.perf.backend=Math.trunc(M()-n)}});d1.set(this,async()=>{let t=(r,A="application/octet-stream")=>fetch(`data:${A};base64,${r}`).then(_=>_.blob()),n,c;switch(this.config.warmup){case"face":n=await t(y1);break;case"full":n=await t(w1);break;default:n=null}if(n){let r=await createImageBitmap(n);c=await this.detect(r,this.config),r.close()}return c});f1.set(this,async()=>new Promise(t=>{let n,c=0;switch(this.config.warmup){case"face":c=256,n="data:image/jpeg;base64,"+y1;break;case"full":case"body":c=1200,n="data:image/jpeg;base64,"+w1;break;default:n=null}let r=new Image;r.onload=async()=>{let A=typeof OffscreenCanvas!="undefined"?new OffscreenCanvas(c,c):document.createElement("canvas");A.width=r.naturalWidth,A.height=r.naturalHeight;let _=A.getContext("2d");_==null||_.drawImage(r,0,0);let o=await this.detect(A,this.config);t(o)},n?r.src=n:t(null)}));m1.set(this,async()=>{let t=_=>Buffer.from(_,"base64"),n=this.config.warmup==="face"?t(y1):t(w1),c=Rt.node.decodeJpeg(n),r=c.expandDims(0);this.tf.dispose(c);let A=await this.detect(r,this.config);return this.tf.dispose(r),A});this.tf=Rt,this.draw=zt,this.version=Z0,this.config=pe(j,t),this.state="idle",le(this,Me,0),le(this,Ne,!1),le(this,Oe,!1),le(this,me,!0),this.perf={},this.models={face:null,posenet:null,blazepose:null,efficientpose:null,handpose:null,iris:null,age:null,gender:null,emotion:null,embedding:null,nanodet:null,faceres:null},this.image=n=>vt(n,this.config),this.classes={facemesh:B1,age:g1,gender:P1,emotion:E1,faceres:k1,body:this.config.body.modelPath.includes("posenet")?ct:dt,hand:at,nanodet:bt},this.faceTriangulation=Ut,this.faceUVMap=Dt,this.sysinfo=Nt()}profileData(){return this.config.profile?Ve:{}}similarity(t,n){return this.config.face.description.enabled?Z1(t,n):this.config.face.embedding.enabled?Zt(t,n):0}enhance(t){return V1(t)}match(t,n,c=0){return Vt(t,n,c)}async load(t={}){this.state="load";let n=M();t&&(this.config=pe(this.config,t)),U(this,me)&&(this.config.debug&&g(`version: ${this.version}`),this.config.debug&&g(`tfjs version: ${this.tf.version_core}`),this.config.debug&&g("platform:",this.sysinfo.platform),this.config.debug&&g("agent:",this.sysinfo.agent),await U(this,ke).call(this,!0),this.tf.ENV.flags.IS_BROWSER&&(this.config.debug&&g("configuration:",this.config),this.config.debug&&g("tf flags:",this.tf.ENV.flags))),this.config.async?[this.models.face,this.models.age,this.models.gender,this.models.emotion,this.models.embedding,this.models.handpose,this.models.posenet,this.models.blazepose,this.models.efficientpose,this.models.nanodet,this.models.faceres]=await Promise.all([this.models.face||(this.config.face.enabled?K1(this.config):null),this.models.age||(this.config.face.enabled&&this.config.face.age.enabled?T1(this.config):null),this.models.gender||(this.config.face.enabled&&this.config.face.gender.enabled?R1(this.config):null),this.models.emotion||(this.config.face.enabled&&this.config.face.emotion.enabled?W1(this.config):null),this.models.embedding||(this.config.face.enabled&&this.config.face.embedding.enabled?N1(this.config):null),this.models.handpose||(this.config.hand.enabled?lt(this.config):null),this.models.posenet||(this.config.body.enabled&&this.config.body.modelPath.includes("posenet")?_t(this.config):null),this.models.blazepose||(this.config.body.enabled&&this.config.body.modelPath.includes("blazepose")?ft(this.config):null),this.models.efficientpose||(this.config.body.enabled&&this.config.body.modelPath.includes("efficientpose")?pt(this.config):null),this.models.nanodet||(this.config.object.enabled?Tt(this.config):null),this.models.faceres||(this.config.face.enabled&&this.config.face.description.enabled?I1(this.config):null)]):(this.config.face.enabled&&!this.models.face&&(this.models.face=await K1(this.config)),this.config.face.enabled&&this.config.face.age.enabled&&!this.models.age&&(this.models.age=await T1(this.config)),this.config.face.enabled&&this.config.face.gender.enabled&&!this.models.gender&&(this.models.gender=await R1(this.config)),this.config.face.enabled&&this.config.face.emotion.enabled&&!this.models.emotion&&(this.models.emotion=await W1(this.config)),this.config.face.enabled&&this.config.face.embedding.enabled&&!this.models.embedding&&(this.models.embedding=await N1(this.config)),this.config.hand.enabled&&!this.models.handpose&&(this.models.handpose=await lt(this.config)),this.config.body.enabled&&!this.models.posenet&&this.config.body.modelPath.includes("posenet")&&(this.models.posenet=await _t(this.config)),this.config.body.enabled&&!this.models.blazepose&&this.config.body.modelPath.includes("blazepose")&&(this.models.blazepose=await ft(this.config)),this.config.body.enabled&&!this.models.efficientpose&&this.config.body.modelPath.includes("efficientpose")&&(this.models.efficientpose=await pt(this.config)),this.config.object.enabled&&!this.models.nanodet&&(this.models.nanodet=await Tt(this.config)),this.config.face.enabled&&this.config.face.description.enabled&&!this.models.faceres&&(this.models.faceres=await I1(this.config))),U(this,me)&&(this.config.debug&&g("tf engine state:",this.tf.engine().state.numBytes,"bytes",this.tf.engine().state.numTensors,"tensors"),le(this,me,!1));let c=Math.trunc(M()-n);c>(this.perf.load||0)&&(this.perf.load=c)}async detect(t,n={}){return new Promise(async c=>{var a,d,f,T;this.state="config";let r;this.config=pe(this.config,n),this.state="check";let A=U(this,l1).call(this,t);A&&(g(A,t),c({error:A}));let _=M();await U(this,ke).call(this),await this.load(),this.config.scoped&&this.tf.engine().startScope(),this.analyze("Start Scope:"),r=M();let o=vt(t,this.config);if(!o||!o.tensor){g("could not convert input to tensor"),c({error:"could not convert input to tensor"});return}this.perf.image=Math.trunc(M()-r),this.analyze("Get Image:");let s,h,x,i,y;this.config.async?(x=this.config.face.enabled?L1(this,o.tensor):[],this.perf.face&&delete this.perf.face):(this.state="run:face",r=M(),x=this.config.face.enabled?await L1(this,o.tensor):[],y=Math.trunc(M()-r),y>0&&(this.perf.face=y)),this.analyze("Start Body:"),this.config.async?(this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?(a=this.models.posenet)==null?void 0:a.estimatePoses(o.tensor,this.config):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?ut(o.tensor,this.config):[]),this.perf.body&&delete this.perf.body):(this.state="run:body",r=M(),this.config.body.modelPath.includes("posenet")?s=this.config.body.enabled?await((d=this.models.posenet)==null?void 0:d.estimatePoses(o.tensor,this.config)):[]:this.config.body.modelPath.includes("blazepose")?s=this.config.body.enabled?await mt(o.tensor,this.config):[]:this.config.body.modelPath.includes("efficientpose")&&(s=this.config.body.enabled?await ut(o.tensor,this.config):[]),y=Math.trunc(M()-r),y>0&&(this.perf.body=y)),this.analyze("End Body:"),this.analyze("Start Hand:"),this.config.async?(h=this.config.hand.enabled?(f=this.models.handpose)==null?void 0:f.estimateHands(o.tensor,this.config):[],this.perf.hand&&delete this.perf.hand):(this.state="run:hand",r=M(),h=this.config.hand.enabled?await((T=this.models.handpose)==null?void 0:T.estimateHands(o.tensor,this.config)):[],y=Math.trunc(M()-r),y>0&&(this.perf.hand=y)),this.analyze("End Hand:"),this.analyze("Start Object:"),this.config.async?(i=this.config.object.enabled?Pt(o.tensor,this.config):[],this.perf.object&&delete this.perf.object):(this.state="run:object",r=M(),i=this.config.object.enabled?await Pt(o.tensor,this.config):[],y=Math.trunc(M()-r),y>0&&(this.perf.object=y)),this.analyze("End Object:"),this.config.async&&([x,s,h,i]=await Promise.all([x,s,h,i])),o.tensor.dispose(),this.config.scoped&&this.tf.engine().endScope(),this.analyze("End Scope:");let m=[];this.config.gesture.enabled&&(r=M(),m=[...R0(x),...M0(s),...S0(h),...E0(x)],this.config.async?this.perf.gesture&&delete this.perf.gesture:this.perf.gesture=Math.trunc(M()-r)),this.perf.total=Math.trunc(M()-_),this.state="idle";let p={face:x,body:s,hand:h,gesture:m,object:i,performance:this.perf,canvas:o.canvas};c(p)})}async warmup(t={}){let n=M();t&&(this.config=pe(this.config,t));let c=this.config.videoOptimized;this.config.videoOptimized=!1;let r;typeof createImageBitmap=="function"?r=await U(this,d1).call(this):typeof Image!="undefined"?r=await U(this,f1).call(this):r=await U(this,m1).call(this),this.config.videoOptimized=c;let A=M();return this.config.debug&&g("Warmup",this.config.warmup,Math.round(A-n),"ms",r),r}};Me=new WeakMap,Ne=new WeakMap,Oe=new WeakMap,me=new WeakMap,l1=new WeakMap,ke=new WeakMap,d1=new WeakMap,f1=new WeakMap,m1=new WeakMap;0&&(module.exports={Human}); //# sourceMappingURL=human.node.js.map diff --git a/dist/human.node.js.map b/dist/human.node.js.map index abedddc3..f5126e74 100644 --- a/dist/human.node.js.map +++ b/dist/human.node.js.map @@ -1,7 +1,7 @@ { "version": 3, "sources": ["../src/tfjs/tf-node.ts", "../src/human.ts", "../src/helpers.ts", "../src/sysinfo.ts", "../src/tfjs/backend.ts", "../src/age/age.ts", "../src/profile.ts", "../src/gender/gender.ts", "../src/emotion/emotion.ts", "../src/embedding/embedding.ts", "../src/faceres/faceres.ts", "../src/faceall.ts", "../src/blazeface/facemesh.ts", "../src/blazeface/blazeface.ts", "../src/blazeface/facepipeline.ts", "../src/blazeface/box.ts", "../src/blazeface/util.ts", "../src/blazeface/coords.ts", "../src/posenet/posenet.ts", "../src/posenet/modelBase.ts", "../src/posenet/heapSort.ts", "../src/posenet/buildParts.ts", "../src/posenet/keypoints.ts", "../src/posenet/vectors.ts", "../src/posenet/decoders.ts", "../src/posenet/decodePose.ts", "../src/posenet/decodeMultiple.ts", "../src/posenet/util.ts", "../src/handpose/handpose.ts", "../src/handpose/handdetector.ts", "../src/handpose/box.ts", "../src/handpose/handpipeline.ts", "../src/handpose/util.ts", "../src/handpose/anchors.ts", "../src/blazepose/blazepose.ts", "../src/blazepose/annotations.ts", "../src/efficientpose/efficientpose.ts", "../src/nanodet/nanodet.ts", "../src/nanodet/labels.ts", "../src/gesture/gesture.ts", "../src/image/image.ts", "../src/image/imagefx.js", "../src/draw/draw.ts", "../src/config.ts", "../src/sample.ts"], - "sourcesContent": ["export * from '@tensorflow/tfjs-node';\n", "import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 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0.9375,\n y_center: 0.4375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "// @ts-nocheck\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) {\n log('Human: invalid input', input);\n return { tensor: null, canvas: null };\n }\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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+ "sourcesContent": ["export * from '@tensorflow/tfjs-node';\n", "import { log, now, mergeDeep } from './helpers';\nimport * as sysinfo from './sysinfo';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as backend from './tfjs/backend';\nimport * as faceall from './faceall';\nimport * as facemesh from './blazeface/facemesh';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as faceres from './faceres/faceres';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as posenet from './posenet/posenet';\nimport * as handpose from './handpose/handpose';\nimport * as blazepose from './blazepose/blazepose';\nimport * as efficientpose from './efficientpose/efficientpose';\nimport * as nanodet from './nanodet/nanodet';\nimport * as gesture from './gesture/gesture';\nimport * as image from './image/image';\nimport * as draw from './draw/draw';\nimport * as profile from './profile';\nimport { Config, defaults } from './config';\nimport { Result } from './result';\nimport * as sample from './sample';\nimport * as app from '../package.json';\n\n/** Generic Tensor object type */\nexport type Tensor = typeof tf.Tensor;\nexport type { Config } from './config';\nexport type { Result } from './result';\n/** Defines all possible input types for **Human** detection */\nexport type Input = Tensor | ImageData | ImageBitmap | HTMLVideoElement | HTMLCanvasElement | OffscreenCanvas;\n/** Error message */\nexport type Error = { error: string };\n/** Instance of TensorFlow/JS */\nexport type TensorFlow = typeof tf;\n/** Generic Model object type, holds instance of individual models */\ntype Model = Object;\n\n/**\n * **Human** library main class\n *\n * All methods and properties are available only as members of Human class\n *\n * - Configuration object definition: {@link Config}\n * - Results object definition: {@link Result}\n * - Possible inputs: {@link Input}\n */\nexport class Human {\n version: string;\n config: Config;\n state: string;\n image: { tensor: Tensor, canvas: OffscreenCanvas | HTMLCanvasElement };\n // classes\n tf: TensorFlow;\n draw: {\n drawOptions?: typeof draw.drawOptions,\n gesture: typeof draw.gesture,\n face: typeof draw.face,\n body: typeof draw.body,\n hand: typeof draw.hand,\n canvas: typeof draw.canvas,\n all: typeof draw.all,\n };\n // models\n models: {\n face: facemesh.MediaPipeFaceMesh | Model | null,\n posenet: posenet.PoseNet | null,\n blazepose: Model | null,\n efficientpose: Model | null,\n handpose: handpose.HandPose | null,\n iris: Model | null,\n age: Model | null,\n gender: Model | null,\n emotion: Model | null,\n embedding: Model | null,\n nanodet: Model | null,\n faceres: Model | null,\n };\n classes: {\n facemesh: typeof facemesh;\n age: typeof age;\n gender: typeof gender;\n emotion: typeof emotion;\n body: typeof posenet | typeof blazepose;\n hand: typeof handpose;\n nanodet: typeof nanodet;\n faceres: typeof faceres;\n };\n faceTriangulation: typeof facemesh.triangulation;\n faceUVMap: typeof facemesh.uvmap;\n sysinfo: { platform: string, agent: string };\n perf: any;\n #numTensors: number;\n #analyzeMemoryLeaks: boolean;\n #checkSanity: boolean;\n #firstRun: boolean;\n // definition end\n\n constructor(userConfig: Config | Object = {}) {\n this.tf = tf;\n this.draw = draw;\n this.version = app.version;\n this.config = mergeDeep(defaults, userConfig);\n this.state = 'idle';\n this.#numTensors = 0;\n this.#analyzeMemoryLeaks = false;\n this.#checkSanity = false;\n this.#firstRun = true;\n this.perf = {};\n // object that contains all initialized models\n this.models = {\n face: null,\n posenet: null,\n blazepose: null,\n efficientpose: null,\n handpose: null,\n iris: null,\n age: null,\n gender: null,\n emotion: null,\n embedding: null,\n nanodet: null,\n faceres: null,\n };\n // export access to image processing\n // @ts-ignore\n this.image = (input: Input) => image.process(input, this.config);\n // export raw access to underlying models\n this.classes = {\n facemesh,\n age,\n gender,\n emotion,\n faceres,\n body: this.config.body.modelPath.includes('posenet') ? posenet : blazepose,\n hand: handpose,\n nanodet,\n };\n this.faceTriangulation = facemesh.triangulation;\n this.faceUVMap = facemesh.uvmap;\n // include platform info\n this.sysinfo = sysinfo.info();\n }\n\n profileData(): { newBytes, newTensors, peakBytes, numKernelOps, timeKernelOps, slowestKernelOps, largestKernelOps } | {} {\n if (this.config.profile) return profile.data;\n return {};\n }\n\n // helper function: measure tensor leak\n /** @hidden */\n analyze = (...msg) => {\n if (!this.#analyzeMemoryLeaks) return;\n const current = this.tf.engine().state.numTensors;\n const previous = this.#numTensors;\n this.#numTensors = current;\n const leaked = current - previous;\n if (leaked !== 0) log(...msg, leaked);\n }\n\n // quick sanity check on inputs\n /** @hidden */\n #sanity = (input): null | string => {\n if (!this.#checkSanity) return null;\n if (!input) return 'input is not defined';\n if (this.tf.ENV.flags.IS_NODE && !(input instanceof tf.Tensor)) return 'input must be a tensor';\n try {\n this.tf.getBackend();\n } catch {\n return 'backend not loaded';\n }\n return null;\n }\n\n similarity(embedding1: Array, embedding2: Array): number {\n if (this.config.face.description.enabled) return faceres.similarity(embedding1, embedding2);\n if (this.config.face.embedding.enabled) return embedding.similarity(embedding1, embedding2);\n return 0;\n }\n\n // eslint-disable-next-line class-methods-use-this\n enhance(input: Tensor): Tensor | null {\n return faceres.enhance(input);\n }\n\n // eslint-disable-next-line class-methods-use-this\n match(faceEmbedding: Array, db: Array<{ name: string, source: string, embedding: number[] }>, threshold = 0): { name: string, source: string, similarity: number, embedding: number[] } {\n return faceres.match(faceEmbedding, db, threshold);\n }\n\n // preload models, not explicitly required as it's done automatically on first use\n async load(userConfig: Config | Object = {}) {\n this.state = 'load';\n const timeStamp = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n\n if (this.#firstRun) {\n if (this.config.debug) log(`version: ${this.version}`);\n if (this.config.debug) log(`tfjs version: ${this.tf.version_core}`);\n if (this.config.debug) log('platform:', this.sysinfo.platform);\n if (this.config.debug) log('agent:', this.sysinfo.agent);\n\n await this.#checkBackend(true);\n if (this.tf.ENV.flags.IS_BROWSER) {\n if (this.config.debug) log('configuration:', this.config);\n if (this.config.debug) log('tf flags:', this.tf.ENV.flags);\n }\n }\n if (this.config.async) {\n [\n this.models.face,\n this.models.age,\n this.models.gender,\n this.models.emotion,\n this.models.embedding,\n // @ts-ignore\n this.models.handpose,\n // @ts-ignore false warning with latest @typescript-eslint\n this.models.posenet,\n this.models.blazepose,\n this.models.efficientpose,\n this.models.nanodet,\n this.models.faceres,\n ] = await Promise.all([\n this.models.face || (this.config.face.enabled ? facemesh.load(this.config) : null),\n this.models.age || ((this.config.face.enabled && this.config.face.age.enabled) ? age.load(this.config) : null),\n this.models.gender || ((this.config.face.enabled && this.config.face.gender.enabled) ? gender.load(this.config) : null),\n this.models.emotion || ((this.config.face.enabled && this.config.face.emotion.enabled) ? emotion.load(this.config) : null),\n this.models.embedding || ((this.config.face.enabled && this.config.face.embedding.enabled) ? embedding.load(this.config) : null),\n this.models.handpose || (this.config.hand.enabled ? >handpose.load(this.config) : null),\n this.models.posenet || (this.config.body.enabled && this.config.body.modelPath.includes('posenet') ? posenet.load(this.config) : null),\n this.models.blazepose || (this.config.body.enabled && this.config.body.modelPath.includes('blazepose') ? blazepose.load(this.config) : null),\n this.models.efficientpose || (this.config.body.enabled && this.config.body.modelPath.includes('efficientpose') ? efficientpose.load(this.config) : null),\n this.models.nanodet || (this.config.object.enabled ? nanodet.load(this.config) : null),\n this.models.faceres || ((this.config.face.enabled && this.config.face.description.enabled) ? faceres.load(this.config) : null),\n ]);\n } else {\n if (this.config.face.enabled && !this.models.face) this.models.face = await facemesh.load(this.config);\n if (this.config.face.enabled && this.config.face.age.enabled && !this.models.age) this.models.age = await age.load(this.config);\n if (this.config.face.enabled && this.config.face.gender.enabled && !this.models.gender) this.models.gender = await gender.load(this.config);\n if (this.config.face.enabled && this.config.face.emotion.enabled && !this.models.emotion) this.models.emotion = await emotion.load(this.config);\n if (this.config.face.enabled && this.config.face.embedding.enabled && !this.models.embedding) this.models.embedding = await embedding.load(this.config);\n if (this.config.hand.enabled && !this.models.handpose) this.models.handpose = await handpose.load(this.config);\n if (this.config.body.enabled && !this.models.posenet && this.config.body.modelPath.includes('posenet')) this.models.posenet = await posenet.load(this.config);\n if (this.config.body.enabled && !this.models.blazepose && this.config.body.modelPath.includes('blazepose')) this.models.blazepose = await blazepose.load(this.config);\n if (this.config.body.enabled && !this.models.efficientpose && this.config.body.modelPath.includes('efficientpose')) this.models.efficientpose = await efficientpose.load(this.config);\n if (this.config.object.enabled && !this.models.nanodet) this.models.nanodet = await nanodet.load(this.config);\n if (this.config.face.enabled && this.config.face.description.enabled && !this.models.faceres) this.models.faceres = await faceres.load(this.config);\n }\n\n if (this.#firstRun) {\n if (this.config.debug) log('tf engine state:', this.tf.engine().state.numBytes, 'bytes', this.tf.engine().state.numTensors, 'tensors');\n this.#firstRun = false;\n }\n\n const current = Math.trunc(now() - timeStamp);\n if (current > (this.perf.load || 0)) this.perf.load = current;\n }\n\n // check if backend needs initialization if it changed\n /** @hidden */\n #checkBackend = async (force = false) => {\n if (this.config.backend && (this.config.backend !== '') && force || (this.tf.getBackend() !== this.config.backend)) {\n const timeStamp = now();\n this.state = 'backend';\n /* force backend reload\n if (this.config.backend in tf.engine().registry) {\n const backendFactory = tf.findBackendFactory(this.config.backend);\n tf.removeBackend(this.config.backend);\n tf.registerBackend(this.config.backend, backendFactory);\n } else {\n log('Backend not registred:', this.config.backend);\n }\n */\n\n if (this.config.backend && this.config.backend !== '') {\n // force browser vs node backend\n if (this.tf.ENV.flags.IS_BROWSER && this.config.backend === 'tensorflow') this.config.backend = 'webgl';\n if (this.tf.ENV.flags.IS_NODE && (this.config.backend === 'webgl' || this.config.backend === 'wasm')) this.config.backend = 'tensorflow';\n\n if (this.config.debug) log('setting backend:', this.config.backend);\n\n if (this.config.backend === 'wasm') {\n if (this.config.debug) log('wasm path:', this.config.wasmPath);\n this.tf.setWasmPaths(this.config.wasmPath);\n const simd = await this.tf.env().getAsync('WASM_HAS_SIMD_SUPPORT');\n const mt = await this.tf.env().getAsync('WASM_HAS_MULTITHREAD_SUPPORT');\n if (this.config.debug) log(`wasm execution: ${simd ? 'SIMD' : 'no SIMD'} ${mt ? 'multithreaded' : 'singlethreaded'}`);\n if (!simd) log('warning: wasm simd support is not enabled');\n }\n\n if (this.config.backend === 'humangl') backend.register();\n try {\n await this.tf.setBackend(this.config.backend);\n } catch (err) {\n log('error: cannot set backend:', this.config.backend, err);\n }\n }\n this.tf.enableProdMode();\n // this.tf.enableDebugMode();\n if (this.tf.getBackend() === 'webgl' || this.tf.getBackend() === 'humangl') {\n this.tf.ENV.set('CHECK_COMPUTATION_FOR_ERRORS', false);\n this.tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n if (this.config.deallocate) {\n log('changing webgl: WEBGL_DELETE_TEXTURE_THRESHOLD:', this.config.deallocate);\n this.tf.ENV.set('WEBGL_DELETE_TEXTURE_THRESHOLD', this.config.deallocate ? 0 : -1);\n }\n const gl = await this.tf.backend().getGPGPUContext().gl;\n if (this.config.debug) log(`gl version:${gl.getParameter(gl.VERSION)} renderer:${gl.getParameter(gl.RENDERER)}`);\n }\n await this.tf.ready();\n this.perf.backend = Math.trunc(now() - timeStamp);\n }\n }\n\n // main detect function\n async detect(input: Input, userConfig: Config | Object = {}): Promise {\n // detection happens inside a promise\n return new Promise(async (resolve) => {\n this.state = 'config';\n let timeStamp;\n\n // update configuration\n this.config = mergeDeep(this.config, userConfig);\n\n // sanity checks\n this.state = 'check';\n const error = this.#sanity(input);\n if (error) {\n log(error, input);\n resolve({ error });\n }\n\n const timeStart = now();\n\n // configure backend\n await this.#checkBackend();\n\n // load models if enabled\n await this.load();\n\n if (this.config.scoped) this.tf.engine().startScope();\n this.analyze('Start Scope:');\n\n timeStamp = now();\n const process = image.process(input, this.config);\n if (!process || !process.tensor) {\n log('could not convert input to tensor');\n resolve({ error: 'could not convert input to tensor' });\n return;\n }\n this.perf.image = Math.trunc(now() - timeStamp);\n this.analyze('Get Image:');\n\n // prepare where to store model results\n let bodyRes;\n let handRes;\n let faceRes;\n let objectRes;\n let current;\n\n // run face detection followed by all models that rely on face bounding box: face mesh, age, gender, emotion\n if (this.config.async) {\n faceRes = this.config.face.enabled ? faceall.detectFace(this, process.tensor) : [];\n if (this.perf.face) delete this.perf.face;\n } else {\n this.state = 'run:face';\n timeStamp = now();\n faceRes = this.config.face.enabled ? await faceall.detectFace(this, process.tensor) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.face = current;\n }\n\n // run body: can be posenet or blazepose\n this.analyze('Start Body:');\n if (this.config.async) {\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? efficientpose.predict(process.tensor, this.config) : [];\n if (this.perf.body) delete this.perf.body;\n } else {\n this.state = 'run:body';\n timeStamp = now();\n if (this.config.body.modelPath.includes('posenet')) bodyRes = this.config.body.enabled ? await this.models.posenet?.estimatePoses(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('blazepose')) bodyRes = this.config.body.enabled ? await blazepose.predict(process.tensor, this.config) : [];\n else if (this.config.body.modelPath.includes('efficientpose')) bodyRes = this.config.body.enabled ? await efficientpose.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.body = current;\n }\n this.analyze('End Body:');\n\n // run handpose\n this.analyze('Start Hand:');\n if (this.config.async) {\n handRes = this.config.hand.enabled ? this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n if (this.perf.hand) delete this.perf.hand;\n } else {\n this.state = 'run:hand';\n timeStamp = now();\n handRes = this.config.hand.enabled ? await this.models.handpose?.estimateHands(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.hand = current;\n }\n this.analyze('End Hand:');\n\n // run nanodet\n this.analyze('Start Object:');\n if (this.config.async) {\n objectRes = this.config.object.enabled ? nanodet.predict(process.tensor, this.config) : [];\n if (this.perf.object) delete this.perf.object;\n } else {\n this.state = 'run:object';\n timeStamp = now();\n objectRes = this.config.object.enabled ? await nanodet.predict(process.tensor, this.config) : [];\n current = Math.trunc(now() - timeStamp);\n if (current > 0) this.perf.object = current;\n }\n this.analyze('End Object:');\n\n // if async wait for results\n if (this.config.async) {\n [faceRes, bodyRes, handRes, objectRes] = await Promise.all([faceRes, bodyRes, handRes, objectRes]);\n }\n process.tensor.dispose();\n\n if (this.config.scoped) this.tf.engine().endScope();\n this.analyze('End Scope:');\n\n let gestureRes = [];\n if (this.config.gesture.enabled) {\n timeStamp = now();\n // @ts-ignore\n gestureRes = [...gesture.face(faceRes), ...gesture.body(bodyRes), ...gesture.hand(handRes), ...gesture.iris(faceRes)];\n if (!this.config.async) this.perf.gesture = Math.trunc(now() - timeStamp);\n else if (this.perf.gesture) delete this.perf.gesture;\n }\n\n this.perf.total = Math.trunc(now() - timeStart);\n this.state = 'idle';\n const result = {\n face: faceRes,\n body: bodyRes,\n hand: handRes,\n gesture: gestureRes,\n object: objectRes,\n performance: this.perf,\n canvas: process.canvas,\n };\n // log('Result:', result);\n resolve(result);\n });\n }\n\n /** @hidden */\n #warmupBitmap = async () => {\n const b64toBlob = (base64, type = 'application/octet-stream') => fetch(`data:${type};base64,${base64}`).then((res) => res.blob());\n let blob;\n let res;\n switch (this.config.warmup) {\n case 'face': blob = await b64toBlob(sample.face); break;\n case 'full': blob = await b64toBlob(sample.body); break;\n default: blob = null;\n }\n if (blob) {\n const bitmap = await createImageBitmap(blob);\n res = await this.detect(bitmap, this.config);\n bitmap.close();\n }\n return res;\n }\n\n /** @hidden */\n #warmupCanvas = async () => new Promise((resolve) => {\n let src;\n let size = 0;\n switch (this.config.warmup) {\n case 'face':\n size = 256;\n src = 'data:image/jpeg;base64,' + sample.face;\n break;\n case 'full':\n case 'body':\n size = 1200;\n src = 'data:image/jpeg;base64,' + sample.body;\n break;\n default:\n src = null;\n }\n // src = encodeURI('../assets/human-sample-upper.jpg');\n const img = new Image();\n img.onload = async () => {\n const canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(size, size) : document.createElement('canvas');\n canvas.width = img.naturalWidth;\n canvas.height = img.naturalHeight;\n const ctx = canvas.getContext('2d');\n ctx?.drawImage(img, 0, 0);\n // const data = ctx?.getImageData(0, 0, canvas.height, canvas.width);\n const res = await this.detect(canvas, this.config);\n resolve(res);\n };\n if (src) img.src = src;\n else resolve(null);\n });\n\n /** @hidden */\n #warmupNode = async () => {\n const atob = (str) => Buffer.from(str, 'base64');\n const img = this.config.warmup === 'face' ? atob(sample.face) : atob(sample.body);\n // @ts-ignore\n const data = tf.node.decodeJpeg(img); // tf.node is only defined when compiling for nodejs\n const expanded = data.expandDims(0);\n this.tf.dispose(data);\n // log('Input:', expanded);\n const res = await this.detect(expanded, this.config);\n this.tf.dispose(expanded);\n return res;\n }\n\n async warmup(userConfig: Config | Object = {}): Promise {\n const t0 = now();\n if (userConfig) this.config = mergeDeep(this.config, userConfig);\n const save = this.config.videoOptimized;\n this.config.videoOptimized = false;\n let res;\n if (typeof createImageBitmap === 'function') res = await this.#warmupBitmap();\n else if (typeof Image !== 'undefined') res = await this.#warmupCanvas();\n else res = await this.#warmupNode();\n this.config.videoOptimized = save;\n const t1 = now();\n if (this.config.debug) log('Warmup', this.config.warmup, Math.round(t1 - t0), 'ms', res);\n return res;\n }\n}\n\n/**\n * Class Human is also available as default export\n */\nexport { Human as default };\n", "// helper function: wrapper around console output\nexport function log(...msg) {\n const dt = new Date();\n const ts = `${dt.getHours().toString().padStart(2, '0')}:${dt.getMinutes().toString().padStart(2, '0')}:${dt.getSeconds().toString().padStart(2, '0')}.${dt.getMilliseconds().toString().padStart(3, '0')}`;\n // eslint-disable-next-line no-console\n if (msg) console.log(ts, 'Human:', ...msg);\n}\n\n// helper function: gets elapsed time on both browser and nodejs\nexport const now = () => {\n if (typeof performance !== 'undefined') return performance.now();\n return parseInt((Number(process.hrtime.bigint()) / 1000 / 1000).toString());\n};\n\n// helper function: perform deep merge of multiple objects so it allows full inheriance with overrides\nexport function mergeDeep(...objects) {\n const isObject = (obj) => obj && typeof obj === 'object';\n return objects.reduce((prev, obj) => {\n Object.keys(obj || {}).forEach((key) => {\n const pVal = prev[key];\n const oVal = obj[key];\n if (Array.isArray(pVal) && Array.isArray(oVal)) prev[key] = pVal.concat(...oVal);\n else if (isObject(pVal) && isObject(oVal)) prev[key] = mergeDeep(pVal, oVal);\n else prev[key] = oVal;\n });\n return prev;\n }, {});\n}\n", "export function info(): { platform: string, agent: string } {\n let platform;\n let agent;\n if (typeof navigator !== 'undefined') {\n const raw = navigator.userAgent.match(/\\(([^()]+)\\)/g);\n if (raw && raw[0]) {\n // @ts-ignore\n platform = raw[0].match(/\\(([^()]+)\\)/g)[0].replace(/\\(|\\)/g, '');\n agent = navigator.userAgent.replace(raw[0], '');\n if (platform[1]) agent = agent.replace(raw[1], '');\n agent = agent.replace(/ /g, ' ');\n }\n } else if (typeof process !== 'undefined') {\n platform = `${process.platform} ${process.arch}`;\n agent = `NodeJS ${process.version}`;\n }\n return { platform, agent };\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nexport const config = {\n name: 'humangl',\n priority: 99,\n canvas: null,\n gl: null,\n width: 1024,\n height: 1024,\n webGLattr: { // https://www.khronos.org/registry/webgl/specs/latest/1.0/#5.2\n alpha: false,\n antialias: false,\n premultipliedAlpha: false,\n preserveDrawingBuffer: false,\n depth: false,\n stencil: false,\n failIfMajorPerformanceCaveat: false,\n desynchronized: true,\n },\n};\n\nexport function register(): void {\n if (!tf.findBackend(config.name)) {\n log('backend registration:', config.name);\n try {\n // @ts-ignore\n config.canvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(config.width, config.height) : document.createElement('canvas');\n } catch (err) {\n log('error: cannot create canvas:', err);\n return;\n }\n try {\n // @ts-ignore\n config.gl = config.canvas.getContext('webgl2', config.webGLattr);\n } catch (err) {\n log('error: cannot get WebGL2 context:', err);\n return;\n }\n try {\n tf.setWebGLContext(2, config.gl);\n } catch (err) {\n log('error: cannot set WebGL2 context:', err);\n return;\n }\n try {\n const ctx = new tf.GPGPUContext(config.gl);\n tf.registerBackend(config.name, () => new tf.MathBackendWebGL(ctx), config.priority);\n } catch (err) {\n log('error: cannot register WebGL backend:', err);\n return;\n }\n try {\n const kernels = tf.getKernelsForBackend('webgl');\n kernels.forEach((kernelConfig) => {\n const newKernelConfig = { ...kernelConfig, backendName: config.name };\n tf.registerKernel(newKernelConfig);\n });\n } catch (err) {\n log('error: cannot update WebGL backend registration:', err);\n return;\n }\n try {\n tf.ENV.set('WEBGL_VERSION', 2);\n // @ts-ignore\n // tf.ENV.set('WEBGL_MAX_TEXTURE_SIZE', config.gl.getParameter(config.gl.MAX_TEXTURE_SIZE));\n // tf.ENV.set('WEBGL_FORCE_F16_TEXTURES', true);\n // tf.ENV.set('WEBGL_PACK_DEPTHWISECONV', true);\n } catch (err) {\n log('error: cannot set WebGL backend flags:', err);\n return;\n }\n log('backend registered:', config.name);\n }\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.age.modelPath);\n if (config.debug) log(`load model: ${config.face.age.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.age.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, [255.0]);\n tf.dispose(resize);\n\n let ageT;\n const obj = { age: 0 };\n\n if (!config.profile) {\n if (config.face.age.enabled) ageT = await model.predict(enhance);\n } else {\n const profileAge = config.face.age.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n ageT = profileAge.result.clone();\n profileAge.result.dispose();\n profile.run('age', profileAge);\n }\n enhance.dispose();\n\n if (ageT) {\n const data = ageT.dataSync();\n obj.age = Math.trunc(10 * data[0]) / 10;\n }\n ageT.dispose();\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from './helpers';\n\nexport const data = {};\n\nexport function run(modelName: string, profileData: any): void {\n if (!profileData || !profileData.kernels) return;\n const maxResults = 5;\n const time = profileData.kernels\n .filter((a) => a.kernelTimeMs > 0)\n .reduce((a, b) => a += b.kernelTimeMs, 0);\n const slowest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.kernelTimeMs > 0)\n .sort((a, b) => b.kernelTimeMs - a.kernelTimeMs);\n const largest = profileData.kernels\n .map((a, i) => { a.id = i; return a; })\n .filter((a) => a.totalBytesSnapshot > 0)\n .sort((a, b) => b.totalBytesSnapshot - a.totalBytesSnapshot);\n if (slowest.length > maxResults) slowest.length = maxResults;\n if (largest.length > maxResults) largest.length = maxResults;\n data[modelName] = {\n model: modelName,\n newBytes: profileData.newBytes,\n newTensors: profileData.newTensors,\n peakBytes: profileData.peakBytes,\n numKernelOps: profileData.kernels.length,\n timeKernelOps: time,\n slowestKernelOps: slowest,\n largestKernelOps: largest,\n };\n log('profiler', modelName, data[modelName]);\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { gender: '' };\nlet skipped = Number.MAX_SAFE_INTEGER;\nlet alternative = false;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.gender.modelPath);\n alternative = model.inputs[0].shape[3] === 1;\n if (config.debug) log(`load model: ${config.face.gender.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.gender.skipFrames) && config.videoOptimized && last.gender !== '') {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n let enhance;\n if (alternative) {\n enhance = tf.tidy(() => {\n const [red, green, blue] = tf.split(resize, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const normalize = grayscale.sub(0.5).mul(2); // range grayscale:-1..1\n return normalize;\n });\n } else {\n enhance = tf.mul(resize, [255.0]); // range RGB:0..255\n }\n tf.dispose(resize);\n\n let genderT;\n const obj = { gender: '', confidence: 0 };\n\n if (!config.profile) {\n if (config.face.gender.enabled) genderT = await model.predict(enhance);\n } else {\n const profileGender = config.face.gender.enabled ? await tf.profile(() => model.predict(enhance)) : {};\n genderT = profileGender.result.clone();\n profileGender.result.dispose();\n profile.run('gender', profileGender);\n }\n enhance.dispose();\n\n if (genderT) {\n if (!Array.isArray(genderT)) {\n const data = genderT.dataSync();\n if (alternative) {\n // returns two values 0..1, bigger one is prediction\n if (data[0] > config.face.gender.minConfidence || data[1] > config.face.gender.minConfidence) {\n obj.gender = data[0] > data[1] ? 'female' : 'male';\n obj.confidence = data[0] > data[1] ? (Math.trunc(100 * data[0]) / 100) : (Math.trunc(100 * data[1]) / 100);\n }\n } else {\n // returns one value 0..1, .5 is prediction threshold\n const confidence = Math.trunc(200 * Math.abs((data[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = data[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n }\n genderT.dispose();\n } else {\n const gender = genderT[0].dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.confidence = Math.min(0.99, confidence);\n }\n /*\n let age = genderT[1].argMax(1).dataSync()[0];\n const all = genderT[1].dataSync();\n age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n const descriptor = genderT[1].dataSync();\n */\n genderT.forEach((t) => tf.dispose(t));\n }\n }\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nconst annotations = ['angry', 'disgust', 'fear', 'happy', 'sad', 'surprise', 'neutral'];\nlet model;\nlet last: Array<{ score: number, emotion: string }> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\n// tuning values\nconst rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.emotion.modelPath);\n if (config.debug) log(`load model: ${config.face.emotion.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.emotion.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const [red, green, blue] = tf.split(resize, 3, 3);\n resize.dispose();\n // weighted rgb to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n red.dispose();\n green.dispose();\n blue.dispose();\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n redNorm.dispose();\n greenNorm.dispose();\n blueNorm.dispose();\n const normalize = tf.tidy(() => grayscale.sub(0.5).mul(2));\n grayscale.dispose();\n const obj: Array<{ score: number, emotion: string }> = [];\n if (config.face.emotion.enabled) {\n let data;\n if (!config.profile) {\n const emotionT = await model.predict(normalize); // result is already in range 0..1, no need for additional activation\n data = emotionT.dataSync();\n tf.dispose(emotionT);\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n data = profileData.result.dataSync();\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n for (let i = 0; i < data.length; i++) {\n if (data[i] > config.face.emotion.minConfidence) obj.push({ score: Math.min(0.99, Math.trunc(100 * data[i]) / 100), emotion: annotations[i] });\n }\n obj.sort((a, b) => b.score - a.score);\n }\n normalize.dispose();\n last = obj;\n resolve(obj);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.embedding.modelPath);\n if (config.debug) log(`load model: ${config.face.embedding.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(Math.trunc(1000 * (1 - distance)) / 1000, 0);\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n // const data = tf.image.resizeBilinear(input, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const tensor = input.image || input.tensor;\n if (!(tensor instanceof tf.Tensor)) return null;\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n\n // normalize brightness from 0..1\n const darken = merge.sub(merge.min());\n const lighten = darken.div(darken.max());\n\n return lighten;\n });\n return image;\n}\n\nexport async function predict(input, config): Promise {\n if (!model) return [];\n return new Promise(async (resolve) => {\n // let data: Array<[]> = [];\n let data: Array = [];\n if (config.face.embedding.enabled) {\n const image = enhance(input);\n if (!config.profile) {\n data = tf.tidy(() => {\n /*\n // if needed convert from NHWC to NCHW\n const nchw = image.transpose([3, 0, 1, 2]);\n */\n\n const res = model.predict(image);\n\n /*\n // optionally do it twice with flipped image and average results\n const res1 = model.predict(image);\n const flipped = tf.image.flipLeftRight(image);\n const res2 = model.predict(flipped);\n const merge = tf.stack([res1, res2], 2).squeeze();\n const res = reshape.logSumExp(1);\n */\n\n /*\n // optional normalize outputs with l2 normalization\n const scaled = tf.tidy(() => {\n const l2 = res.norm('euclidean');\n const scale = res.div(l2);\n return scale;\n });\n */\n\n // optional reduce feature vector complexity\n const reshape = res.reshape([128, 2]); // split 256 vectors into 128 x 2\n const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n const output: Array = reduce.dataSync();\n return [...output]; // convert typed array to simple array\n });\n } else {\n const profileData = await tf.profile(() => model.predict({ img_inputs: image }));\n data = [...profileData.result.dataSync()];\n profileData.result.dispose();\n profile.run('emotion', profileData);\n }\n tf.dispose(image);\n }\n resolve(data);\n });\n}\n\n/*\ngit clone https://github.com/becauseofAI/MobileFace\ncd MobileFace/MobileFace_Identification\nmmconvert --srcFramework mxnet --inputWeight MobileFace_Identification_V3-0000.params --inputNetwork MobileFace_Identification_V3-symbol.json --inputShape 3,112,112 --dstFramework tensorflow --outputModel saved\nsaved_model_cli show --dir saved/\ntensorflowjs_converter --input_format tf_saved_model --output_format tfjs_graph_model --saved_model_tags train saved/ graph/\n~/dev/detector/signature.js graph/\n2021-03-12 08:25:12 DATA: created on: 2021-03-12T13:17:11.960Z\n2021-03-12 08:25:12 INFO: graph model: /home/vlado/dev/face/MobileFace/MobileFace_Identification/graph/model.json\n2021-03-12 08:25:12 INFO: size: { unreliable: true, numTensors: 75, numDataBuffers: 75, numBytes: 2183192 }\n2021-03-12 08:25:12 INFO: model inputs based on signature\n2021-03-12 08:25:12 INFO: model outputs based on signature\n2021-03-12 08:25:12 DATA: inputs: [ { name: 'data:0', dtype: 'DT_FLOAT', shape: [ -1, 112, 112, 3, [length]: 4 ] }, [length]: 1 ]\n2021-03-12 08:25:12 DATA: outputs: [ { id: 0, name: 'batchnorm0/add_1:0', dytpe: 'DT_FLOAT', shape: [ -1, 256, [length]: 2 ] }, [length]: 1 ]\n*/\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet last = { age: 0 };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\ntype Tensor = typeof tf.Tensor;\ntype DB = Array<{ name: string, source: string, embedding: number[] }>;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.face.description.modelPath);\n if (config.debug) log(`load model: ${config.face.description.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport function similarity(embedding1, embedding2, order = 2): number {\n if (!embedding1 || !embedding2) return 0;\n if (embedding1?.length === 0 || embedding2?.length === 0) return 0;\n if (embedding1?.length !== embedding2?.length) return 0;\n // general minkowski distance, euclidean distance is limited case where order is 2\n const distance = 4.0 * embedding1\n .map((val, i) => (Math.abs(embedding1[i] - embedding2[i]) ** order)) // distance squared\n .reduce((sum, now) => (sum + now), 0) // sum all distances\n ** (1 / order); // get root of\n const res = Math.max(0, 100 - distance) / 100.0;\n return res;\n}\n\nexport function match(embedding: Array, db: DB, threshold = 0) {\n let best = { similarity: 0, name: '', source: '', embedding: [] as number[] };\n if (!embedding || !db || !Array.isArray(embedding) || !Array.isArray(db)) return best;\n for (const f of db) {\n if (f.embedding && f.name) {\n const perc = similarity(embedding, f.embedding);\n if (perc > threshold && perc > best.similarity) best = { ...f, similarity: perc };\n }\n }\n return best;\n}\n\nexport function enhance(input): Tensor {\n const image = tf.tidy(() => {\n // input received from detector is already normalized to 0..1\n // input is also assumed to be straightened\n const tensor = input.image || input.tensor || input;\n if (!(tensor instanceof tf.Tensor)) return null;\n // do a tight crop of image and resize it to fit the model\n const box = [[0.05, 0.15, 0.85, 0.85]]; // empyrical values for top, left, bottom, right\n const crop = (tensor.shape.length === 3)\n ? tf.image.cropAndResize(tf.expandDims(tensor, 0), box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]) // add batch dimension if missing\n : tf.image.cropAndResize(tensor, box, [0], [model.inputs[0].shape[2], model.inputs[0].shape[1]]);\n // const crop = tf.image.resizeBilinear(tensor, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false); // just resize to fit the embedding model\n\n /*\n // convert to black&white to avoid colorization impact\n const rgb = [0.2989, 0.5870, 0.1140]; // factors for red/green/blue colors when converting to grayscale: https://www.mathworks.com/help/matlab/ref/rgb2gray.html\n const [red, green, blue] = tf.split(crop, 3, 3);\n const redNorm = tf.mul(red, rgb[0]);\n const greenNorm = tf.mul(green, rgb[1]);\n const blueNorm = tf.mul(blue, rgb[2]);\n const grayscale = tf.addN([redNorm, greenNorm, blueNorm]);\n const merge = tf.stack([grayscale, grayscale, grayscale], 3).squeeze(4);\n */\n\n /*\n // optional increase image contrast\n // or do it per-channel so mean is done on each channel\n // or do it based on histogram\n const mean = merge.mean();\n const factor = 5;\n const contrast = merge.sub(mean).mul(factor).add(mean);\n */\n /*\n // normalize brightness from 0..1\n const darken = crop.sub(crop.min());\n const lighten = darken.div(darken.max());\n */\n const norm = crop.mul(255);\n\n return norm;\n });\n return image;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.face.description.skipFrames) && config.videoOptimized && last.age && (last.age > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n // const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n // const enhanced = tf.mul(resize, [255.0]);\n // tf.dispose(resize);\n const enhanced = enhance(image);\n\n let resT;\n const obj = {\n age: 0,\n gender: 'unknown',\n genderConfidence: 0,\n descriptor: [] };\n\n if (!config.profile) {\n if (config.face.description.enabled) resT = await model.predict(enhanced);\n } else {\n const profileDesc = config.face.description.enabled ? await tf.profile(() => model.predict(enhanced)) : {};\n resT = profileDesc.result;\n profile.run('faceres', profileDesc);\n }\n tf.dispose(enhanced);\n\n if (resT) {\n tf.tidy(() => {\n const gender = resT.find((t) => t.shape[1] === 1).dataSync();\n const confidence = Math.trunc(200 * Math.abs((gender[0] - 0.5))) / 100;\n if (confidence > config.face.gender.minConfidence) {\n obj.gender = gender[0] <= 0.5 ? 'female' : 'male';\n obj.genderConfidence = Math.min(0.99, confidence);\n }\n const age = resT.find((t) => t.shape[1] === 100).argMax(1).dataSync()[0];\n const all = resT.find((t) => t.shape[1] === 100).dataSync();\n obj.age = Math.round(all[age - 1] > all[age + 1] ? 10 * age - 100 * all[age - 1] : 10 * age + 100 * all[age + 1]) / 10;\n\n const desc = resT.find((t) => t.shape[1] === 1024);\n // const reshape = desc.reshape([128, 8]);\n // const reduce = reshape.logSumExp(1); // reduce 2nd dimension by calculating logSumExp on it\n\n obj.descriptor = [...desc.dataSync()];\n });\n resT.forEach((t) => tf.dispose(t));\n }\n\n last = obj;\n resolve(obj);\n });\n}\n", "import { log, now } from './helpers';\nimport * as tf from '../dist/tfjs.esm.js';\nimport * as age from './age/age';\nimport * as gender from './gender/gender';\nimport * as emotion from './emotion/emotion';\nimport * as embedding from './embedding/embedding';\nimport * as faceres from './faceres/faceres';\n\ntype Tensor = typeof tf.Tensor;\n\nconst calculateFaceAngle = (face, image_size): { angle: { pitch: number, yaw: number, roll: number }, matrix: [number, number, number, number, number, number, number, number, number] } => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const degrees = (theta) => (theta * 180) / Math.PI;\n // const degrees = (theta) => Math.abs(((theta * 180) / Math.PI) % 360);\n const normalize = (v) => { // normalize vector\n const length = Math.sqrt(v[0] * v[0] + v[1] * v[1] + v[2] * v[2]);\n v[0] /= length;\n v[1] /= length;\n v[2] /= length;\n return v;\n };\n const subVectors = (a, b) => { // vector subtraction (a - b)\n const x = a[0] - b[0];\n const y = a[1] - b[1];\n const z = a[2] - b[2];\n return [x, y, z];\n };\n const crossVectors = (a, b) => { // vector cross product (a x b)\n const x = a[1] * b[2] - a[2] * b[1];\n const y = a[2] * b[0] - a[0] * b[2];\n const z = a[0] * b[1] - a[1] * b[0];\n return [x, y, z];\n };\n // 3x3 rotation matrix to Euler angles based on https://www.geometrictools.com/Documentation/EulerAngles.pdf\n const rotationMatrixToEulerAngle = (r) => {\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const [r00, r01, r02, r10, r11, r12, r20, r21, r22] = r;\n let thetaX; let thetaY; let thetaZ;\n if (r10 < 1) { // YZX calculation\n if (r10 > -1) {\n thetaZ = Math.asin(r10);\n thetaY = Math.atan2(-r20, r00);\n thetaX = Math.atan2(-r12, r11);\n } else {\n thetaZ = -Math.PI / 2;\n thetaY = -Math.atan2(r21, r22);\n thetaX = 0;\n }\n } else {\n thetaZ = Math.PI / 2;\n thetaY = Math.atan2(r21, r22);\n thetaX = 0;\n }\n return { pitch: 2 * -thetaX, yaw: 2 * -thetaY, roll: 2 * -thetaZ };\n };\n // simple Euler angle calculation based existing 3D mesh\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const meshToEulerAngle = (mesh) => {\n const radians = (a1, a2, b1, b2) => Math.atan2(b2 - a2, b1 - a1);\n // eslint-disable-next-line no-unused-vars, @typescript-eslint/no-unused-vars\n const angle = {\n // values are in radians in range of -pi/2 to pi/2 which is -90 to +90 degrees\n // value of 0 means center\n // pitch is face move up/down\n pitch: radians(mesh[10][1], mesh[10][2], mesh[152][1], mesh[152][2]), // looking at y,z of top and bottom points of the face\n // yaw is face turn left/right\n yaw: radians(mesh[33][0], mesh[33][2], mesh[263][0], mesh[263][2]), // looking at x,z of outside corners of leftEye and rightEye\n // roll is face lean left/right\n roll: radians(mesh[33][0], mesh[33][1], mesh[263][0], mesh[263][1]), // looking at x,y of outside corners of leftEye and rightEye\n };\n return angle;\n };\n\n const mesh = face.meshRaw;\n if (!mesh || mesh.length < 300) return { angle: { pitch: 0, yaw: 0, roll: 0 }, matrix: [1, 0, 0, 0, 1, 0, 0, 0, 1] };\n\n const size = Math.max(face.boxRaw[2] * image_size[0], face.boxRaw[3] * image_size[1]) / 1.5;\n // top, bottom, left, right\n const pts = [mesh[10], mesh[152], mesh[234], mesh[454]].map((pt) => [\n // make the xyz coordinates proportional, independent of the image/box size\n pt[0] * image_size[0] / size,\n pt[1] * image_size[1] / size,\n pt[2],\n ]);\n\n const y_axis = normalize(subVectors(pts[1], pts[0]));\n let x_axis = normalize(subVectors(pts[3], pts[2]));\n const z_axis = normalize(crossVectors(x_axis, y_axis));\n // adjust x_axis to make sure that all axes are perpendicular to each other\n x_axis = crossVectors(y_axis, z_axis);\n\n // Rotation Matrix from Axis Vectors - http://renderdan.blogspot.com/2006/05/rotation-matrix-from-axis-vectors.html\n // 3x3 rotation matrix is flatten to array in row-major order. Note that the rotation represented by this matrix is inverted.\n const matrix: [number, number, number, number, number, number, number, number, number] = [\n x_axis[0], x_axis[1], x_axis[2],\n y_axis[0], y_axis[1], y_axis[2],\n z_axis[0], z_axis[1], z_axis[2],\n ];\n const angle = rotationMatrixToEulerAngle(matrix);\n // const angle = meshToEulerAngle(mesh);\n return { angle, matrix };\n};\n\nexport const detectFace = async (parent, input): Promise => {\n // run facemesh, includes blazeface and iris\n // eslint-disable-next-line no-async-promise-executor\n let timeStamp;\n let ageRes;\n let genderRes;\n let emotionRes;\n let embeddingRes;\n let descRes;\n const faceRes: Array<{\n confidence: number,\n boxConfidence: number,\n faceConfidence: number,\n box: [number, number, number, number],\n mesh: Array<[number, number, number]>\n meshRaw: Array<[number, number, number]>\n boxRaw: [number, number, number, number],\n annotations: Array<{ part: string, points: Array<[number, number, number]>[] }>,\n age: number,\n gender: string,\n genderConfidence: number,\n emotion: string,\n embedding: number[],\n iris: number,\n rotation: {\n angle: { pitch: number, yaw: number, roll: number },\n matrix: [number, number, number, number, number, number, number, number, number]\n },\n tensor: Tensor,\n }> = [];\n parent.state = 'run:face';\n timeStamp = now();\n const faces = await parent.models.face?.estimateFaces(input, parent.config);\n parent.perf.face = Math.trunc(now() - timeStamp);\n if (!faces) return [];\n for (const face of faces) {\n parent.analyze('Get Face');\n\n // is something went wrong, skip the face\n if (!face.image || face.image.isDisposedInternal) {\n log('Face object is disposed:', face.image);\n continue;\n }\n\n const rotation = calculateFaceAngle(face, [input.shape[2], input.shape[1]]);\n\n // run age, inherits face from blazeface\n parent.analyze('Start Age:');\n if (parent.config.async) {\n ageRes = parent.config.face.age.enabled ? age.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:age';\n timeStamp = now();\n ageRes = parent.config.face.age.enabled ? await age.predict(face.image, parent.config) : {};\n parent.perf.age = Math.trunc(now() - timeStamp);\n }\n\n // run gender, inherits face from blazeface\n parent.analyze('Start Gender:');\n if (parent.config.async) {\n genderRes = parent.config.face.gender.enabled ? gender.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:gender';\n timeStamp = now();\n genderRes = parent.config.face.gender.enabled ? await gender.predict(face.image, parent.config) : {};\n parent.perf.gender = Math.trunc(now() - timeStamp);\n }\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Emotion:');\n if (parent.config.async) {\n emotionRes = parent.config.face.emotion.enabled ? emotion.predict(face.image, parent.config) : {};\n } else {\n parent.state = 'run:emotion';\n timeStamp = now();\n emotionRes = parent.config.face.emotion.enabled ? await emotion.predict(face.image, parent.config) : {};\n parent.perf.emotion = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Emotion:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Embedding:');\n if (parent.config.async) {\n embeddingRes = parent.config.face.embedding.enabled ? embedding.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:embedding';\n timeStamp = now();\n embeddingRes = parent.config.face.embedding.enabled ? await embedding.predict(face, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Embedding:');\n\n // run emotion, inherits face from blazeface\n parent.analyze('Start Description:');\n if (parent.config.async) {\n descRes = parent.config.face.description.enabled ? faceres.predict(face, parent.config) : [];\n } else {\n parent.state = 'run:description';\n timeStamp = now();\n descRes = parent.config.face.description.enabled ? await faceres.predict(face.image, parent.config) : [];\n parent.perf.embedding = Math.trunc(now() - timeStamp);\n }\n parent.analyze('End Description:');\n\n // if async wait for results\n if (parent.config.async) {\n [ageRes, genderRes, emotionRes, embeddingRes, descRes] = await Promise.all([ageRes, genderRes, emotionRes, embeddingRes, descRes]);\n }\n\n parent.analyze('Finish Face:');\n\n // calculate iris distance\n // iris: array[ center, left, top, right, bottom]\n if (!parent.config.face.iris.enabled && face?.annotations?.leftEyeIris && face?.annotations?.rightEyeIris) {\n delete face.annotations.leftEyeIris;\n delete face.annotations.rightEyeIris;\n }\n const irisSize = (face.annotations?.leftEyeIris && face.annotations?.rightEyeIris)\n /* average human iris size is 11.7mm */\n ? 11.7 * Math.max(Math.abs(face.annotations.leftEyeIris[3][0] - face.annotations.leftEyeIris[1][0]), Math.abs(face.annotations.rightEyeIris[4][1] - face.annotations.rightEyeIris[2][1]))\n : 0;\n\n // combine results\n faceRes.push({\n ...face,\n age: descRes.age || ageRes.age,\n gender: descRes.gender || genderRes.gender,\n genderConfidence: descRes.genderConfidence || genderRes.confidence,\n embedding: descRes.descriptor || embeddingRes,\n emotion: emotionRes,\n iris: (irisSize !== 0) ? Math.trunc(irisSize) / 100 : 0,\n rotation,\n tensor: parent.config.face.detector.return ? face.image?.squeeze() : null,\n });\n // dispose original face tensor\n face.image?.dispose();\n\n parent.analyze('End Face');\n }\n parent.analyze('End FaceMesh:');\n if (parent.config.async) {\n if (parent.perf.face) delete parent.perf.face;\n if (parent.perf.age) delete parent.perf.age;\n if (parent.perf.gender) delete parent.perf.gender;\n if (parent.perf.emotion) delete parent.perf.emotion;\n }\n return faceRes;\n};\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as blazeface from './blazeface';\nimport * as facepipeline from './facepipeline';\nimport * as coords from './coords';\n\nexport class MediaPipeFaceMesh {\n facePipeline: any;\n config: any;\n\n constructor(blazeFace, blazeMeshModel, irisModel, config) {\n this.facePipeline = new facepipeline.Pipeline(blazeFace, blazeMeshModel, irisModel);\n this.config = config;\n }\n\n async estimateFaces(input, config): Promise<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }[]> {\n const predictions = await this.facePipeline.predict(input, config);\n const results: Array<{ confidence, boxConfidence, faceConfidence, box, mesh, boxRaw, meshRaw, annotations, image }> = [];\n for (const prediction of (predictions || [])) {\n if (prediction.isDisposedInternal) continue; // guard against disposed tensors on long running operations such as pause in middle of processing\n const mesh = prediction.coords ? prediction.coords.arraySync() : [];\n const meshRaw = mesh.map((pt) => [\n pt[0] / input.shape[2],\n pt[1] / input.shape[1],\n pt[2] / this.facePipeline.meshSize,\n ]);\n const annotations = {};\n if (mesh && mesh.length > 0) {\n for (const key of Object.keys(coords.MESH_ANNOTATIONS)) annotations[key] = coords.MESH_ANNOTATIONS[key].map((index) => mesh[index]);\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.startPoint[0]),\n Math.max(0, prediction.box.startPoint[1]),\n Math.min(input.shape[2], prediction.box.endPoint[0]) - Math.max(0, prediction.box.startPoint[0]),\n Math.min(input.shape[1], prediction.box.endPoint[1]) - Math.max(0, prediction.box.startPoint[1]),\n ] : 0;\n const boxRaw = prediction.box ? [\n prediction.box.startPoint[0] / input.shape[2],\n prediction.box.startPoint[1] / input.shape[1],\n (prediction.box.endPoint[0] - prediction.box.startPoint[0]) / input.shape[2],\n (prediction.box.endPoint[1] - prediction.box.startPoint[1]) / input.shape[1],\n ] : [];\n results.push({\n confidence: prediction.faceConfidence || prediction.boxConfidence || 0,\n boxConfidence: prediction.boxConfidence,\n faceConfidence: prediction.faceConfidence,\n box,\n boxRaw,\n mesh,\n meshRaw,\n annotations,\n image: prediction.image ? prediction.image.clone() : null,\n });\n if (prediction.coords) prediction.coords.dispose();\n if (prediction.image) prediction.image.dispose();\n }\n return results;\n }\n}\n\nlet faceModels = [null, null, null];\nexport async function load(config): Promise {\n // @ts-ignore\n faceModels = await Promise.all([\n (!faceModels[0] && config.face.enabled) ? blazeface.load(config) : null,\n (!faceModels[1] && config.face.mesh.enabled) ? tf.loadGraphModel(config.face.mesh.modelPath, { fromTFHub: config.face.mesh.modelPath.includes('tfhub.dev') }) : null,\n (!faceModels[2] && config.face.iris.enabled) ? tf.loadGraphModel(config.face.iris.modelPath, { fromTFHub: config.face.iris.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const faceMesh = new MediaPipeFaceMesh(faceModels[0], faceModels[1], faceModels[2], config);\n if (config.face.mesh.enabled && config.debug) log(`load model: ${config.face.mesh.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.face.iris.enabled && config.debug) log(`load model: ${config.face.iris.modelPath.match(/\\/(.*)\\./)[1]}`);\n return faceMesh;\n}\n\nexport const triangulation = coords.TRI468;\nexport const uvmap = coords.UV468;\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\n\nconst NUM_LANDMARKS = 6;\n\nfunction generateAnchors(inputSize) {\n const spec = { strides: [inputSize / 16, inputSize / 8], anchors: [2, 6] };\n const anchors: Array<[number, number]> = [];\n for (let i = 0; i < spec.strides.length; i++) {\n const stride = spec.strides[i];\n const gridRows = Math.floor((inputSize + stride - 1) / stride);\n const gridCols = Math.floor((inputSize + stride - 1) / stride);\n const anchorsNum = spec.anchors[i];\n for (let gridY = 0; gridY < gridRows; gridY++) {\n const anchorY = stride * (gridY + 0.5);\n for (let gridX = 0; gridX < gridCols; gridX++) {\n const anchorX = stride * (gridX + 0.5);\n for (let n = 0; n < anchorsNum; n++) {\n anchors.push([anchorX, anchorY]);\n }\n }\n }\n }\n return anchors;\n}\n\nexport const disposeBox = (box) => {\n box.startEndTensor.dispose();\n box.startPoint.dispose();\n box.endPoint.dispose();\n};\n\nconst createBox = (startEndTensor) => ({\n startEndTensor,\n startPoint: tf.slice(startEndTensor, [0, 0], [-1, 2]),\n endPoint: tf.slice(startEndTensor, [0, 2], [-1, 2]),\n});\n\nfunction decodeBounds(boxOutputs, anchors, inputSize) {\n const boxStarts = tf.slice(boxOutputs, [0, 1], [-1, 2]);\n const centers = tf.add(boxStarts, anchors);\n const boxSizes = tf.slice(boxOutputs, [0, 3], [-1, 2]);\n const boxSizesNormalized = tf.div(boxSizes, inputSize);\n const centersNormalized = tf.div(centers, inputSize);\n const halfBoxSize = tf.div(boxSizesNormalized, 2);\n const starts = tf.sub(centersNormalized, halfBoxSize);\n const ends = tf.add(centersNormalized, halfBoxSize);\n const startNormalized = tf.mul(starts, inputSize);\n const endNormalized = tf.mul(ends, inputSize);\n const concatAxis = 1;\n return tf.concat2d([startNormalized, endNormalized], concatAxis);\n}\n\nexport class BlazeFaceModel {\n model: any;\n anchorsData: any;\n anchors: any;\n inputSize: number;\n config: any;\n\n constructor(model, config) {\n this.model = model;\n this.anchorsData = generateAnchors(model.inputs[0].shape[1]);\n this.anchors = tf.tensor2d(this.anchorsData);\n this.inputSize = model.inputs[0].shape[2];\n this.config = config;\n }\n\n async getBoundingBoxes(inputImage) {\n // sanity check on input\n if ((!inputImage) || (inputImage.isDisposedInternal) || (inputImage.shape.length !== 4) || (inputImage.shape[1] < 1) || (inputImage.shape[2] < 1)) return null;\n const [batch, boxes, scores] = tf.tidy(() => {\n const resizedImage = inputImage.resizeBilinear([this.inputSize, this.inputSize]);\n // const normalizedImage = tf.mul(tf.sub(resizedImage.div(255), 0.5), 2);\n const normalizedImage = resizedImage.div(127.5).sub(0.5);\n const batchedPrediction = this.model.predict(normalizedImage);\n let batchOut;\n // are we using tfhub or pinto converted model?\n if (Array.isArray(batchedPrediction)) {\n const sorted = batchedPrediction.sort((a, b) => a.size - b.size);\n const concat384 = tf.concat([sorted[0], sorted[2]], 2); // dim: 384, 1 + 16\n const concat512 = tf.concat([sorted[1], sorted[3]], 2); // dim: 512, 1 + 16\n const concat = tf.concat([concat512, concat384], 1);\n batchOut = concat.squeeze(0);\n } else {\n batchOut = batchedPrediction.squeeze(); // when using tfhub model\n }\n const boxesOut = decodeBounds(batchOut, this.anchors, [this.inputSize, this.inputSize]);\n const logits = tf.slice(batchOut, [0, 0], [-1, 1]);\n const scoresOut = tf.sigmoid(logits).squeeze();\n return [batchOut, boxesOut, scoresOut];\n });\n const boxIndicesTensor = await tf.image.nonMaxSuppressionAsync(boxes, scores, this.config.face.detector.maxFaces, this.config.face.detector.iouThreshold, this.config.face.detector.scoreThreshold);\n const boxIndices = boxIndicesTensor.arraySync();\n boxIndicesTensor.dispose();\n const boundingBoxesMap = boxIndices.map((boxIndex) => tf.slice(boxes, [boxIndex, 0], [1, -1]));\n const boundingBoxes = boundingBoxesMap.map((boundingBox) => {\n const vals = boundingBox.arraySync();\n boundingBox.dispose();\n return vals;\n });\n\n const scoresVal = scores.dataSync();\n const annotatedBoxes: Array<{ box: any, landmarks: any, anchor: any, confidence: number }> = [];\n for (let i = 0; i < boundingBoxes.length; i++) {\n const boxIndex = boxIndices[i];\n const confidence = scoresVal[boxIndex];\n if (confidence > this.config.face.detector.minConfidence) {\n const box = createBox(boundingBoxes[i]);\n const anchor = this.anchorsData[boxIndex];\n const landmarks = tf.tidy(() => tf.slice(batch, [boxIndex, NUM_LANDMARKS - 1], [1, -1]).squeeze().reshape([NUM_LANDMARKS, -1]));\n annotatedBoxes.push({ box, landmarks, anchor, confidence });\n }\n }\n batch.dispose();\n boxes.dispose();\n scores.dispose();\n return {\n boxes: annotatedBoxes,\n scaleFactor: [inputImage.shape[2] / this.inputSize, inputImage.shape[1] / this.inputSize],\n };\n }\n}\n\nexport async function load(config) {\n const blazeface = await tf.loadGraphModel(config.face.detector.modelPath, { fromTFHub: config.face.detector.modelPath.includes('tfhub.dev') });\n const model = new BlazeFaceModel(blazeface, config);\n if (config.debug) log(`load model: ${config.face.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n return model;\n}\n", "/* eslint-disable class-methods-use-this */\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as bounding from './box';\nimport * as util from './util';\nimport * as coords from './coords';\n\nconst leftOutline = coords.MESH_ANNOTATIONS['leftEyeLower0'];\nconst rightOutline = coords.MESH_ANNOTATIONS['rightEyeLower0'];\n\nconst eyeLandmarks = {\n leftBounds: [leftOutline[0], leftOutline[leftOutline.length - 1]],\n rightBounds: [rightOutline[0], rightOutline[rightOutline.length - 1]],\n};\n\nconst meshLandmarks = {\n count: 468,\n mouth: 13,\n symmetryLine: [13, coords.MESH_ANNOTATIONS['midwayBetweenEyes'][0]],\n};\n\nconst blazeFaceLandmarks = {\n leftEye: 0,\n rightEye: 1,\n nose: 2,\n mouth: 3,\n leftEar: 4,\n rightEar: 5,\n symmetryLine: [3, 2],\n};\n\nconst irisLandmarks = {\n upperCenter: 3,\n lowerCenter: 4,\n index: 71,\n numCoordinates: 76,\n};\n\n// Replace the raw coordinates returned by facemesh with refined iris model coordinates\n// Update the z coordinate to be an average of the original and the new.\nfunction replaceRawCoordinates(rawCoords, newCoords, prefix, keys) {\n for (let i = 0; i < coords.MESH_TO_IRIS_INDICES_MAP.length; i++) {\n const { key, indices } = coords.MESH_TO_IRIS_INDICES_MAP[i];\n const originalIndices = coords.MESH_ANNOTATIONS[`${prefix}${key}`];\n // @ts-ignore\n if (!keys || keys.includes(key)) {\n for (let j = 0; j < indices.length; j++) {\n const index = indices[j];\n rawCoords[originalIndices[j]] = [\n newCoords[index][0], newCoords[index][1],\n (newCoords[index][2] + rawCoords[originalIndices[j]][2]) / 2,\n ];\n }\n }\n }\n}\n// The Pipeline coordinates between the bounding box and skeleton models.\nexport class Pipeline {\n storedBoxes: any;\n boundingBoxDetector: any;\n meshDetector: any;\n irisModel: any;\n boxSize: number;\n meshSize: number;\n irisSize: number;\n irisEnlarge: number;\n skipped: number;\n detectedFaces: number;\n\n constructor(boundingBoxDetector, meshDetector, irisModel) {\n // An array of facial bounding boxes.\n this.storedBoxes = [];\n this.boundingBoxDetector = boundingBoxDetector;\n this.meshDetector = meshDetector;\n this.irisModel = irisModel;\n this.boxSize = boundingBoxDetector?.model?.inputs[0].shape[2] || 0;\n this.meshSize = meshDetector?.inputs[0].shape[2] || boundingBoxDetector?.model?.inputs[0].shape[2];\n this.irisSize = irisModel?.inputs[0].shape[1] || 0;\n this.irisEnlarge = 2.3;\n this.skipped = 0;\n this.detectedFaces = 0;\n }\n\n transformRawCoords(rawCoords, box, angle, rotationMatrix) {\n const boxSize = bounding.getBoxSize({ startPoint: box.startPoint, endPoint: box.endPoint });\n const coordsScaled = rawCoords.map((coord) => ([\n boxSize[0] / this.meshSize * (coord[0] - this.meshSize / 2),\n boxSize[1] / this.meshSize * (coord[1] - this.meshSize / 2),\n coord[2],\n ]));\n const coordsRotationMatrix = (angle !== 0) ? util.buildRotationMatrix(angle, [0, 0]) : util.IDENTITY_MATRIX;\n const coordsRotated = (angle !== 0) ? coordsScaled.map((coord) => ([...util.rotatePoint(coord, coordsRotationMatrix), coord[2]])) : coordsScaled;\n const inverseRotationMatrix = (angle !== 0) ? util.invertTransformMatrix(rotationMatrix) : util.IDENTITY_MATRIX;\n const boxCenter = [...bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint }), 1];\n return coordsRotated.map((coord) => ([\n coord[0] + util.dot(boxCenter, inverseRotationMatrix[0]),\n coord[1] + util.dot(boxCenter, inverseRotationMatrix[1]),\n coord[2],\n ]));\n }\n\n getLeftToRightEyeDepthDifference(rawCoords) {\n const leftEyeZ = rawCoords[eyeLandmarks.leftBounds[0]][2];\n const rightEyeZ = rawCoords[eyeLandmarks.rightBounds[0]][2];\n return leftEyeZ - rightEyeZ;\n }\n\n // Returns a box describing a cropped region around the eye fit for passing to the iris model.\n getEyeBox(rawCoords, face, eyeInnerCornerIndex, eyeOuterCornerIndex, flip = false) {\n const box = bounding.squarifyBox(bounding.enlargeBox(this.calculateLandmarksBoundingBox([rawCoords[eyeInnerCornerIndex], rawCoords[eyeOuterCornerIndex]]), this.irisEnlarge));\n const boxSize = bounding.getBoxSize(box);\n let crop = tf.image.cropAndResize(face, [[\n box.startPoint[1] / this.meshSize,\n box.startPoint[0] / this.meshSize, box.endPoint[1] / this.meshSize,\n box.endPoint[0] / this.meshSize,\n ]], [0], [this.irisSize, this.irisSize]);\n if (flip && tf.ENV.flags.IS_BROWSER) {\n crop = tf.image.flipLeftRight(crop); // flipLeftRight is not defined for tfjs-node\n }\n return { box, boxSize, crop };\n }\n\n // Given a cropped image of an eye, returns the coordinates of the contours surrounding the eye and the iris.\n getEyeCoords(eyeData, eyeBox, eyeBoxSize, flip = false) {\n const eyeRawCoords: Array = [];\n for (let i = 0; i < irisLandmarks.numCoordinates; i++) {\n const x = eyeData[i * 3];\n const y = eyeData[i * 3 + 1];\n const z = eyeData[i * 3 + 2];\n eyeRawCoords.push([\n (flip ? (1 - (x / this.irisSize)) : (x / this.irisSize)) * eyeBoxSize[0] + eyeBox.startPoint[0],\n (y / this.irisSize) * eyeBoxSize[1] + eyeBox.startPoint[1], z,\n ]);\n }\n return { rawCoords: eyeRawCoords, iris: eyeRawCoords.slice(irisLandmarks.index) };\n }\n\n // The z-coordinates returned for the iris are unreliable, so we take the z values from the surrounding keypoints.\n getAdjustedIrisCoords(rawCoords, irisCoords, direction) {\n const upperCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeUpper0`][irisLandmarks.upperCenter]][2];\n const lowerCenterZ = rawCoords[coords.MESH_ANNOTATIONS[`${direction}EyeLower0`][irisLandmarks.lowerCenter]][2];\n const averageZ = (upperCenterZ + lowerCenterZ) / 2;\n // Iris indices: 0: center | 1: right | 2: above | 3: left | 4: below\n return irisCoords.map((coord, i) => {\n let z = averageZ;\n if (i === 2) {\n z = upperCenterZ;\n } else if (i === 4) {\n z = lowerCenterZ;\n }\n return [coord[0], coord[1], z];\n });\n }\n\n async predict(input, config) {\n let useFreshBox = false;\n // run new detector every skipFrames unless we only want box to start with\n let detector;\n if ((this.skipped === 0) || (this.skipped > config.face.detector.skipFrames) || !config.face.mesh.enabled || !config.videoOptimized) {\n detector = await this.boundingBoxDetector.getBoundingBoxes(input);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (!config.videoOptimized || (detector && detector.boxes && (!config.face.mesh.enabled || (detector.boxes.length !== this.detectedFaces) && (this.detectedFaces !== config.face.detector.maxFaces)))) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n for (const possible of detector.boxes) {\n this.storedBoxes.push({ startPoint: possible.box.startPoint.dataSync(), endPoint: possible.box.endPoint.dataSync(), landmarks: possible.landmarks, confidence: possible.confidence });\n }\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n\n if (config.face.detector.skipInitial && this.detectedFaces === 0) this.skipped = 0;\n\n if (useFreshBox) {\n if (!detector || !detector.boxes || (detector.boxes.length === 0)) {\n this.storedBoxes = [];\n this.detectedFaces = 0;\n return null;\n }\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const scaledBox = bounding.scaleBoxCoordinates({ startPoint: this.storedBoxes[i].startPoint, endPoint: this.storedBoxes[i].endPoint }, detector.scaleFactor);\n const enlargedBox = bounding.enlargeBox(scaledBox);\n const squarifiedBox = bounding.squarifyBox(enlargedBox);\n const landmarks = this.storedBoxes[i].landmarks.arraySync();\n const confidence = this.storedBoxes[i].confidence;\n this.storedBoxes[i] = { ...squarifiedBox, confidence, landmarks };\n }\n }\n if (detector && detector.boxes) {\n detector.boxes.forEach((prediction) => {\n prediction.box.startPoint.dispose();\n prediction.box.endPoint.dispose();\n prediction.landmarks.dispose();\n });\n }\n\n let results = tf.tidy(() => this.storedBoxes.map((box, i) => {\n const boxConfidence = box.confidence;\n\n // The facial bounding box landmarks could come either from blazeface (if we are using a fresh box), or from the mesh model (if we are reusing an old box).\n let face;\n let angle = 0;\n let rotationMatrix;\n\n if (config.face.detector.rotation && config.face.mesh.enabled && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.boxSize, this.boxSize]).div(255);\n } else {\n rotationMatrix = util.IDENTITY_MATRIX;\n const clonedImage = input.clone();\n if (config.face.mesh.enabled) face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.meshSize, this.meshSize]).div(255);\n else face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, clonedImage, [this.boxSize, this.boxSize]).div(255);\n }\n\n // if we're not going to produce mesh, don't spend time with further processing\n if (!config.face.mesh.enabled) {\n const prediction = {\n coords: null,\n box,\n faceConfidence: null,\n boxConfidence,\n confidence: box.confidence,\n image: face,\n };\n return prediction;\n }\n\n const [, confidence, contourCoords] = this.meshDetector.predict(face); // The first returned tensor represents facial contours which are already included in the coordinates.\n const faceConfidence = confidence.dataSync()[0];\n if (faceConfidence < config.face.detector.minConfidence) return null; // if below confidence just exit\n const coordsReshaped = tf.reshape(contourCoords, [-1, 3]);\n let rawCoords = coordsReshaped.arraySync();\n\n if (config.face.iris.enabled) {\n const { box: leftEyeBox, boxSize: leftEyeBoxSize, crop: leftEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.leftBounds[0], eyeLandmarks.leftBounds[1], true);\n const { box: rightEyeBox, boxSize: rightEyeBoxSize, crop: rightEyeCrop } = this.getEyeBox(rawCoords, face, eyeLandmarks.rightBounds[0], eyeLandmarks.rightBounds[1]);\n const eyePredictions = this.irisModel.predict(tf.concat([leftEyeCrop, rightEyeCrop]));\n const eyePredictionsData = eyePredictions.dataSync();\n const leftEyeData = eyePredictionsData.slice(0, irisLandmarks.numCoordinates * 3);\n const { rawCoords: leftEyeRawCoords, iris: leftIrisRawCoords } = this.getEyeCoords(leftEyeData, leftEyeBox, leftEyeBoxSize, true);\n const rightEyeData = eyePredictionsData.slice(irisLandmarks.numCoordinates * 3);\n const { rawCoords: rightEyeRawCoords, iris: rightIrisRawCoords } = this.getEyeCoords(rightEyeData, rightEyeBox, rightEyeBoxSize);\n const leftToRightEyeDepthDifference = this.getLeftToRightEyeDepthDifference(rawCoords);\n if (Math.abs(leftToRightEyeDepthDifference) < 30) { // User is looking straight ahead.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', null);\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', null);\n // If the user is looking to the left or to the right, the iris coordinates tend to diverge too much from the mesh coordinates for them to be merged\n // So we only update a single contour line above and below the eye.\n } else if (leftToRightEyeDepthDifference < 1) { // User is looking towards the right.\n replaceRawCoordinates(rawCoords, leftEyeRawCoords, 'left', ['EyeUpper0', 'EyeLower0']);\n } else { // User is looking towards the left.\n replaceRawCoordinates(rawCoords, rightEyeRawCoords, 'right', ['EyeUpper0', 'EyeLower0']);\n }\n const adjustedLeftIrisCoords = this.getAdjustedIrisCoords(rawCoords, leftIrisRawCoords, 'left');\n const adjustedRightIrisCoords = this.getAdjustedIrisCoords(rawCoords, rightIrisRawCoords, 'right');\n rawCoords = rawCoords.concat(adjustedLeftIrisCoords).concat(adjustedRightIrisCoords);\n }\n\n // override box from detection with one calculated from mesh\n const transformedCoordsData = this.transformRawCoords(rawCoords, box, angle, rotationMatrix);\n box = bounding.enlargeBox(this.calculateLandmarksBoundingBox(transformedCoordsData), 1.5); // redefine box with mesh calculated one\n const transformedCoords = tf.tensor2d(transformedCoordsData);\n\n // do rotation one more time with mesh keypoints if we want to return perfect image\n if (config.face.detector.rotation && config.face.mesh.enabled && (config.face.description.enabled || config.face.embedding.enabled) && tf.ENV.flags.IS_BROWSER) {\n const [indexOfMouth, indexOfForehead] = (box.landmarks.length >= meshLandmarks.count) ? meshLandmarks.symmetryLine : blazeFaceLandmarks.symmetryLine;\n angle = util.computeRotation(box.landmarks[indexOfMouth], box.landmarks[indexOfForehead]);\n const faceCenter = bounding.getBoxCenter({ startPoint: box.startPoint, endPoint: box.endPoint });\n const faceCenterNormalized = [faceCenter[0] / input.shape[2], faceCenter[1] / input.shape[1]];\n const rotatedImage = tf.image.rotateWithOffset(input, angle, 0, faceCenterNormalized); // rotateWithOffset is not defined for tfjs-node\n rotationMatrix = util.buildRotationMatrix(-angle, faceCenter);\n face = bounding.cutBoxFromImageAndResize({ startPoint: box.startPoint, endPoint: box.endPoint }, rotatedImage, [this.meshSize, this.meshSize]).div(255);\n }\n\n const prediction = {\n coords: transformedCoords,\n box,\n faceConfidence,\n boxConfidence,\n image: face,\n rawCoords,\n };\n\n // updated stored cache values\n const squarifiedLandmarksBox = bounding.squarifyBox(box);\n this.storedBoxes[i] = { ...squarifiedLandmarksBox, landmarks: transformedCoordsData, confidence: box.confidence, faceConfidence };\n\n return prediction;\n }));\n\n results = results.filter((a) => a !== null);\n // remove cache entries for detected boxes on low confidence\n if (config.face.mesh.enabled) this.storedBoxes = this.storedBoxes.filter((a) => a.faceConfidence > config.face.detector.minConfidence);\n this.detectedFaces = results.length;\n\n return results;\n }\n\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint, landmarks };\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n return { startPoint, endPoint };\n}\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, landmarks: box.landmarks };\n}\n", "export const IDENTITY_MATRIX = [[1, 0, 0], [0, 1, 0], [0, 0, 1]];\n/**\n * Normalizes the provided angle to the range -pi to pi.\n * @param angle The angle in radians to be normalized.\n */\nexport function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\n/**\n * Computes the angle of rotation between two anchor points.\n * @param point1 First anchor point\n * @param point2 Second anchor point\n */\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport function radToDegrees(rad) {\n return rad * 180 / Math.PI;\n}\n\nexport function buildTranslationMatrix(x, y) {\n return [[1, 0, x], [0, 1, y], [0, 0, 1]];\n}\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n\nexport function xyDistanceBetweenPoints(a, b) {\n return Math.sqrt(((a[0] - b[0]) ** 2) + ((a[1] - b[1]) ** 2));\n}\n", "export const MESH_ANNOTATIONS = {\n silhouette: [\n 10, 338, 297, 332, 284, 251, 389, 356, 454, 323, 361, 288,\n 397, 365, 379, 378, 400, 377, 152, 148, 176, 149, 150, 136,\n 172, 58, 132, 93, 234, 127, 162, 21, 54, 103, 67, 109,\n ],\n lipsUpperOuter: [61, 185, 40, 39, 37, 0, 267, 269, 270, 409, 291],\n lipsLowerOuter: [146, 91, 181, 84, 17, 314, 405, 321, 375, 291],\n lipsUpperInner: [78, 191, 80, 81, 82, 13, 312, 311, 310, 415, 308],\n lipsLowerInner: [78, 95, 88, 178, 87, 14, 317, 402, 318, 324, 308],\n rightEyeUpper0: [246, 161, 160, 159, 158, 157, 173],\n rightEyeLower0: [33, 7, 163, 144, 145, 153, 154, 155, 133],\n rightEyeUpper1: [247, 30, 29, 27, 28, 56, 190],\n rightEyeLower1: [130, 25, 110, 24, 23, 22, 26, 112, 243],\n rightEyeUpper2: [113, 225, 224, 223, 222, 221, 189],\n rightEyeLower2: [226, 31, 228, 229, 230, 231, 232, 233, 244],\n rightEyeLower3: [143, 111, 117, 118, 119, 120, 121, 128, 245],\n rightEyebrowUpper: [156, 70, 63, 105, 66, 107, 55, 193],\n rightEyebrowLower: [35, 124, 46, 53, 52, 65],\n rightEyeIris: [473, 474, 475, 476, 477],\n leftEyeUpper0: [466, 388, 387, 386, 385, 384, 398],\n leftEyeLower0: [263, 249, 390, 373, 374, 380, 381, 382, 362],\n leftEyeUpper1: [467, 260, 259, 257, 258, 286, 414],\n leftEyeLower1: [359, 255, 339, 254, 253, 252, 256, 341, 463],\n leftEyeUpper2: [342, 445, 444, 443, 442, 441, 413],\n leftEyeLower2: [446, 261, 448, 449, 450, 451, 452, 453, 464],\n leftEyeLower3: [372, 340, 346, 347, 348, 349, 350, 357, 465],\n leftEyebrowUpper: [383, 300, 293, 334, 296, 336, 285, 417],\n leftEyebrowLower: [265, 353, 276, 283, 282, 295],\n leftEyeIris: [468, 469, 470, 471, 472],\n midwayBetweenEyes: [168],\n noseTip: [1],\n noseBottom: [2],\n noseRightCorner: [98],\n noseLeftCorner: [327],\n rightCheek: [205],\n leftCheek: [425],\n};\n\nexport const MESH_TO_IRIS_INDICES_MAP = [ // A mapping from facemesh model keypoints to iris model keypoints.\n { key: 'EyeUpper0', indices: [9, 10, 11, 12, 13, 14, 15] },\n { key: 'EyeUpper1', indices: [25, 26, 27, 28, 29, 30, 31] },\n { key: 'EyeUpper2', indices: [41, 42, 43, 44, 45, 46, 47] },\n { key: 'EyeLower0', indices: [0, 1, 2, 3, 4, 5, 6, 7, 8] },\n { key: 'EyeLower1', indices: [16, 17, 18, 19, 20, 21, 22, 23, 24] },\n { key: 'EyeLower2', indices: [32, 33, 34, 35, 36, 37, 38, 39, 40] },\n { key: 'EyeLower3', indices: [54, 55, 56, 57, 58, 59, 60, 61, 62] },\n // { key: 'EyebrowUpper', indices: [63, 64, 65, 66, 67, 68, 69, 70] },\n // { key: 'EyebrowLower', indices: [48, 49, 50, 51, 52, 53] },\n];\n\nexport const UV468 = [\n [0.499976992607117, 0.652534008026123],\n [0.500025987625122, 0.547487020492554],\n [0.499974012374878, 0.602371990680695],\n [0.482113003730774, 0.471979022026062],\n [0.500150978565216, 0.527155995368958],\n [0.499909996986389, 0.498252987861633],\n [0.499523013830185, 0.40106201171875],\n [0.289712011814117, 0.380764007568359],\n [0.499954998493195, 0.312398016452789],\n [0.499987006187439, 0.269918978214264],\n [0.500023007392883, 0.107050001621246],\n [0.500023007392883, 0.666234016418457],\n [0.5000159740448, 0.679224014282227],\n [0.500023007392883, 0.692348003387451],\n [0.499976992607117, 0.695277988910675],\n [0.499976992607117, 0.70593398809433],\n [0.499976992607117, 0.719385027885437],\n [0.499976992607117, 0.737019002437592],\n [0.499967992305756, 0.781370997428894],\n [0.499816000461578, 0.562981009483337],\n [0.473773002624512, 0.573909997940063],\n [0.104906998574734, 0.254140973091125],\n [0.365929991006851, 0.409575998783112],\n [0.338757991790771, 0.41302502155304],\n [0.311120003461838, 0.409460008144379],\n [0.274657994508743, 0.389131009578705],\n [0.393361985683441, 0.403706014156342],\n [0.345234006643295, 0.344011008739471],\n [0.370094001293182, 0.346076011657715],\n [0.319321990013123, 0.347265005111694],\n [0.297903001308441, 0.353591024875641],\n [0.24779200553894, 0.410809993743896],\n [0.396889001131058, 0.842755019664764],\n [0.280097991228104, 0.375599980354309],\n [0.106310002505779, 0.399955987930298],\n [0.2099249958992, 0.391353011131287],\n [0.355807989835739, 0.534406006336212],\n [0.471751004457474, 0.65040397644043],\n [0.474155008792877, 0.680191993713379],\n [0.439785003662109, 0.657229006290436],\n [0.414617002010345, 0.66654098033905],\n [0.450374007225037, 0.680860996246338],\n [0.428770989179611, 0.682690978050232],\n [0.374971002340317, 0.727805018424988],\n [0.486716985702515, 0.547628998756409],\n [0.485300987958908, 0.527395009994507],\n [0.257764995098114, 0.314490020275116],\n [0.401223003864288, 0.455172002315521],\n [0.429818987846375, 0.548614978790283],\n [0.421351999044418, 0.533740997314453],\n [0.276895999908447, 0.532056987285614],\n [0.483370006084442, 0.499586999416351],\n [0.33721199631691, 0.282882988452911],\n [0.296391993761063, 0.293242990970612],\n [0.169294998049736, 0.193813979625702],\n [0.447580009698868, 0.302609980106354],\n [0.392390012741089, 0.353887975215912],\n [0.354490011930466, 0.696784019470215],\n [0.067304998636246, 0.730105042457581],\n [0.442739009857178, 0.572826027870178],\n [0.457098007202148, 0.584792017936707],\n [0.381974011659622, 0.694710969924927],\n [0.392388999462128, 0.694203019142151],\n [0.277076005935669, 0.271932005882263],\n [0.422551989555359, 0.563233017921448],\n [0.385919004678726, 0.281364023685455],\n [0.383103013038635, 0.255840003490448],\n [0.331431001424789, 0.119714021682739],\n [0.229923993349075, 0.232002973556519],\n [0.364500999450684, 0.189113974571228],\n [0.229622006416321, 0.299540996551514],\n [0.173287004232407, 0.278747975826263],\n [0.472878992557526, 0.666198015213013],\n [0.446828007698059, 0.668527007102966],\n [0.422762006521225, 0.673889994621277],\n [0.445307999849319, 0.580065965652466],\n [0.388103008270264, 0.693961024284363],\n [0.403039008378983, 0.706539988517761],\n [0.403629004955292, 0.693953037261963],\n [0.460041999816895, 0.557139039039612],\n [0.431158006191254, 0.692366003990173],\n [0.452181994915009, 0.692366003990173],\n [0.475387006998062, 0.692366003990173],\n [0.465828001499176, 0.779190003871918],\n [0.472328990697861, 0.736225962638855],\n [0.473087012767792, 0.717857003211975],\n [0.473122000694275, 0.704625964164734],\n [0.473033010959625, 0.695277988910675],\n [0.427942007780075, 0.695277988910675],\n [0.426479011774063, 0.703539967536926],\n [0.423162013292313, 0.711845993995667],\n [0.4183090031147, 0.720062971115112],\n [0.390094995498657, 0.639572978019714],\n [0.013953999616206, 0.560034036636353],\n [0.499913990497589, 0.58014702796936],\n [0.413199990987778, 0.69539999961853],\n [0.409626007080078, 0.701822996139526],\n [0.468080013990402, 0.601534962654114],\n [0.422728985548019, 0.585985004901886],\n [0.463079988956451, 0.593783974647522],\n [0.37211999297142, 0.47341400384903],\n [0.334562003612518, 0.496073007583618],\n [0.411671012639999, 0.546965003013611],\n [0.242175996303558, 0.14767599105835],\n [0.290776997804642, 0.201445996761322],\n [0.327338010072708, 0.256527006626129],\n [0.399509996175766, 0.748921036720276],\n [0.441727995872498, 0.261676013469696],\n [0.429764986038208, 0.187834024429321],\n [0.412198007106781, 0.108901023864746],\n [0.288955003023148, 0.398952007293701],\n [0.218936994671822, 0.435410976409912],\n [0.41278201341629, 0.398970007896423],\n [0.257135003805161, 0.355440020561218],\n [0.427684992551804, 0.437960982322693],\n [0.448339998722076, 0.536936044692993],\n [0.178560003638268, 0.45755398273468],\n [0.247308000922203, 0.457193970680237],\n [0.286267012357712, 0.467674970626831],\n [0.332827985286713, 0.460712015628815],\n [0.368755996227264, 0.447206974029541],\n [0.398963987827301, 0.432654976844788],\n [0.476410001516342, 0.405806005001068],\n [0.189241006970406, 0.523923993110657],\n [0.228962004184723, 0.348950982093811],\n [0.490725994110107, 0.562400996685028],\n [0.404670000076294, 0.485132992267609],\n [0.019469000399113, 0.401564002037048],\n [0.426243007183075, 0.420431017875671],\n [0.396993011236191, 0.548797011375427],\n [0.266469985246658, 0.376977026462555],\n [0.439121007919312, 0.51895797252655],\n [0.032313998788595, 0.644356966018677],\n [0.419054001569748, 0.387154996395111],\n [0.462783008813858, 0.505746960639954],\n [0.238978996872902, 0.779744982719421],\n [0.198220998048782, 0.831938028335571],\n [0.107550002634525, 0.540755033493042],\n [0.183610007166862, 0.740257024765015],\n [0.134409993886948, 0.333683013916016],\n [0.385764002799988, 0.883153975009918],\n [0.490967005491257, 0.579378008842468],\n [0.382384985685349, 0.508572995662689],\n [0.174399003386497, 0.397670984268188],\n [0.318785011768341, 0.39623498916626],\n [0.343364000320435, 0.400596976280212],\n [0.396100014448166, 0.710216999053955],\n [0.187885001301765, 0.588537991046906],\n [0.430987000465393, 0.944064974784851],\n [0.318993002176285, 0.898285031318665],\n [0.266247987747192, 0.869701027870178],\n [0.500023007392883, 0.190576016902924],\n [0.499976992607117, 0.954452991485596],\n [0.366169989109039, 0.398822009563446],\n [0.393207013607025, 0.39553701877594],\n [0.410373002290726, 0.391080021858215],\n [0.194993004202843, 0.342101991176605],\n [0.388664990663528, 0.362284004688263],\n [0.365961998701096, 0.355970978736877],\n [0.343364000320435, 0.355356991291046],\n [0.318785011768341, 0.35834002494812],\n [0.301414996385574, 0.363156020641327],\n [0.058132998645306, 0.319076001644135],\n [0.301414996385574, 0.387449026107788],\n [0.499987989664078, 0.618434011936188],\n [0.415838003158569, 0.624195992946625],\n [0.445681989192963, 0.566076993942261],\n [0.465844005346298, 0.620640993118286],\n [0.49992299079895, 0.351523995399475],\n [0.288718998432159, 0.819945991039276],\n [0.335278987884521, 0.852819979190826],\n [0.440512001514435, 0.902418971061707],\n [0.128294005990028, 0.791940987110138],\n [0.408771991729736, 0.373893976211548],\n [0.455606997013092, 0.451801002025604],\n [0.499877005815506, 0.908990025520325],\n [0.375436991453171, 0.924192011356354],\n [0.11421000212431, 0.615022003650665],\n [0.448662012815475, 0.695277988910675],\n [0.4480200111866, 0.704632043838501],\n [0.447111994028091, 0.715808033943176],\n [0.444831997156143, 0.730794012546539],\n [0.430011987686157, 0.766808986663818],\n [0.406787008047104, 0.685672998428345],\n [0.400738000869751, 0.681069016456604],\n [0.392399996519089, 0.677703022956848],\n [0.367855995893478, 0.663918972015381],\n [0.247923001646996, 0.601333022117615],\n [0.452769994735718, 0.420849978923798],\n [0.43639200925827, 0.359887003898621],\n [0.416164010763168, 0.368713974952698],\n [0.413385987281799, 0.692366003990173],\n [0.228018000721931, 0.683571994304657],\n [0.468268007040024, 0.352671027183533],\n [0.411361992359161, 0.804327011108398],\n [0.499989002943039, 0.469825029373169],\n [0.479153990745544, 0.442654013633728],\n [0.499974012374878, 0.439637005329132],\n [0.432112008333206, 0.493588984012604],\n [0.499886006116867, 0.866917014122009],\n [0.49991300702095, 0.821729004383087],\n [0.456548988819122, 0.819200992584229],\n [0.344549000263214, 0.745438992977142],\n [0.37890899181366, 0.574010014533997],\n [0.374292999505997, 0.780184984207153],\n [0.319687992334366, 0.570737957954407],\n [0.357154995203018, 0.604269981384277],\n [0.295284003019333, 0.621580958366394],\n [0.447750002145767, 0.862477004528046],\n [0.410986006259918, 0.508723020553589],\n [0.31395098567009, 0.775308012962341],\n [0.354128003120422, 0.812552988529205],\n [0.324548006057739, 0.703992962837219],\n [0.189096003770828, 0.646299958229065],\n [0.279776990413666, 0.71465802192688],\n [0.1338230073452, 0.682700991630554],\n [0.336768001317978, 0.644733011722565],\n [0.429883986711502, 0.466521978378296],\n [0.455527991056442, 0.548622965812683],\n [0.437114000320435, 0.558896005153656],\n [0.467287987470627, 0.529924988746643],\n [0.414712011814117, 0.335219979286194],\n [0.37704598903656, 0.322777986526489],\n [0.344107985496521, 0.320150971412659],\n [0.312875986099243, 0.32233202457428],\n [0.283526003360748, 0.333190023899078],\n [0.241245999932289, 0.382785975933075],\n [0.102986000478268, 0.468762993812561],\n [0.267612010240555, 0.424560010433197],\n [0.297879010438919, 0.433175981044769],\n [0.333433985710144, 0.433878004550934],\n [0.366427004337311, 0.426115989685059],\n [0.396012008190155, 0.416696012020111],\n [0.420121014118195, 0.41022801399231],\n [0.007561000064015, 0.480777025222778],\n [0.432949006557465, 0.569517970085144],\n [0.458638995885849, 0.479089021682739],\n [0.473466008901596, 0.545744001865387],\n [0.476087987422943, 0.563830018043518],\n [0.468472003936768, 0.555056989192963],\n [0.433990985155106, 0.582361996173859],\n [0.483518004417419, 0.562983989715576],\n [0.482482999563217, 0.57784903049469],\n [0.42645001411438, 0.389798998832703],\n [0.438998997211456, 0.39649498462677],\n [0.450067013502121, 0.400434017181396],\n [0.289712011814117, 0.368252992630005],\n [0.276670008897781, 0.363372981548309],\n [0.517862021923065, 0.471948027610779],\n [0.710287988185883, 0.380764007568359],\n [0.526226997375488, 0.573909997940063],\n [0.895093023777008, 0.254140973091125],\n [0.634069979190826, 0.409575998783112],\n [0.661242008209229, 0.41302502155304],\n [0.688880026340485, 0.409460008144379],\n [0.725341975688934, 0.389131009578705],\n [0.606630027294159, 0.40370500087738],\n [0.654766023159027, 0.344011008739471],\n [0.629905998706818, 0.346076011657715],\n [0.680678009986877, 0.347265005111694],\n [0.702096998691559, 0.353591024875641],\n [0.75221198797226, 0.410804986953735],\n [0.602918028831482, 0.842862963676453],\n [0.719901978969574, 0.375599980354309],\n [0.893692970275879, 0.399959981441498],\n [0.790081977844238, 0.391354024410248],\n [0.643998026847839, 0.534487962722778],\n [0.528249025344849, 0.65040397644043],\n [0.525849997997284, 0.680191040039062],\n [0.560214996337891, 0.657229006290436],\n [0.585384011268616, 0.66654098033905],\n [0.549625992774963, 0.680860996246338],\n [0.57122802734375, 0.682691991329193],\n [0.624852001667023, 0.72809898853302],\n [0.513050019741058, 0.547281980514526],\n [0.51509702205658, 0.527251958847046],\n [0.742246985435486, 0.314507007598877],\n [0.598631024360657, 0.454979002475739],\n [0.570338010787964, 0.548575043678284],\n [0.578631997108459, 0.533622980117798],\n [0.723087012767792, 0.532054007053375],\n [0.516445994377136, 0.499638974666595],\n [0.662801027297974, 0.282917976379395],\n [0.70362401008606, 0.293271005153656],\n [0.830704987049103, 0.193813979625702],\n [0.552385985851288, 0.302568018436432],\n [0.607609987258911, 0.353887975215912],\n [0.645429015159607, 0.696707010269165],\n [0.932694971561432, 0.730105042457581],\n [0.557260990142822, 0.572826027870178],\n [0.542901992797852, 0.584792017936707],\n [0.6180260181427, 0.694710969924927],\n [0.607590973377228, 0.694203019142151],\n [0.722943007946014, 0.271963000297546],\n [0.577413976192474, 0.563166975975037],\n [0.614082992076874, 0.281386971473694],\n [0.616907000541687, 0.255886018276215],\n [0.668509006500244, 0.119913995265961],\n [0.770092010498047, 0.232020974159241],\n [0.635536015033722, 0.189248979091644],\n [0.77039098739624, 0.299556016921997],\n [0.826722025871277, 0.278755009174347],\n [0.527121007442474, 0.666198015213013],\n [0.553171992301941, 0.668527007102966],\n [0.577238023281097, 0.673889994621277],\n [0.554691970348358, 0.580065965652466],\n [0.611896991729736, 0.693961024284363],\n [0.59696102142334, 0.706539988517761],\n [0.596370995044708, 0.693953037261963],\n [0.539958000183105, 0.557139039039612],\n [0.568841993808746, 0.692366003990173],\n [0.547818005084991, 0.692366003990173],\n [0.52461302280426, 0.692366003990173],\n [0.534089982509613, 0.779141008853912],\n [0.527670979499817, 0.736225962638855],\n [0.526912987232208, 0.717857003211975],\n [0.526877999305725, 0.704625964164734],\n [0.526966989040375, 0.695277988910675],\n [0.572058022022247, 0.695277988910675],\n [0.573521018028259, 0.703539967536926],\n [0.57683801651001, 0.711845993995667],\n [0.581691026687622, 0.720062971115112],\n [0.609944999217987, 0.639909982681274],\n [0.986046016216278, 0.560034036636353],\n [0.5867999792099, 0.69539999961853],\n [0.590372025966644, 0.701822996139526],\n [0.531915009021759, 0.601536989212036],\n [0.577268004417419, 0.585934996604919],\n [0.536915004253387, 0.593786001205444],\n [0.627542972564697, 0.473352015018463],\n [0.665585994720459, 0.495950996875763],\n [0.588353991508484, 0.546862006187439],\n [0.757824003696442, 0.14767599105835],\n [0.709249973297119, 0.201507985591888],\n [0.672684013843536, 0.256581008434296],\n [0.600408971309662, 0.74900496006012],\n [0.55826598405838, 0.261672019958496],\n [0.570303976535797, 0.187870979309082],\n [0.588165998458862, 0.109044015407562],\n [0.711045026779175, 0.398952007293701],\n [0.781069993972778, 0.435405015945435],\n [0.587247014045715, 0.398931980133057],\n [0.742869973182678, 0.355445981025696],\n [0.572156012058258, 0.437651991844177],\n [0.55186802148819, 0.536570012569427],\n [0.821442008018494, 0.457556009292603],\n [0.752701997756958, 0.457181990146637],\n [0.71375697851181, 0.467626988887787],\n [0.66711300611496, 0.460672974586487],\n [0.631101012229919, 0.447153985500336],\n [0.6008620262146, 0.432473003864288],\n [0.523481011390686, 0.405627012252808],\n [0.810747981071472, 0.523926019668579],\n [0.771045982837677, 0.348959028720856],\n [0.509127020835876, 0.562718033790588],\n [0.595292985439301, 0.485023975372314],\n [0.980530977249146, 0.401564002037048],\n [0.573499977588654, 0.420000016689301],\n [0.602994978427887, 0.548687994480133],\n [0.733529984951019, 0.376977026462555],\n [0.560611009597778, 0.519016981124878],\n [0.967685997486115, 0.644356966018677],\n [0.580985009670258, 0.387160003185272],\n [0.537728011608124, 0.505385041236877],\n [0.760966002941132, 0.779752969741821],\n [0.801778972148895, 0.831938028335571],\n [0.892440974712372, 0.54076099395752],\n [0.816350996494293, 0.740260004997253],\n [0.865594983100891, 0.333687007427216],\n [0.614073991775513, 0.883246004581451],\n [0.508952975273132, 0.579437971115112],\n [0.617941975593567, 0.508316040039062],\n [0.825608015060425, 0.397674977779388],\n [0.681214988231659, 0.39623498916626],\n [0.656635999679565, 0.400596976280212],\n [0.603900015354156, 0.710216999053955],\n [0.81208598613739, 0.588539004325867],\n [0.56801301240921, 0.944564998149872],\n [0.681007981300354, 0.898285031318665],\n [0.733752012252808, 0.869701027870178],\n [0.633830010890961, 0.398822009563446],\n [0.606792986392975, 0.39553701877594],\n [0.589659988880157, 0.391062021255493],\n [0.805015981197357, 0.342108011245728],\n [0.611334979534149, 0.362284004688263],\n [0.634037971496582, 0.355970978736877],\n [0.656635999679565, 0.355356991291046],\n [0.681214988231659, 0.35834002494812],\n [0.698584973812103, 0.363156020641327],\n [0.941866993904114, 0.319076001644135],\n [0.698584973812103, 0.387449026107788],\n [0.584177017211914, 0.624107003211975],\n [0.554318010807037, 0.566076993942261],\n [0.534153997898102, 0.62064003944397],\n [0.711217999458313, 0.819975018501282],\n [0.664629995822906, 0.852871000766754],\n [0.559099972248077, 0.902631998062134],\n [0.871706008911133, 0.791940987110138],\n [0.591234028339386, 0.373893976211548],\n [0.544341027736664, 0.451583981513977],\n [0.624562978744507, 0.924192011356354],\n [0.88577002286911, 0.615028977394104],\n [0.551338016986847, 0.695277988910675],\n [0.551980018615723, 0.704632043838501],\n [0.552887976169586, 0.715808033943176],\n [0.555167973041534, 0.730794012546539],\n [0.569944024085999, 0.767035007476807],\n [0.593203008174896, 0.685675978660583],\n [0.599261999130249, 0.681069016456604],\n [0.607599973678589, 0.677703022956848],\n [0.631937980651855, 0.663500010967255],\n [0.752032995223999, 0.601315021514893],\n [0.547226011753082, 0.420395016670227],\n [0.563543975353241, 0.359827995300293],\n [0.583841025829315, 0.368713974952698],\n [0.586614012718201, 0.692366003990173],\n [0.771915018558502, 0.683578014373779],\n [0.531597018241882, 0.352482974529266],\n [0.588370978832245, 0.804440975189209],\n [0.52079701423645, 0.442565023899078],\n [0.567984998226166, 0.493479013442993],\n [0.543282985687256, 0.819254994392395],\n [0.655317008495331, 0.745514988899231],\n [0.621008992195129, 0.574018001556396],\n [0.625559985637665, 0.78031200170517],\n [0.680198013782501, 0.570719003677368],\n [0.64276397228241, 0.604337990283966],\n [0.704662978649139, 0.621529996395111],\n [0.552012026309967, 0.862591981887817],\n [0.589071989059448, 0.508637011051178],\n [0.685944974422455, 0.775357007980347],\n [0.645735025405884, 0.812640011310577],\n [0.675342977046967, 0.703978002071381],\n [0.810858011245728, 0.646304965019226],\n [0.72012197971344, 0.714666962623596],\n [0.866151988506317, 0.682704985141754],\n [0.663187026977539, 0.644596993923187],\n [0.570082008838654, 0.466325998306274],\n [0.544561982154846, 0.548375964164734],\n [0.562758982181549, 0.558784961700439],\n [0.531987011432648, 0.530140042304993],\n [0.585271000862122, 0.335177004337311],\n [0.622952997684479, 0.32277899980545],\n [0.655896008014679, 0.320163011550903],\n [0.687132000923157, 0.322345972061157],\n [0.716481983661652, 0.333200991153717],\n [0.758756995201111, 0.382786989212036],\n [0.897013008594513, 0.468769013881683],\n [0.732392013072968, 0.424547016620636],\n [0.70211398601532, 0.433162987232208],\n [0.66652500629425, 0.433866024017334],\n [0.633504986763, 0.426087975502014],\n [0.603875994682312, 0.416586995124817],\n [0.579657971858978, 0.409945011138916],\n [0.992439985275269, 0.480777025222778],\n [0.567192018032074, 0.569419980049133],\n [0.54136598110199, 0.478899002075195],\n [0.526564002037048, 0.546118021011353],\n [0.523913025856018, 0.563830018043518],\n [0.531529009342194, 0.555056989192963],\n [0.566035985946655, 0.582329034805298],\n [0.51631098985672, 0.563053965568542],\n [0.5174720287323, 0.577877044677734],\n [0.573594987392426, 0.389806985855103],\n [0.560697972774506, 0.395331978797913],\n [0.549755990505219, 0.399751007556915],\n [0.710287988185883, 0.368252992630005],\n [0.723330020904541, 0.363372981548309],\n];\n\nexport const TRI468 = [\n 127, 34, 139, 11, 0, 37, 232, 231, 120, 72, 37, 39, 128, 121, 47, 232, 121, 128, 104, 69, 67, 175, 171, 148, 157, 154, 155, 118, 50, 101, 73, 39, 40, 9,\n 151, 108, 48, 115, 131, 194, 204, 211, 74, 40, 185, 80, 42, 183, 40, 92, 186, 230, 229, 118, 202, 212, 214, 83, 18, 17, 76, 61, 146, 160, 29, 30, 56,\n 157, 173, 106, 204, 194, 135, 214, 192, 203, 165, 98, 21, 71, 68, 51, 45, 4, 144, 24, 23, 77, 146, 91, 205, 50, 187, 201, 200, 18, 91, 106, 182, 90, 91,\n 181, 85, 84, 17, 206, 203, 36, 148, 171, 140, 92, 40, 39, 193, 189, 244, 159, 158, 28, 247, 246, 161, 236, 3, 196, 54, 68, 104, 193, 168, 8, 117,\n 228, 31, 189, 193, 55, 98, 97, 99, 126, 47, 100, 166, 79, 218, 155, 154, 26, 209, 49, 131, 135, 136, 150, 47, 126, 217, 223, 52, 53, 45, 51, 134, 211,\n 170, 140, 67, 69, 108, 43, 106, 91, 230, 119, 120, 226, 130, 247, 63, 53, 52, 238, 20, 242, 46, 70, 156, 78, 62, 96, 46, 53, 63, 143, 34, 227, 173,\n 155, 133, 123, 117, 111, 44, 125, 19, 236, 134, 51, 216, 206, 205, 154, 153, 22, 39, 37, 167, 200, 201, 208, 36, 142, 100, 57, 212, 202, 20, 60, 99, 28,\n 158, 157, 35, 226, 113, 160, 159, 27, 204, 202, 210, 113, 225, 46, 43, 202, 204, 62, 76, 77, 137, 123, 116, 41, 38, 72, 203, 129, 142, 64, 98, 240, 49,\n 102, 64, 41, 73, 74, 212, 216, 207, 42, 74, 184, 169, 170, 211, 170, 149, 176, 105, 66, 69, 122, 6, 168, 123, 147, 187, 96, 77, 90, 65, 55, 107, 89,\n 90, 180, 101, 100, 120, 63, 105, 104, 93, 137, 227, 15, 86, 85, 129, 102, 49, 14, 87, 86, 55, 8, 9, 100, 47, 121, 145, 23, 22, 88, 89, 179, 6, 122,\n 196, 88, 95, 96, 138, 172, 136, 215, 58, 172, 115, 48, 219, 42, 80, 81, 195, 3, 51, 43, 146, 61, 171, 175, 199, 81, 82, 38, 53, 46, 225, 144, 163, 110,\n 246, 33, 7, 52, 65, 66, 229, 228, 117, 34, 127, 234, 107, 108, 69, 109, 108, 151, 48, 64, 235, 62, 78, 191, 129, 209, 126, 111, 35, 143, 163, 161, 246,\n 117, 123, 50, 222, 65, 52, 19, 125, 141, 221, 55, 65, 3, 195, 197, 25, 7, 33, 220, 237, 44, 70, 71, 139, 122, 193, 245, 247, 130, 33, 71, 21, 162,\n 153, 158, 159, 170, 169, 150, 188, 174, 196, 216, 186, 92, 144, 160, 161, 2, 97, 167, 141, 125, 241, 164, 167, 37, 72, 38, 12, 145, 159, 160, 38, 82, 13,\n 63, 68, 71, 226, 35, 111, 158, 153, 154, 101, 50, 205, 206, 92, 165, 209, 198, 217, 165, 167, 97, 220, 115, 218, 133, 112, 243, 239, 238, 241, 214,\n 135, 169, 190, 173, 133, 171, 208, 32, 125, 44, 237, 86, 87, 178, 85, 86, 179, 84, 85, 180, 83, 84, 181, 201, 83, 182, 137, 93, 132, 76, 62, 183, 61,\n 76, 184, 57, 61, 185, 212, 57, 186, 214, 207, 187, 34, 143, 156, 79, 239, 237, 123, 137, 177, 44, 1, 4, 201, 194, 32, 64, 102, 129, 213, 215, 138, 59,\n 166, 219, 242, 99, 97, 2, 94, 141, 75, 59, 235, 24, 110, 228, 25, 130, 226, 23, 24, 229, 22, 23, 230, 26, 22, 231, 112, 26, 232, 189, 190, 243, 221, 56,\n 190, 28, 56, 221, 27, 28, 222, 29, 27, 223, 30, 29, 224, 247, 30, 225, 238, 79, 20, 166, 59, 75, 60, 75, 240, 147, 177, 215, 20, 79, 166, 187, 147, 213,\n 112, 233, 244, 233, 128, 245, 128, 114, 188, 114, 217, 174, 131, 115, 220, 217, 198, 236, 198, 131, 134, 177, 132, 58, 143, 35, 124, 110, 163, 7, 228,\n 110, 25, 356, 389, 368, 11, 302, 267, 452, 350, 349, 302, 303, 269, 357, 343, 277, 452, 453, 357, 333, 332, 297, 175, 152, 377, 384, 398, 382, 347,\n 348, 330, 303, 304, 270, 9, 336, 337, 278, 279, 360, 418, 262, 431, 304, 408, 409, 310, 415, 407, 270, 409, 410, 450, 348, 347, 422, 430, 434, 313,\n 314, 17, 306, 307, 375, 387, 388, 260, 286, 414, 398, 335, 406, 418, 364, 367, 416, 423, 358, 327, 251, 284, 298, 281, 5, 4, 373, 374, 253, 307, 320,\n 321, 425, 427, 411, 421, 313, 18, 321, 405, 406, 320, 404, 405, 315, 16, 17, 426, 425, 266, 377, 400, 369, 322, 391, 269, 417, 465, 464, 386, 257, 258,\n 466, 260, 388, 456, 399, 419, 284, 332, 333, 417, 285, 8, 346, 340, 261, 413, 441, 285, 327, 460, 328, 355, 371, 329, 392, 439, 438, 382, 341, 256,\n 429, 420, 360, 364, 394, 379, 277, 343, 437, 443, 444, 283, 275, 440, 363, 431, 262, 369, 297, 338, 337, 273, 375, 321, 450, 451, 349, 446, 342, 467,\n 293, 334, 282, 458, 461, 462, 276, 353, 383, 308, 324, 325, 276, 300, 293, 372, 345, 447, 382, 398, 362, 352, 345, 340, 274, 1, 19, 456, 248, 281, 436,\n 427, 425, 381, 256, 252, 269, 391, 393, 200, 199, 428, 266, 330, 329, 287, 273, 422, 250, 462, 328, 258, 286, 384, 265, 353, 342, 387, 259, 257, 424,\n 431, 430, 342, 353, 276, 273, 335, 424, 292, 325, 307, 366, 447, 345, 271, 303, 302, 423, 266, 371, 294, 455, 460, 279, 278, 294, 271, 272, 304, 432,\n 434, 427, 272, 407, 408, 394, 430, 431, 395, 369, 400, 334, 333, 299, 351, 417, 168, 352, 280, 411, 325, 319, 320, 295, 296, 336, 319, 403, 404, 330,\n 348, 349, 293, 298, 333, 323, 454, 447, 15, 16, 315, 358, 429, 279, 14, 15, 316, 285, 336, 9, 329, 349, 350, 374, 380, 252, 318, 402, 403, 6, 197, 419,\n 318, 319, 325, 367, 364, 365, 435, 367, 397, 344, 438, 439, 272, 271, 311, 195, 5, 281, 273, 287, 291, 396, 428, 199, 311, 271, 268, 283, 444, 445,\n 373, 254, 339, 263, 466, 249, 282, 334, 296, 449, 347, 346, 264, 447, 454, 336, 296, 299, 338, 10, 151, 278, 439, 455, 292, 407, 415, 358, 371, 355,\n 340, 345, 372, 390, 249, 466, 346, 347, 280, 442, 443, 282, 19, 94, 370, 441, 442, 295, 248, 419, 197, 263, 255, 359, 440, 275, 274, 300, 383, 368,\n 351, 412, 465, 263, 467, 466, 301, 368, 389, 380, 374, 386, 395, 378, 379, 412, 351, 419, 436, 426, 322, 373, 390, 388, 2, 164, 393, 370, 462, 461,\n 164, 0, 267, 302, 11, 12, 374, 373, 387, 268, 12, 13, 293, 300, 301, 446, 261, 340, 385, 384, 381, 330, 266, 425, 426, 423, 391, 429, 355, 437, 391,\n 327, 326, 440, 457, 438, 341, 382, 362, 459, 457, 461, 434, 430, 394, 414, 463, 362, 396, 369, 262, 354, 461, 457, 316, 403, 402, 315, 404, 403, 314,\n 405, 404, 313, 406, 405, 421, 418, 406, 366, 401, 361, 306, 408, 407, 291, 409, 408, 287, 410, 409, 432, 436, 410, 434, 416, 411, 264, 368, 383, 309,\n 438, 457, 352, 376, 401, 274, 275, 4, 421, 428, 262, 294, 327, 358, 433, 416, 367, 289, 455, 439, 462, 370, 326, 2, 326, 370, 305, 460, 455, 254,\n 449, 448, 255, 261, 446, 253, 450, 449, 252, 451, 450, 256, 452, 451, 341, 453, 452, 413, 464, 463, 441, 413, 414, 258, 442, 441, 257, 443, 442, 259,\n 444, 443, 260, 445, 444, 467, 342, 445, 459, 458, 250, 289, 392, 290, 290, 328, 460, 376, 433, 435, 250, 290, 392, 411, 416, 433, 341, 463, 464, 453,\n 464, 465, 357, 465, 412, 343, 412, 399, 360, 363, 440, 437, 399, 456, 420, 456, 363, 401, 435, 288, 372, 383, 353, 339, 255, 249, 448, 261, 255, 133,\n 243, 190, 133, 155, 112, 33, 246, 247, 33, 130, 25, 398, 384, 286, 362, 398, 414, 362, 463, 341, 263, 359, 467, 263, 249, 255, 466, 467, 260, 75, 60,\n 166, 238, 239, 79, 162, 127, 139, 72, 11, 37, 121, 232, 120, 73, 72, 39, 114, 128, 47, 233, 232, 128, 103, 104, 67, 152, 175, 148, 173, 157, 155,\n 119, 118, 101, 74, 73, 40, 107, 9, 108, 49, 48, 131, 32, 194, 211, 184, 74, 185, 191, 80, 183, 185, 40, 186, 119, 230, 118, 210, 202, 214, 84, 83, 17,\n 77, 76, 146, 161, 160, 30, 190, 56, 173, 182, 106, 194, 138, 135, 192, 129, 203, 98, 54, 21, 68, 5, 51, 4, 145, 144, 23, 90, 77, 91, 207, 205, 187, 83,\n 201, 18, 181, 91, 182, 180, 90, 181, 16, 85, 17, 205, 206, 36, 176, 148, 140, 165, 92, 39, 245, 193, 244, 27, 159, 28, 30, 247, 161, 174, 236, 196,\n 103, 54, 104, 55, 193, 8, 111, 117, 31, 221, 189, 55, 240, 98, 99, 142, 126, 100, 219, 166, 218, 112, 155, 26, 198, 209, 131, 169, 135, 150, 114, 47,\n 217, 224, 223, 53, 220, 45, 134, 32, 211, 140, 109, 67, 108, 146, 43, 91, 231, 230, 120, 113, 226, 247, 105, 63, 52, 241, 238, 242, 124, 46, 156, 95,\n 78, 96, 70, 46, 63, 116, 143, 227, 116, 123, 111, 1, 44, 19, 3, 236, 51, 207, 216, 205, 26, 154, 22, 165, 39, 167, 199, 200, 208, 101, 36, 100, 43,\n 57, 202, 242, 20, 99, 56, 28, 157, 124, 35, 113, 29, 160, 27, 211, 204, 210, 124, 113, 46, 106, 43, 204, 96, 62, 77, 227, 137, 116, 73, 41, 72, 36, 203,\n 142, 235, 64, 240, 48, 49, 64, 42, 41, 74, 214, 212, 207, 183, 42, 184, 210, 169, 211, 140, 170, 176, 104, 105, 69, 193, 122, 168, 50, 123, 187, 89, 96,\n 90, 66, 65, 107, 179, 89, 180, 119, 101, 120, 68, 63, 104, 234, 93, 227, 16, 15, 85, 209, 129, 49, 15, 14, 86, 107, 55, 9, 120, 100, 121, 153, 145, 22,\n 178, 88, 179, 197, 6, 196, 89, 88, 96, 135, 138, 136, 138, 215, 172, 218, 115, 219, 41, 42, 81, 5, 195, 51, 57, 43, 61, 208, 171, 199, 41, 81, 38,\n 224, 53, 225, 24, 144, 110, 105, 52, 66, 118, 229, 117, 227, 34, 234, 66, 107, 69, 10, 109, 151, 219, 48, 235, 183, 62, 191, 142, 129, 126, 116, 111,\n 143, 7, 163, 246, 118, 117, 50, 223, 222, 52, 94, 19, 141, 222, 221, 65, 196, 3, 197, 45, 220, 44, 156, 70, 139, 188, 122, 245, 139, 71, 162, 145,\n 153, 159, 149, 170, 150, 122, 188, 196, 206, 216, 92, 163, 144, 161, 164, 2, 167, 242, 141, 241, 0, 164, 37, 11, 72, 12, 144, 145, 160, 12, 38, 13, 70,\n 63, 71, 31, 226, 111, 157, 158, 154, 36, 101, 205, 203, 206, 165, 126, 209, 217, 98, 165, 97, 237, 220, 218, 237, 239, 241, 210, 214, 169, 140, 171, 32,\n 241, 125, 237, 179, 86, 178, 180, 85, 179, 181, 84, 180, 182, 83, 181, 194, 201, 182, 177, 137, 132, 184, 76, 183, 185, 61, 184, 186, 57, 185, 216, 212,\n 186, 192, 214, 187, 139, 34, 156, 218, 79, 237, 147, 123, 177, 45, 44, 4, 208, 201, 32, 98, 64, 129, 192, 213, 138, 235, 59, 219, 141, 242, 97, 97, 2,\n 141, 240, 75, 235, 229, 24, 228, 31, 25, 226, 230, 23, 229, 231, 22, 230, 232, 26, 231, 233, 112, 232, 244, 189, 243, 189, 221, 190, 222, 28, 221,\n 223, 27, 222, 224, 29, 223, 225, 30, 224, 113, 247, 225, 99, 60, 240, 213, 147, 215, 60, 20, 166, 192, 187, 213, 243, 112, 244, 244, 233, 245, 245,\n 128, 188, 188, 114, 174, 134, 131, 220, 174, 217, 236, 236, 198, 134, 215, 177, 58, 156, 143, 124, 25, 110, 7, 31, 228, 25, 264, 356, 368, 0, 11, 267,\n 451, 452, 349, 267, 302, 269, 350, 357, 277, 350, 452, 357, 299, 333, 297, 396, 175, 377, 381, 384, 382, 280, 347, 330, 269, 303, 270, 151, 9, 337,\n 344, 278, 360, 424, 418, 431, 270, 304, 409, 272, 310, 407, 322, 270, 410, 449, 450, 347, 432, 422, 434, 18, 313, 17, 291, 306, 375, 259, 387, 260,\n 424, 335, 418, 434, 364, 416, 391, 423, 327, 301, 251, 298, 275, 281, 4, 254, 373, 253, 375, 307, 321, 280, 425, 411, 200, 421, 18, 335, 321, 406,\n 321, 320, 405, 314, 315, 17, 423, 426, 266, 396, 377, 369, 270, 322, 269, 413, 417, 464, 385, 386, 258, 248, 456, 419, 298, 284, 333, 168, 417, 8,\n 448, 346, 261, 417, 413, 285, 326, 327, 328, 277, 355, 329, 309, 392, 438, 381, 382, 256, 279, 429, 360, 365, 364, 379, 355, 277, 437, 282, 443, 283,\n 281, 275, 363, 395, 431, 369, 299, 297, 337, 335, 273, 321, 348, 450, 349, 359, 446, 467, 283, 293, 282, 250, 458, 462, 300, 276, 383, 292, 308, 325,\n 283, 276, 293, 264, 372, 447, 346, 352, 340, 354, 274, 19, 363, 456, 281, 426, 436, 425, 380, 381, 252, 267, 269, 393, 421, 200, 428, 371, 266, 329,\n 432, 287, 422, 290, 250, 328, 385, 258, 384, 446, 265, 342, 386, 387, 257, 422, 424, 430, 445, 342, 276, 422, 273, 424, 306, 292, 307, 352, 366, 345,\n 268, 271, 302, 358, 423, 371, 327, 294, 460, 331, 279, 294, 303, 271, 304, 436, 432, 427, 304, 272, 408, 395, 394, 431, 378, 395, 400, 296, 334, 299,\n 6, 351, 168, 376, 352, 411, 307, 325, 320, 285, 295, 336, 320, 319, 404, 329, 330, 349, 334, 293, 333, 366, 323, 447, 316, 15, 315, 331, 358, 279,\n 317, 14, 316, 8, 285, 9, 277, 329, 350, 253, 374, 252, 319, 318, 403, 351, 6, 419, 324, 318, 325, 397, 367, 365, 288, 435, 397, 278, 344, 439, 310,\n 272, 311, 248, 195, 281, 375, 273, 291, 175, 396, 199, 312, 311, 268, 276, 283, 445, 390, 373, 339, 295, 282, 296, 448, 449, 346, 356, 264, 454, 337,\n 336, 299, 337, 338, 151, 294, 278, 455, 308, 292, 415, 429, 358, 355, 265, 340, 372, 388, 390, 466, 352, 346, 280, 295, 442, 282, 354, 19, 370, 285,\n 441, 295, 195, 248, 197, 457, 440, 274, 301, 300, 368, 417, 351, 465, 251, 301, 389, 385, 380, 386, 394, 395, 379, 399, 412, 419, 410, 436, 322, 387,\n 373, 388, 326, 2, 393, 354, 370, 461, 393, 164, 267, 268, 302, 12, 386, 374, 387, 312, 268, 13, 298, 293, 301, 265, 446, 340, 380, 385, 381, 280, 330,\n 425, 322, 426, 391, 420, 429, 437, 393, 391, 326, 344, 440, 438, 458, 459, 461, 364, 434, 394, 428, 396, 262, 274, 354, 457, 317, 316, 402, 316, 315,\n 403, 315, 314, 404, 314, 313, 405, 313, 421, 406, 323, 366, 361, 292, 306, 407, 306, 291, 408, 291, 287, 409, 287, 432, 410, 427, 434, 411, 372, 264,\n 383, 459, 309, 457, 366, 352, 401, 1, 274, 4, 418, 421, 262, 331, 294, 358, 435, 433, 367, 392, 289, 439, 328, 462, 326, 94, 2, 370, 289, 305, 455, 339,\n 254, 448, 359, 255, 446, 254, 253, 449, 253, 252, 450, 252, 256, 451, 256, 341, 452, 414, 413, 463, 286, 441, 414, 286, 258, 441, 258, 257, 442, 257,\n 259, 443, 259, 260, 444, 260, 467, 445, 309, 459, 250, 305, 289, 290, 305, 290, 460, 401, 376, 435, 309, 250, 392, 376, 411, 433, 453, 341, 464, 357,\n 453, 465, 343, 357, 412, 437, 343, 399, 344, 360, 440, 420, 437, 456, 360, 420, 363, 361, 401, 288, 265, 372, 353, 390, 339, 249, 339, 448, 255];\n\nexport const TRI68 = [0, 1, 36, 0, 36, 17, 1, 2, 41, 1, 41, 36, 2, 3, 31, 2, 31, 41, 3, 4, 48, 3, 48, 31, 4, 5, 48, 5, 6, 48, 6, 7, 59, 6, 59, 48, 7, 8, 58, 7, 58, 59,\n 8, 9, 56, 8, 56, 57, 8, 57, 58, 9, 10, 55, 9, 55, 56, 10, 11, 54, 10, 54, 55, 11, 12, 54, 12, 13, 54, 13, 14, 35, 13, 35, 54, 14, 15, 46, 14, 46, 35, 15, 16,\n 45, 15, 45, 46, 16, 26, 45, 17, 36, 18, 18, 37, 19, 18, 36, 37, 19, 38, 20, 19, 37, 38, 20, 39, 21, 20, 38, 39, 21, 39, 27, 22, 42, 23, 22, 27, 42, 23, 43, 24,\n 23, 42, 43, 24, 44, 25, 24, 43, 44, 25, 45, 26, 25, 44, 45, 27, 39, 28, 27, 28, 42, 28, 39, 29, 28, 29, 42, 29, 31, 30, 29, 30, 35, 29, 40, 31, 29, 35, 47, 29,\n 39, 40, 29, 47, 42, 30, 31, 32, 30, 32, 33, 30, 33, 34, 30, 34, 35, 31, 50, 32, 31, 40, 41, 31, 48, 49, 31, 49, 50, 32, 51, 33, 32, 50, 51, 33, 51, 34, 34, 52,\n 35, 34, 51, 52, 35, 46, 47, 35, 52, 53, 35, 53, 54, 36, 41, 37, 37, 40, 38, 37, 41, 40, 38, 40, 39, 42, 47, 43, 43, 47, 44, 44, 46, 45, 44, 47, 46, 48, 60, 49,\n 48, 59, 60, 49, 61, 50, 49, 60, 61, 50, 62, 51, 50, 61, 62, 51, 62, 52, 52, 63, 53, 52, 62, 63, 53, 64, 54, 53, 63, 64, 54, 64, 55, 55, 65, 56, 55, 64, 65, 56,\n 66, 57, 56, 65, 66, 57, 66, 58, 58, 67, 59, 58, 66, 67, 59, 67, 60, 60, 67, 61, 61, 66, 62, 61, 67, 66, 62, 66, 63, 63, 65, 64, 63, 66, 65, 21, 27, 22];\n\nexport const TRI33 = [\n /* eyes */ 0, 8, 7, 7, 8, 1, 2, 10, 9, 9, 10, 3,\n /* brows */ 17, 0, 18, 18, 0, 7, 18, 7, 19, 19, 7, 1, 19, 1, 11, 19, 11, 20, 21, 3, 22, 21, 9, 3, 20, 9, 21, 20, 2, 9, 20, 11, 2,\n /* 4head */ 23, 17, 18, 25, 21, 22, 24, 19, 20, 24, 18, 19, 24, 20, 21, 24, 23, 18, 24, 21, 25,\n /* nose */ 11, 12, 4, 11, 4, 13, 1, 12, 11, 11, 13, 2, 12, 14, 4, 4, 14, 13,\n /* up-lip */ 14, 5, 15, 14, 15, 6, 12, 5, 14, 14, 6, 13,\n /* cheeks */ 8, 12, 1, 2, 13, 10, 8, 26, 12, 10, 13, 27, 26, 5, 12, 13, 6, 27, 0, 26, 8, 10, 27, 3,\n /* chin */ 5, 32, 16, 16, 32, 6, 5, 30, 32, 6, 32, 31,\n /* cont */ 26, 30, 5, 27, 6, 31, 0, 28, 26, 3, 27, 29, 17, 28, 0, 3, 29, 22, 23, 28, 17, 22, 29, 25, 28, 30, 26, 27, 31, 29,\n];\n\nexport const TRI7 = [0, 4, 1, 2, 4, 3, 4, 5, 6];\n\nexport const VTX68 = [\n /* cont */ 127, 234, 132, 58, 172, 150, 149, 148, 152, 377, 378, 379, 397, 288, 361, 454, 356,\n /* brows */ 70, 63, 105, 66, 107, 336, 296, 334, 293, 300,\n /* nose */ 168, 6, 195, 4, 98, 97, 2, 326, 327,\n /* eyes */ 33, 160, 158, 133, 153, 144, 362, 385, 387, 263, 373, 380,\n /* lip */ 57, 40, 37, 0, 267, 270, 287, 321, 314, 17, 84, 91,\n /* mouth */ 78, 81, 13, 311, 308, 402, 14, 178,\n];\n\nexport const VTX33 = [33, 133, 362, 263, 1, 62, 308, 159, 145, 386, 374, 6, 102, 331, 2, 13, 14, 70, 105, 107, 336, 334, 300, 54, 10, 284, 50, 280, 234, 454, 58, 288, 152];\n\nexport const VTX7 = [33, 133, 362, 263, 1, 78, 308];\n\nexport const UV68 = VTX68.map((x) => UV468[x]);\n\nexport const UV33 = VTX33.map((x) => UV468[x]);\n\nexport const UV7 = VTX7.map((x) => UV468[x]);\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as modelBase from './modelBase';\nimport * as decodeMultiple from './decodeMultiple';\nimport * as decodePose from './decodePose';\nimport * as util from './util';\n\nasync function estimateMultiple(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const allTensorBuffers = await util.toTensorBuffers3D([res.heatmapScores, res.offsets, res.displacementFwd, res.displacementBwd]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const displacementsFwdBuffer = allTensorBuffers[2];\n const displacementsBwdBuffer = allTensorBuffers[3];\n const poses = await decodeMultiple.decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, config.body.nmsRadius, config.body.maxDetections, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses(poses, [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nasync function estimateSingle(input, res, config, inputSize) {\n return new Promise(async (resolve) => {\n const pose = await decodePose.decodeSinglePose(res.heatmapScores, res.offsets, config.body.scoreThreshold);\n const scaled = util.scaleAndFlipPoses([pose], [input.shape[1], input.shape[2]], [inputSize, inputSize]);\n resolve(scaled);\n });\n}\n\nexport class PoseNet {\n baseModel: any;\n inputSize: number\n constructor(model) {\n this.baseModel = model;\n this.inputSize = model.model.inputs[0].shape[1];\n if (this.inputSize < 128) this.inputSize = 257;\n }\n\n async estimatePoses(input, config) {\n const resized = util.resizeTo(input, [this.inputSize, this.inputSize]);\n const res = this.baseModel.predict(resized, config);\n\n const poses = (config.body.maxDetections < 2)\n ? await estimateSingle(input, res, config, this.inputSize)\n : await estimateMultiple(input, res, config, this.inputSize);\n\n res.heatmapScores.dispose();\n res.offsets.dispose();\n res.displacementFwd.dispose();\n res.displacementBwd.dispose();\n resized.dispose();\n\n return poses;\n }\n\n dispose() {\n this.baseModel.dispose();\n }\n}\n\nexport async function load(config) {\n const model = await tf.loadGraphModel(config.body.modelPath);\n const mobilenet = new modelBase.BaseModel(model);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n return new PoseNet(mobilenet);\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nfunction nameOutputResultsMobileNet(results) {\n const [offsets, heatmap, displacementFwd, displacementBwd] = results;\n return { offsets, heatmap, displacementFwd, displacementBwd };\n}\n\nexport class BaseModel {\n model: any;\n constructor(model) {\n this.model = model;\n }\n\n predict(input) {\n return tf.tidy(() => {\n const asFloat = input.toFloat().div(127.5).sub(1.0);\n const asBatch = asFloat.expandDims(0);\n const results = this.model.predict(asBatch);\n const results3d = results.map((y) => y.squeeze([0]));\n const namedResults = nameOutputResultsMobileNet(results3d);\n return {\n heatmapScores: namedResults.heatmap.sigmoid(),\n offsets: namedResults.offsets,\n displacementFwd: namedResults.displacementFwd,\n displacementBwd: namedResults.displacementBwd,\n };\n });\n }\n\n dispose() {\n this.model.dispose();\n }\n}\n", "// algorithm based on Coursera Lecture from Algorithms, Part 1: https://www.coursera.org/learn/algorithms-part1/lecture/ZjoSM/heapsort\nfunction half(k) {\n return Math.floor(k / 2);\n}\nexport class MaxHeap {\n priorityQueue: any;\n numberOfElements: number;\n getElementValue: any;\n\n constructor(maxSize, getElementValue) {\n this.priorityQueue = new Array(maxSize);\n this.numberOfElements = -1;\n this.getElementValue = getElementValue;\n }\n\n enqueue(x) {\n this.priorityQueue[++this.numberOfElements] = x;\n this.swim(this.numberOfElements);\n }\n\n dequeue() {\n const max = this.priorityQueue[0];\n this.exchange(0, this.numberOfElements--);\n this.sink(0);\n this.priorityQueue[this.numberOfElements + 1] = null;\n return max;\n }\n\n empty() {\n return this.numberOfElements === -1;\n }\n\n size() {\n return this.numberOfElements + 1;\n }\n\n all() {\n return this.priorityQueue.slice(0, this.numberOfElements + 1);\n }\n\n max() {\n return this.priorityQueue[0];\n }\n\n swim(k) {\n while (k > 0 && this.less(half(k), k)) {\n this.exchange(k, half(k));\n k = half(k);\n }\n }\n\n sink(k) {\n while (2 * k <= this.numberOfElements) {\n let j = 2 * k;\n if (j < this.numberOfElements && this.less(j, j + 1)) j++;\n if (!this.less(k, j)) break;\n this.exchange(k, j);\n k = j;\n }\n }\n\n getValueAt(i) {\n return this.getElementValue(this.priorityQueue[i]);\n }\n\n less(i, j) {\n return this.getValueAt(i) < this.getValueAt(j);\n }\n\n exchange(i, j) {\n const t = this.priorityQueue[i];\n this.priorityQueue[i] = this.priorityQueue[j];\n this.priorityQueue[j] = t;\n }\n}\n", "import * as heapSort from './heapSort';\n\nfunction scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores) {\n const [height, width] = scores.shape;\n let localMaximum = true;\n const yStart = Math.max(heatmapY - localMaximumRadius, 0);\n const yEnd = Math.min(heatmapY + localMaximumRadius + 1, height);\n for (let yCurrent = yStart; yCurrent < yEnd; ++yCurrent) {\n const xStart = Math.max(heatmapX - localMaximumRadius, 0);\n const xEnd = Math.min(heatmapX + localMaximumRadius + 1, width);\n for (let xCurrent = xStart; xCurrent < xEnd; ++xCurrent) {\n if (scores.get(yCurrent, xCurrent, keypointId) > score) {\n localMaximum = false;\n break;\n }\n }\n if (!localMaximum) break;\n }\n return localMaximum;\n}\n\nexport function buildPartWithScoreQueue(scoreThreshold, localMaximumRadius, scores) {\n const [height, width, numKeypoints] = scores.shape;\n const queue = new heapSort.MaxHeap(height * width * numKeypoints, ({ score }) => score);\n for (let heatmapY = 0; heatmapY < height; ++heatmapY) {\n for (let heatmapX = 0; heatmapX < width; ++heatmapX) {\n for (let keypointId = 0; keypointId < numKeypoints; ++keypointId) {\n const score = scores.get(heatmapY, heatmapX, keypointId);\n // Only consider parts with score greater or equal to threshold as root candidates.\n if (score < scoreThreshold) continue;\n // Only consider keypoints whose score is maximum in a local window.\n if (scoreIsMaximumInLocalWindow(keypointId, score, heatmapY, heatmapX, localMaximumRadius, scores)) {\n queue.enqueue({ score, part: { heatmapY, heatmapX, id: keypointId } });\n }\n }\n }\n }\n return queue;\n}\n", "export const partNames = [\n 'nose', 'leftEye', 'rightEye', 'leftEar', 'rightEar', 'leftShoulder',\n 'rightShoulder', 'leftElbow', 'rightElbow', 'leftWrist', 'rightWrist',\n 'leftHip', 'rightHip', 'leftKnee', 'rightKnee', 'leftAnkle', 'rightAnkle',\n];\n\nexport const NUM_KEYPOINTS = partNames.length; // 17 keypoints\n\nexport const partIds = partNames.reduce((result, jointName, i) => {\n result[jointName] = i;\n return result;\n}, {});\n\nconst connectedPartNames = [\n ['leftHip', 'leftShoulder'], ['leftElbow', 'leftShoulder'],\n ['leftElbow', 'leftWrist'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['rightHip', 'rightShoulder'],\n ['rightElbow', 'rightShoulder'], ['rightElbow', 'rightWrist'],\n ['rightHip', 'rightKnee'], ['rightKnee', 'rightAnkle'],\n ['leftShoulder', 'rightShoulder'], ['leftHip', 'rightHip'],\n];\nexport const connectedPartIndices = connectedPartNames.map(([jointNameA, jointNameB]) => ([partIds[jointNameA], partIds[jointNameB]]));\n\nexport const poseChain = [\n ['nose', 'leftEye'], ['leftEye', 'leftEar'], ['nose', 'rightEye'],\n ['rightEye', 'rightEar'], ['nose', 'leftShoulder'],\n ['leftShoulder', 'leftElbow'], ['leftElbow', 'leftWrist'],\n ['leftShoulder', 'leftHip'], ['leftHip', 'leftKnee'],\n ['leftKnee', 'leftAnkle'], ['nose', 'rightShoulder'],\n ['rightShoulder', 'rightElbow'], ['rightElbow', 'rightWrist'],\n ['rightShoulder', 'rightHip'], ['rightHip', 'rightKnee'],\n ['rightKnee', 'rightAnkle'],\n];\n\nexport const partChannels = [\n 'left_face',\n 'right_face',\n 'right_upper_leg_front',\n 'right_lower_leg_back',\n 'right_upper_leg_back',\n 'left_lower_leg_front',\n 'left_upper_leg_front',\n 'left_upper_leg_back',\n 'left_lower_leg_back',\n 'right_feet',\n 'right_lower_leg_front',\n 'left_feet',\n 'torso_front',\n 'torso_back',\n 'right_upper_arm_front',\n 'right_upper_arm_back',\n 'right_lower_arm_back',\n 'left_lower_arm_front',\n 'left_upper_arm_front',\n 'left_upper_arm_back',\n 'left_lower_arm_back',\n 'right_hand',\n 'right_lower_arm_front',\n 'left_hand',\n];\n", "import * as kpt from './keypoints';\n\nexport function getOffsetPoint(y, x, keypoint, offsets) {\n return {\n y: offsets.get(y, x, keypoint),\n x: offsets.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getImageCoords(part, outputStride, offsets) {\n const { heatmapY, heatmapX, id: keypoint } = part;\n const { y, x } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsets);\n return {\n x: part.heatmapX * outputStride + x,\n y: part.heatmapY * outputStride + y,\n };\n}\n\nexport function fillArray(element, size) {\n const result = new Array(size);\n for (let i = 0; i < size; i++) {\n result[i] = element;\n }\n return result;\n}\n\nexport function clamp(a, min, max) {\n if (a < min) return min;\n if (a > max) return max;\n return a;\n}\n\nexport function squaredDistance(y1, x1, y2, x2) {\n const dy = y2 - y1;\n const dx = x2 - x1;\n return dy * dy + dx * dx;\n}\n\nexport function addVectors(a, b) {\n return { x: a.x + b.x, y: a.y + b.y };\n}\n\nexport function clampVector(a, min, max) {\n return { y: clamp(a.y, min, max), x: clamp(a.x, min, max) };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as kpt from './keypoints';\n\nexport function getPointsConfidence(heatmapScores, heatMapCoords) {\n const numKeypoints = heatMapCoords.shape[0];\n const result = new Float32Array(numKeypoints);\n for (let keypoint = 0; keypoint < numKeypoints; keypoint++) {\n const y = heatMapCoords.get(keypoint, 0);\n const x = heatMapCoords.get(keypoint, 1);\n result[keypoint] = heatmapScores.get(y, x, keypoint);\n }\n return result;\n}\n\nfunction getOffsetPoint(y, x, keypoint, offsetsBuffer) {\n return {\n y: offsetsBuffer.get(y, x, keypoint),\n x: offsetsBuffer.get(y, x, keypoint + kpt.NUM_KEYPOINTS),\n };\n}\n\nexport function getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer) {\n const result: Array = [];\n for (let keypoint = 0; keypoint < kpt.NUM_KEYPOINTS; keypoint++) {\n const heatmapY = heatMapCoordsBuffer.get(keypoint, 0).valueOf();\n const heatmapX = heatMapCoordsBuffer.get(keypoint, 1).valueOf();\n const { x, y } = getOffsetPoint(heatmapY, heatmapX, keypoint, offsetsBuffer);\n result.push(y);\n result.push(x);\n }\n return tf.tensor2d(result, [kpt.NUM_KEYPOINTS, 2]);\n}\n\nexport function getOffsetPoints(heatMapCoordsBuffer, outputStride, offsetsBuffer) {\n return tf.tidy(() => heatMapCoordsBuffer.toTensor().mul(tf.scalar(outputStride, 'int32')).toFloat().add(getOffsetVectors(heatMapCoordsBuffer, offsetsBuffer)));\n}\n\nfunction mod(a, b) {\n return tf.tidy(() => {\n const floored = a.div(tf.scalar(b, 'int32'));\n return a.sub(floored.mul(tf.scalar(b, 'int32')));\n });\n}\n\nexport function argmax2d(inputs) {\n const [height, width, depth] = inputs.shape;\n return tf.tidy(() => {\n const reshaped = inputs.reshape([height * width, depth]);\n const coords = reshaped.argMax(0);\n const yCoords = coords.div(tf.scalar(width, 'int32')).expandDims(1);\n const xCoords = mod(coords, width).expandDims(1);\n return tf.concat([yCoords, xCoords], 1);\n });\n}\n", "import * as keypoints from './keypoints';\nimport * as vectors from './vectors';\nimport * as decoders from './decoders';\n\nconst parentChildrenTuples = keypoints.poseChain.map(([parentJoinName, childJoinName]) => ([keypoints.partIds[parentJoinName], keypoints.partIds[childJoinName]]));\nconst parentToChildEdges = parentChildrenTuples.map(([, childJointId]) => childJointId);\nconst childToParentEdges = parentChildrenTuples.map(([parentJointId]) => parentJointId);\n\nconst defaultOutputStride = 16;\n\nfunction getDisplacement(edgeId, point, displacements) {\n const numEdges = displacements.shape[2] / 2;\n return {\n y: displacements.get(point.y, point.x, edgeId),\n x: displacements.get(point.y, point.x, numEdges + edgeId),\n };\n}\n\nfunction getStridedIndexNearPoint(point, outputStride, height, width) {\n return {\n y: vectors.clamp(Math.round(point.y / outputStride), 0, height - 1),\n x: vectors.clamp(Math.round(point.x / outputStride), 0, width - 1),\n };\n}\n\nfunction traverseToTargetKeypoint(edgeId, sourceKeypoint, targetKeypointId, scoresBuffer, offsets, outputStride, displacements, offsetRefineStep = 2) {\n const [height, width] = scoresBuffer.shape;\n // Nearest neighbor interpolation for the source->target displacements.\n const sourceKeypointIndices = getStridedIndexNearPoint(sourceKeypoint.position, outputStride, height, width);\n const displacement = getDisplacement(edgeId, sourceKeypointIndices, displacements);\n const displacedPoint = vectors.addVectors(sourceKeypoint.position, displacement);\n let targetKeypoint = displacedPoint;\n for (let i = 0; i < offsetRefineStep; i++) {\n const targetKeypointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const offsetPoint = vectors.getOffsetPoint(targetKeypointIndices.y, targetKeypointIndices.x, targetKeypointId, offsets);\n targetKeypoint = vectors.addVectors({\n x: targetKeypointIndices.x * outputStride,\n y: targetKeypointIndices.y * outputStride,\n }, { x: offsetPoint.x, y: offsetPoint.y });\n }\n const targetKeyPointIndices = getStridedIndexNearPoint(targetKeypoint, outputStride, height, width);\n const score = scoresBuffer.get(targetKeyPointIndices.y, targetKeyPointIndices.x, targetKeypointId);\n return { position: targetKeypoint, part: keypoints.partNames[targetKeypointId], score };\n}\n\nexport function decodePose(root, scores, offsets, outputStride, displacementsFwd, displacementsBwd) {\n const numParts = scores.shape[2];\n const numEdges = parentToChildEdges.length;\n const instanceKeypoints = new Array(numParts);\n // Start a new detection instance at the position of the root.\n const { part: rootPart, score: rootScore } = root;\n const rootPoint = vectors.getImageCoords(rootPart, outputStride, offsets);\n instanceKeypoints[rootPart.id] = {\n score: rootScore,\n part: keypoints.partNames[rootPart.id],\n position: rootPoint,\n };\n // Decode the part positions upwards in the tree, following the backward displacements.\n for (let edge = numEdges - 1; edge >= 0; --edge) {\n const sourceKeypointId = parentToChildEdges[edge];\n const targetKeypointId = childToParentEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsBwd);\n }\n }\n // Decode the part positions downwards in the tree, following the forward displacements.\n for (let edge = 0; edge < numEdges; ++edge) {\n const sourceKeypointId = childToParentEdges[edge];\n const targetKeypointId = parentToChildEdges[edge];\n if (instanceKeypoints[sourceKeypointId] && !instanceKeypoints[targetKeypointId]) {\n instanceKeypoints[targetKeypointId] = traverseToTargetKeypoint(edge, instanceKeypoints[sourceKeypointId], targetKeypointId, scores, offsets, outputStride, displacementsFwd);\n }\n }\n return instanceKeypoints;\n}\n\nexport async function decodeSinglePose(heatmapScores, offsets, minScore) {\n let totalScore = 0.0;\n const heatmapValues = decoders.argmax2d(heatmapScores);\n const allTensorBuffers = await Promise.all([heatmapScores.buffer(), offsets.buffer(), heatmapValues.buffer()]);\n const scoresBuffer = allTensorBuffers[0];\n const offsetsBuffer = allTensorBuffers[1];\n const heatmapValuesBuffer = allTensorBuffers[2];\n const offsetPoints = decoders.getOffsetPoints(heatmapValuesBuffer, defaultOutputStride, offsetsBuffer);\n const offsetPointsBuffer = await offsetPoints.buffer();\n const keypointConfidence = Array.from(decoders.getPointsConfidence(scoresBuffer, heatmapValuesBuffer));\n const instanceKeypoints = keypointConfidence.map((score, i) => {\n totalScore += score;\n return {\n position: {\n y: offsetPointsBuffer.get(i, 0),\n x: offsetPointsBuffer.get(i, 1),\n },\n part: keypoints.partNames[i],\n score,\n };\n });\n const filteredKeypoints = instanceKeypoints.filter((kpt) => kpt.score > minScore);\n heatmapValues.dispose();\n offsetPoints.dispose();\n return { keypoints: filteredKeypoints, score: totalScore / instanceKeypoints.length };\n}\n", "import * as buildParts from './buildParts';\nimport * as decodePose from './decodePose';\nimport * as vectors from './vectors';\n\nconst kLocalMaximumRadius = 1;\nconst defaultOutputStride = 16;\n\nfunction withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, { x, y }, keypointId) {\n return poses.some(({ keypoints }) => {\n const correspondingKeypoint = keypoints[keypointId].position;\n return vectors.squaredDistance(y, x, correspondingKeypoint.y, correspondingKeypoint.x) <= squaredNmsRadius;\n });\n}\n\nfunction getInstanceScore(existingPoses, squaredNmsRadius, instanceKeypoints) {\n const notOverlappedKeypointScores = instanceKeypoints.reduce((result, { position, score }, keypointId) => {\n if (!withinNmsRadiusOfCorrespondingPoint(existingPoses, squaredNmsRadius, position, keypointId)) result += score;\n return result;\n }, 0.0);\n return notOverlappedKeypointScores / instanceKeypoints.length;\n}\n\nexport function decodeMultiplePoses(scoresBuffer, offsetsBuffer, displacementsFwdBuffer, displacementsBwdBuffer, nmsRadius, maxDetections, scoreThreshold) {\n const poses: Array<{ keypoints: any, score: number }> = [];\n const queue = buildParts.buildPartWithScoreQueue(scoreThreshold, kLocalMaximumRadius, scoresBuffer);\n const squaredNmsRadius = nmsRadius ^ 2;\n // Generate at most maxDetections object instances per image in decreasing root part score order.\n while (poses.length < maxDetections && !queue.empty()) {\n // The top element in the queue is the next root candidate.\n const root = queue.dequeue();\n // Part-based non-maximum suppression: We reject a root candidate if it is within a disk of `nmsRadius` pixels from the corresponding part of a previously detected instance.\n const rootImageCoords = vectors.getImageCoords(root.part, defaultOutputStride, offsetsBuffer);\n if (withinNmsRadiusOfCorrespondingPoint(poses, squaredNmsRadius, rootImageCoords, root.part.id)) continue;\n // Else start a new detection instance at the position of the root.\n const keypoints = decodePose.decodePose(root, scoresBuffer, offsetsBuffer, defaultOutputStride, displacementsFwdBuffer, displacementsBwdBuffer);\n const score = getInstanceScore(poses, squaredNmsRadius, keypoints);\n if (score > scoreThreshold) poses.push({ keypoints, score });\n }\n return poses;\n}\n", "import * as kpt from './keypoints';\n\nexport function eitherPointDoesntMeetConfidence(a, b, minConfidence) {\n return (a < minConfidence || b < minConfidence);\n}\n\nexport function getAdjacentKeyPoints(keypoints, minConfidence) {\n return kpt.connectedPartIndices.reduce((result, [leftJoint, rightJoint]) => {\n if (eitherPointDoesntMeetConfidence(keypoints[leftJoint].score, keypoints[rightJoint].score, minConfidence)) {\n return result;\n }\n result.push([keypoints[leftJoint], keypoints[rightJoint]]);\n return result;\n }, []);\n}\n\nconst { NEGATIVE_INFINITY, POSITIVE_INFINITY } = Number;\nexport function getBoundingBox(keypoints) {\n return keypoints.reduce(({ maxX, maxY, minX, minY }, { position: { x, y } }) => ({\n maxX: Math.max(maxX, x),\n maxY: Math.max(maxY, y),\n minX: Math.min(minX, x),\n minY: Math.min(minY, y),\n }), {\n maxX: NEGATIVE_INFINITY,\n maxY: NEGATIVE_INFINITY,\n minX: POSITIVE_INFINITY,\n minY: POSITIVE_INFINITY,\n });\n}\n\nexport function getBoundingBoxPoints(keypoints) {\n const { minX, minY, maxX, maxY } = getBoundingBox(keypoints);\n return [{ x: minX, y: minY }, { x: maxX, y: minY }, { x: maxX, y: maxY }, { x: minX, y: maxY }];\n}\n\nexport async function toTensorBuffers3D(tensors) {\n return Promise.all(tensors.map((tensor) => tensor.buffer()));\n}\n\nexport function scalePose(pose, scaleY, scaleX) {\n return {\n score: pose.score,\n keypoints: pose.keypoints.map(({ score, part, position }) => ({\n score,\n part,\n position: { x: Math.trunc(position.x * scaleX), y: Math.trunc(position.y * scaleY) },\n })),\n };\n}\n\nexport function resizeTo(image, [targetH, targetW]) {\n const input = image.squeeze(0);\n const resized = input.resizeBilinear([targetH, targetW]);\n input.dispose();\n return resized;\n}\n\nexport function scaleAndFlipPoses(poses, [height, width], [inputResolutionHeight, inputResolutionWidth]) {\n const scaledPoses = poses.map((pose) => scalePose(pose, height / inputResolutionHeight, width / inputResolutionWidth));\n return scaledPoses;\n}\n", "// https://storage.googleapis.com/tfjs-models/demos/handpose/index.html\n\nimport { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as handdetector from './handdetector';\nimport * as handpipeline from './handpipeline';\nimport * as anchors from './anchors';\n\nconst MESH_ANNOTATIONS = {\n thumb: [1, 2, 3, 4],\n indexFinger: [5, 6, 7, 8],\n middleFinger: [9, 10, 11, 12],\n ringFinger: [13, 14, 15, 16],\n pinky: [17, 18, 19, 20],\n palmBase: [0],\n};\n\nexport class HandPose {\n handPipeline: any;\n\n constructor(handPipeline) {\n this.handPipeline = handPipeline;\n }\n\n static getAnnotations() {\n return MESH_ANNOTATIONS;\n }\n\n async estimateHands(input, config) {\n const predictions = await this.handPipeline.estimateHands(input, config);\n if (!predictions) return [];\n const hands: Array<{ confidence: number, box: any, boxRaw: any, landmarks: any, annotations: any }> = [];\n for (const prediction of predictions) {\n const annotations = {};\n if (prediction.landmarks) {\n for (const key of Object.keys(MESH_ANNOTATIONS)) {\n annotations[key] = MESH_ANNOTATIONS[key].map((index) => prediction.landmarks[index]);\n }\n }\n const box = prediction.box ? [\n Math.max(0, prediction.box.topLeft[0]),\n Math.max(0, prediction.box.topLeft[1]),\n Math.min(input.shape[2], prediction.box.bottomRight[0]) - Math.max(0, prediction.box.topLeft[0]),\n Math.min(input.shape[1], prediction.box.bottomRight[1]) - Math.max(0, prediction.box.topLeft[1]),\n ] : [];\n const boxRaw = [\n (prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.topLeft[1]) / input.shape[1],\n (prediction.box.bottomRight[0] - prediction.box.topLeft[0]) / input.shape[2],\n (prediction.box.bottomRight[1] - prediction.box.topLeft[1]) / input.shape[1],\n ];\n hands.push({ confidence: prediction.confidence, box, boxRaw, landmarks: prediction.landmarks, annotations });\n }\n return hands;\n }\n}\n\nexport async function load(config): Promise {\n const [handDetectorModel, handPoseModel] = await Promise.all([\n config.hand.enabled ? tf.loadGraphModel(config.hand.detector.modelPath, { fromTFHub: config.hand.detector.modelPath.includes('tfhub.dev') }) : null,\n config.hand.landmarks ? tf.loadGraphModel(config.hand.skeleton.modelPath, { fromTFHub: config.hand.skeleton.modelPath.includes('tfhub.dev') }) : null,\n ]);\n const handDetector = new handdetector.HandDetector(handDetectorModel, handDetectorModel?.inputs[0].shape[2], anchors.anchors);\n const handPipeline = new handpipeline.HandPipeline(handDetector, handPoseModel, handPoseModel?.inputs[0].shape[2]);\n const handPose = new HandPose(handPipeline);\n if (config.hand.enabled && config.debug) log(`load model: ${config.hand.detector.modelPath.match(/\\/(.*)\\./)[1]}`);\n if (config.hand.landmarks && config.debug) log(`load model: ${config.hand.skeleton.modelPath.match(/\\/(.*)\\./)[1]}`);\n return handPose;\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\n\nexport class HandDetector {\n model: any;\n anchors: any;\n anchorsTensor: any;\n inputSize: number;\n inputSizeTensor: any;\n doubleInputSizeTensor: any;\n\n constructor(model, inputSize, anchorsAnnotated) {\n this.model = model;\n this.anchors = anchorsAnnotated.map((anchor) => [anchor.x_center, anchor.y_center]);\n this.anchorsTensor = tf.tensor2d(this.anchors);\n this.inputSize = inputSize;\n this.inputSizeTensor = tf.tensor1d([inputSize, inputSize]);\n this.doubleInputSizeTensor = tf.tensor1d([inputSize * 2, inputSize * 2]);\n }\n\n normalizeBoxes(boxes) {\n return tf.tidy(() => {\n const boxOffsets = tf.slice(boxes, [0, 0], [-1, 2]);\n const boxSizes = tf.slice(boxes, [0, 2], [-1, 2]);\n const boxCenterPoints = tf.add(tf.div(boxOffsets, this.inputSizeTensor), this.anchorsTensor);\n const halfBoxSizes = tf.div(boxSizes, this.doubleInputSizeTensor);\n const startPoints = tf.mul(tf.sub(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n const endPoints = tf.mul(tf.add(boxCenterPoints, halfBoxSizes), this.inputSizeTensor);\n return tf.concat2d([startPoints, endPoints], 1);\n });\n }\n\n normalizeLandmarks(rawPalmLandmarks, index) {\n return tf.tidy(() => {\n const landmarks = tf.add(tf.div(rawPalmLandmarks.reshape([-1, 7, 2]), this.inputSizeTensor), this.anchors[index]);\n return tf.mul(landmarks, this.inputSizeTensor);\n });\n }\n\n async getBoxes(input, config) {\n const batched = this.model.predict(input);\n const predictions = batched.squeeze();\n batched.dispose();\n const scoresT = tf.tidy(() => tf.sigmoid(tf.slice(predictions, [0, 0], [-1, 1])).squeeze());\n const scores = scoresT.dataSync();\n const rawBoxes = tf.slice(predictions, [0, 1], [-1, 4]);\n const boxes = this.normalizeBoxes(rawBoxes);\n rawBoxes.dispose();\n const filteredT = await tf.image.nonMaxSuppressionAsync(boxes, scores, config.hand.maxHands, config.hand.iouThreshold, config.hand.scoreThreshold);\n const filtered = filteredT.arraySync();\n\n scoresT.dispose();\n filteredT.dispose();\n const hands: Array<{ box: any, palmLandmarks: any, confidence: number }> = [];\n for (const index of filtered) {\n if (scores[index] >= config.hand.minConfidence) {\n const matchingBox = tf.slice(boxes, [index, 0], [1, -1]);\n const rawPalmLandmarks = tf.slice(predictions, [index, 5], [1, 14]);\n const palmLandmarks = tf.tidy(() => this.normalizeLandmarks(rawPalmLandmarks, index).reshape([-1, 2]));\n rawPalmLandmarks.dispose();\n hands.push({ box: matchingBox, palmLandmarks, confidence: scores[index] });\n }\n }\n predictions.dispose();\n boxes.dispose();\n return hands;\n }\n\n async estimateHandBounds(input, config) {\n const inputHeight = input.shape[1];\n const inputWidth = input.shape[2];\n const image = tf.tidy(() => input.resizeBilinear([this.inputSize, this.inputSize]).div(127.5).sub(1));\n const predictions = await this.getBoxes(image, config);\n image.dispose();\n const hands: Array<{}> = [];\n if (!predictions || predictions.length === 0) return hands;\n for (const prediction of predictions) {\n const boxes = prediction.box.dataSync();\n const startPoint = boxes.slice(0, 2);\n const endPoint = boxes.slice(2, 4);\n const palmLandmarks = prediction.palmLandmarks.arraySync();\n prediction.box.dispose();\n prediction.palmLandmarks.dispose();\n hands.push(box.scaleBoxCoordinates({ startPoint, endPoint, palmLandmarks, confidence: prediction.confidence }, [inputWidth / this.inputSize, inputHeight / this.inputSize]));\n }\n return hands;\n }\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\n\nexport function getBoxSize(box) {\n return [\n Math.abs(box.endPoint[0] - box.startPoint[0]),\n Math.abs(box.endPoint[1] - box.startPoint[1]),\n ];\n}\n\nexport function getBoxCenter(box) {\n return [\n box.startPoint[0] + (box.endPoint[0] - box.startPoint[0]) / 2,\n box.startPoint[1] + (box.endPoint[1] - box.startPoint[1]) / 2,\n ];\n}\n\nexport function cutBoxFromImageAndResize(box, image, cropSize) {\n const h = image.shape[1];\n const w = image.shape[2];\n const boxes = [[\n box.startPoint[1] / h,\n box.startPoint[0] / w,\n box.endPoint[1] / h,\n box.endPoint[0] / w,\n ]];\n return tf.image.cropAndResize(image, boxes, [0], cropSize);\n}\n\nexport function scaleBoxCoordinates(box, factor) {\n const startPoint = [box.startPoint[0] * factor[0], box.startPoint[1] * factor[1]];\n const endPoint = [box.endPoint[0] * factor[0], box.endPoint[1] * factor[1]];\n const palmLandmarks = box.palmLandmarks.map((coord) => {\n const scaledCoord = [coord[0] * factor[0], coord[1] * factor[1]];\n return scaledCoord;\n });\n return { startPoint, endPoint, palmLandmarks, confidence: box.confidence };\n}\n\nexport function enlargeBox(box, factor = 1.5) {\n const center = getBoxCenter(box);\n const size = getBoxSize(box);\n const newHalfSize = [factor * size[0] / 2, factor * size[1] / 2];\n const startPoint = [center[0] - newHalfSize[0], center[1] - newHalfSize[1]];\n const endPoint = [center[0] + newHalfSize[0], center[1] + newHalfSize[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function squarifyBox(box) {\n const centers = getBoxCenter(box);\n const size = getBoxSize(box);\n const maxEdge = Math.max(...size);\n const halfSize = maxEdge / 2;\n const startPoint = [centers[0] - halfSize, centers[1] - halfSize];\n const endPoint = [centers[0] + halfSize, centers[1] + halfSize];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n\nexport function shiftBox(box, shiftFactor) {\n const boxSize = [\n box.endPoint[0] - box.startPoint[0],\n box.endPoint[1] - box.startPoint[1],\n ];\n const shiftVector = [boxSize[0] * shiftFactor[0], boxSize[1] * shiftFactor[1]];\n const startPoint = [box.startPoint[0] + shiftVector[0], box.startPoint[1] + shiftVector[1]];\n const endPoint = [box.endPoint[0] + shiftVector[0], box.endPoint[1] + shiftVector[1]];\n return { startPoint, endPoint, palmLandmarks: box.palmLandmarks };\n}\n", "import * as tf from '../../dist/tfjs.esm.js';\nimport * as box from './box';\nimport * as util from './util';\n\n// const PALM_BOX_SHIFT_VECTOR = [0, -0.4];\nconst PALM_BOX_ENLARGE_FACTOR = 5; // default 3\n// const HAND_BOX_SHIFT_VECTOR = [0, -0.1]; // move detected hand box by x,y to ease landmark detection\nconst HAND_BOX_ENLARGE_FACTOR = 1.65; // default 1.65\nconst PALM_LANDMARK_IDS = [0, 5, 9, 13, 17, 1, 2];\nconst PALM_LANDMARKS_INDEX_OF_PALM_BASE = 0;\nconst PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE = 2;\n\nexport class HandPipeline {\n handDetector: any;\n landmarkDetector: any;\n inputSize: number;\n storedBoxes: any;\n skipped: number;\n detectedHands: number;\n\n constructor(handDetector, landmarkDetector, inputSize) {\n this.handDetector = handDetector;\n this.landmarkDetector = landmarkDetector;\n this.inputSize = inputSize;\n this.storedBoxes = [];\n this.skipped = 0;\n this.detectedHands = 0;\n }\n\n getBoxForPalmLandmarks(palmLandmarks, rotationMatrix) {\n const rotatedPalmLandmarks = palmLandmarks.map((coord) => util.rotatePoint([...coord, 1], rotationMatrix));\n const boxAroundPalm = this.calculateLandmarksBoundingBox(rotatedPalmLandmarks);\n // return box.enlargeBox(box.squarifyBox(box.shiftBox(boxAroundPalm, PALM_BOX_SHIFT_VECTOR)), PALM_BOX_ENLARGE_FACTOR);\n return box.enlargeBox(box.squarifyBox(boxAroundPalm), PALM_BOX_ENLARGE_FACTOR);\n }\n\n getBoxForHandLandmarks(landmarks) {\n const boundingBox = this.calculateLandmarksBoundingBox(landmarks);\n // const boxAroundHand = box.enlargeBox(box.squarifyBox(box.shiftBox(boundingBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const boxAroundHand = box.enlargeBox(box.squarifyBox(boundingBox), HAND_BOX_ENLARGE_FACTOR);\n boxAroundHand.palmLandmarks = [];\n for (let i = 0; i < PALM_LANDMARK_IDS.length; i++) {\n boxAroundHand.palmLandmarks.push(landmarks[PALM_LANDMARK_IDS[i]].slice(0, 2));\n }\n return boxAroundHand;\n }\n\n transformRawCoords(rawCoords, box2, angle, rotationMatrix) {\n const boxSize = box.getBoxSize(box2);\n const scaleFactor = [boxSize[0] / this.inputSize, boxSize[1] / this.inputSize, (boxSize[0] + boxSize[1]) / this.inputSize / 2];\n const coordsScaled = rawCoords.map((coord) => [\n scaleFactor[0] * (coord[0] - this.inputSize / 2),\n scaleFactor[1] * (coord[1] - this.inputSize / 2),\n scaleFactor[2] * coord[2],\n ]);\n const coordsRotationMatrix = util.buildRotationMatrix(angle, [0, 0]);\n const coordsRotated = coordsScaled.map((coord) => {\n const rotated = util.rotatePoint(coord, coordsRotationMatrix);\n return [...rotated, coord[2]];\n });\n const inverseRotationMatrix = util.invertTransformMatrix(rotationMatrix);\n const boxCenter = [...box.getBoxCenter(box2), 1];\n const originalBoxCenter = [\n util.dot(boxCenter, inverseRotationMatrix[0]),\n util.dot(boxCenter, inverseRotationMatrix[1]),\n ];\n return coordsRotated.map((coord) => [\n coord[0] + originalBoxCenter[0],\n coord[1] + originalBoxCenter[1],\n coord[2],\n ]);\n }\n\n async estimateHands(image, config) {\n let useFreshBox = false;\n\n // run new detector every skipFrames unless we only want box to start with\n let boxes;\n if ((this.skipped === 0) || (this.skipped > config.hand.skipFrames) || !config.hand.landmarks || !config.videoOptimized) {\n boxes = await this.handDetector.estimateHandBounds(image, config);\n this.skipped = 0;\n }\n if (config.videoOptimized) this.skipped++;\n\n // if detector result count doesn't match current working set, use it to reset current working set\n if (boxes && (boxes.length > 0) && ((boxes.length !== this.detectedHands) && (this.detectedHands !== config.hand.maxHands) || !config.hand.landmarks)) {\n this.detectedHands = 0;\n this.storedBoxes = [...boxes];\n // for (const possible of boxes) this.storedBoxes.push(possible);\n if (this.storedBoxes.length > 0) useFreshBox = true;\n }\n const hands: Array<{}> = [];\n\n if (config.hand.skipInitial && this.detectedHands === 0) this.skipped = 0;\n\n // go through working set of boxes\n for (let i = 0; i < this.storedBoxes.length; i++) {\n const currentBox = this.storedBoxes[i];\n if (!currentBox) continue;\n if (config.hand.landmarks) {\n const angle = config.hand.rotation ? util.computeRotation(currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_PALM_BASE], currentBox.palmLandmarks[PALM_LANDMARKS_INDEX_OF_MIDDLE_FINGER_BASE]) : 0;\n const palmCenter = box.getBoxCenter(currentBox);\n const palmCenterNormalized = [palmCenter[0] / image.shape[2], palmCenter[1] / image.shape[1]];\n const rotatedImage = config.hand.rotation ? tf.image.rotateWithOffset(image, angle, 0, palmCenterNormalized) : image.clone();\n const rotationMatrix = util.buildRotationMatrix(-angle, palmCenter);\n const newBox = useFreshBox ? this.getBoxForPalmLandmarks(currentBox.palmLandmarks, rotationMatrix) : currentBox;\n const croppedInput = box.cutBoxFromImageAndResize(newBox, rotatedImage, [this.inputSize, this.inputSize]);\n const handImage = croppedInput.div(255);\n croppedInput.dispose();\n rotatedImage.dispose();\n const [confidenceT, keypoints] = await this.landmarkDetector.predict(handImage);\n handImage.dispose();\n const confidence = confidenceT.dataSync()[0];\n confidenceT.dispose();\n if (confidence >= config.hand.minConfidence) {\n const keypointsReshaped = tf.reshape(keypoints, [-1, 3]);\n const rawCoords = keypointsReshaped.arraySync();\n keypoints.dispose();\n keypointsReshaped.dispose();\n const coords = this.transformRawCoords(rawCoords, newBox, angle, rotationMatrix);\n const nextBoundingBox = this.getBoxForHandLandmarks(coords);\n this.storedBoxes[i] = nextBoundingBox;\n const result = {\n landmarks: coords,\n confidence,\n box: { topLeft: nextBoundingBox.startPoint, bottomRight: nextBoundingBox.endPoint },\n };\n hands.push(result);\n } else {\n this.storedBoxes[i] = null;\n }\n keypoints.dispose();\n } else {\n // const enlarged = box.enlargeBox(box.squarifyBox(box.shiftBox(currentBox, HAND_BOX_SHIFT_VECTOR)), HAND_BOX_ENLARGE_FACTOR);\n const enlarged = box.enlargeBox(box.squarifyBox(currentBox), HAND_BOX_ENLARGE_FACTOR);\n const result = {\n confidence: currentBox.confidence,\n box: { topLeft: enlarged.startPoint, bottomRight: enlarged.endPoint },\n };\n hands.push(result);\n }\n }\n this.storedBoxes = this.storedBoxes.filter((a) => a !== null);\n this.detectedHands = hands.length;\n return hands;\n }\n\n // eslint-disable-next-line class-methods-use-this\n calculateLandmarksBoundingBox(landmarks) {\n const xs = landmarks.map((d) => d[0]);\n const ys = landmarks.map((d) => d[1]);\n const startPoint = [Math.min(...xs), Math.min(...ys)];\n const endPoint = [Math.max(...xs), Math.max(...ys)];\n return { startPoint, endPoint };\n }\n}\n", "export function normalizeRadians(angle) {\n return angle - 2 * Math.PI * Math.floor((angle + Math.PI) / (2 * Math.PI));\n}\n\nexport function computeRotation(point1, point2) {\n const radians = Math.PI / 2 - Math.atan2(-(point2[1] - point1[1]), point2[0] - point1[0]);\n return normalizeRadians(radians);\n}\n\nexport const buildTranslationMatrix = (x, y) => [[1, 0, x], [0, 1, y], [0, 0, 1]];\n\nexport function dot(v1, v2) {\n let product = 0;\n for (let i = 0; i < v1.length; i++) {\n product += v1[i] * v2[i];\n }\n return product;\n}\n\nexport function getColumnFrom2DArr(arr, columnIndex) {\n const column: Array = [];\n for (let i = 0; i < arr.length; i++) {\n column.push(arr[i][columnIndex]);\n }\n return column;\n}\n\nexport function multiplyTransformMatrices(mat1, mat2) {\n const product: Array = [];\n const size = mat1.length;\n for (let row = 0; row < size; row++) {\n product.push([]);\n for (let col = 0; col < size; col++) {\n product[row].push(dot(mat1[row], getColumnFrom2DArr(mat2, col)));\n }\n }\n return product;\n}\n\nexport function buildRotationMatrix(rotation, center) {\n const cosA = Math.cos(rotation);\n const sinA = Math.sin(rotation);\n const rotationMatrix = [[cosA, -sinA, 0], [sinA, cosA, 0], [0, 0, 1]];\n const translationMatrix = buildTranslationMatrix(center[0], center[1]);\n const translationTimesRotation = multiplyTransformMatrices(translationMatrix, rotationMatrix);\n const negativeTranslationMatrix = buildTranslationMatrix(-center[0], -center[1]);\n return multiplyTransformMatrices(translationTimesRotation, negativeTranslationMatrix);\n}\n\nexport function invertTransformMatrix(matrix) {\n const rotationComponent = [[matrix[0][0], matrix[1][0]], [matrix[0][1], matrix[1][1]]];\n const translationComponent = [matrix[0][2], matrix[1][2]];\n const invertedTranslation = [\n -dot(rotationComponent[0], translationComponent),\n -dot(rotationComponent[1], translationComponent),\n ];\n return [\n rotationComponent[0].concat(invertedTranslation[0]),\n rotationComponent[1].concat(invertedTranslation[1]),\n [0, 0, 1],\n ];\n}\n\nexport function rotatePoint(homogeneousCoordinate, rotationMatrix) {\n return [\n dot(homogeneousCoordinate, rotationMatrix[0]),\n dot(homogeneousCoordinate, rotationMatrix[1]),\n ];\n}\n", "export const anchors = [\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.859375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.890625,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.921875,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.953125,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.984375,\n y_center: 0.015625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.015625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.046875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.078125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.109375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.140625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.171875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.203125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.234375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.265625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.296875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.328125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.359375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.390625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.421875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.453125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.484375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.515625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.546875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.578125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.609375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.640625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.671875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.703125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.734375,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.765625,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.796875,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.828125,\n y_center: 0.046875,\n },\n {\n w: 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0.9375,\n y_center: 0.4375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.5625,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.6875,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.8125,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.0625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.1875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.3125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.4375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.5625,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.6875,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.8125,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n {\n w: 1,\n h: 1,\n x_center: 0.9375,\n y_center: 0.9375,\n },\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport * as annotations from './annotations';\n\nlet model;\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n model.width = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[2].size);\n model.height = parseInt(model.signature.inputs['input_1:0'].tensorShape.dim[1].size);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if (!config.body.enabled) return null;\n const imgSize = { width: image.shape[2], height: image.shape[1] };\n const resize = tf.image.resizeBilinear(image, [model.width, model.height], false);\n const normalize = tf.div(resize, [255.0]);\n resize.dispose();\n let points;\n if (!config.profile) { // run through profiler or just execute\n const resT = await model.predict(normalize);\n // const segmentationT = resT.find((t) => (t.size === 16384))?.squeeze();\n // const segmentation = segmentationT.arraySync(); // array 128 x 128\n // segmentationT.dispose();\n points = resT.find((t) => (t.size === 195 || t.size === 155)).dataSync(); // order of output tensors may change between models, full has 195 and upper has 155 items\n resT.forEach((t) => t.dispose());\n } else {\n const profileData = await tf.profile(() => model.predict(normalize));\n points = profileData.result.find((t) => (t.size === 195 || t.size === 155)).dataSync();\n profileData.result.forEach((t) => t.dispose());\n profile.run('blazepose', profileData);\n }\n normalize.dispose();\n const keypoints: Array<{ id, part, position: { x, y, z }, score, presence }> = [];\n const labels = points.length === 195 ? annotations.full : annotations.upper; // full model has 39 keypoints, upper has 31 keypoints\n const depth = 5; // each points has x,y,z,visibility,presence\n for (let i = 0; i < points.length / depth; i++) {\n keypoints.push({\n id: i,\n part: labels[i],\n position: {\n x: Math.trunc(imgSize.width * points[depth * i + 0] / 255), // return normalized x value istead of 0..255\n y: Math.trunc(imgSize.height * points[depth * i + 1] / 255), // return normalized y value istead of 0..255\n z: Math.trunc(points[depth * i + 2]) + 0, // fix negative zero\n },\n score: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 3])))) / 100, // reverse sigmoid value\n presence: (100 - Math.trunc(100 / (1 + Math.exp(points[depth * i + 4])))) / 100, // reverse sigmoid value\n });\n }\n return [{ keypoints }];\n}\n", "export const full = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'leftWrist',\n 'rightWrist',\n 'leftPalm',\n 'rightPalm',\n 'leftIndex',\n 'rightIndex',\n 'leftPinky',\n 'rightPinky',\n 'leftHip',\n 'rightHip',\n 'leftKnee',\n 'rightKnee',\n 'leftAnkle',\n 'rightAnkle',\n 'leftHeel',\n 'rightHeel',\n 'leftFoot',\n 'rightFoot',\n 'midHip',\n 'forehead',\n 'leftThumb',\n 'leftHand',\n 'rightThumb',\n 'rightHand',\n];\n\nexport const upper = [\n 'nose',\n 'leftEyeInside',\n 'leftEye',\n 'leftEyeOutside',\n 'rightEyeInside',\n 'rightEye',\n 'rightEyeOutside',\n 'leftEar',\n 'rightEar',\n 'leftMouth',\n 'rightMouth',\n 'leftShoulder',\n 'rightShoulder',\n 'leftElbow',\n 'rightElbow',\n 'left:15',\n 'right:16',\n 'left:17',\n 'right:18',\n 'left:19',\n 'right:20',\n 'left:21',\n 'right:22',\n 'leftChest',\n 'rightChest',\n 'neck',\n 'forehead',\n 'left:27',\n 'right:28',\n 'left:29',\n 'right:30',\n];\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\n\nlet model;\nlet keypoints = { };\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst bodyParts = ['head', 'neck', 'rightShoulder', 'rightElbow', 'rightWrist', 'chest', 'leftShoulder', 'leftElbow', 'leftWrist', 'pelvis', 'rightHip', 'rightKnee', 'rightAnkle', 'leftHip', 'leftKnee', 'leftAnkle'];\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.body.modelPath);\n if (config.debug) log(`load model: ${config.body.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\n// performs argmax and max functions on a 2d tensor\nfunction max2d(inputs, minScore) {\n const [width, height] = inputs.shape;\n return tf.tidy(() => {\n // modulus op implemented in tf\n const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32')));\n // combine all data\n const reshaped = tf.reshape(inputs, [height * width]);\n // get highest score\n const score = tf.max(reshaped, 0).dataSync()[0];\n if (score > minScore) {\n // skip coordinate calculation is score is too low\n const coords = tf.argMax(reshaped, 0);\n const x = mod(coords, width).dataSync()[0];\n const y = tf.div(coords, tf.scalar(width, 'int32')).dataSync()[0];\n return [x, y, score];\n }\n return [0, 0, score];\n });\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n if ((skipped < config.body.skipFrames) && config.videoOptimized && Object.keys(keypoints).length > 0) {\n skipped++;\n return keypoints;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const tensor = tf.tidy(() => {\n const resize = tf.image.resizeBilinear(image, [model.inputs[0].shape[2], model.inputs[0].shape[1]], false);\n const enhance = tf.mul(resize, 2);\n const norm = enhance.sub(1);\n return norm;\n });\n\n let resT;\n\n if (!config.profile) {\n if (config.body.enabled) resT = await model.executeAsync(tensor);\n } else {\n const profileT = config.body.enabled ? await tf.profile(() => model.executeAsync(tensor)) : {};\n resT = profileT.result.clone();\n profileT.result.dispose();\n profile.run('body', profileT);\n }\n tensor.dispose();\n\n if (resT) {\n const parts: Array<{ id, score, part, position: { x, y }, positionRaw: { xRaw, yRaw} }> = [];\n const squeeze = resT.squeeze();\n tf.dispose(resT);\n // body parts are basically just a stack of 2d tensors\n const stack = squeeze.unstack(2);\n tf.dispose(squeeze);\n // process each unstacked tensor as a separate body part\n for (let id = 0; id < stack.length; id++) {\n // actual processing to get coordinates and score\n const [x, y, score] = max2d(stack[id], config.body.scoreThreshold);\n if (score > config.body.scoreThreshold) {\n parts.push({\n id,\n score,\n part: bodyParts[id],\n positionRaw: {\n xRaw: x / model.inputs[0].shape[2], // x normalized to 0..1\n yRaw: y / model.inputs[0].shape[1], // y normalized to 0..1\n },\n position: {\n x: Math.round(image.shape[2] * x / model.inputs[0].shape[2]), // x normalized to input image size\n y: Math.round(image.shape[1] * y / model.inputs[0].shape[1]), // y normalized to input image size\n },\n });\n }\n }\n stack.forEach((s) => tf.dispose(s));\n keypoints = parts;\n }\n resolve([{ keypoints }]);\n });\n}\n", "import { log } from '../helpers';\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as profile from '../profile';\nimport { labels } from './labels';\n\nlet model;\nlet last: Array<{}> = [];\nlet skipped = Number.MAX_SAFE_INTEGER;\n\nconst scaleBox = 2.5; // increase box size\n\nexport async function load(config) {\n if (!model) {\n model = await tf.loadGraphModel(config.object.modelPath);\n // @ts-ignore\n model.inputSize = parseInt(Object.values(model.modelSignature['inputs'])[0].tensorShape.dim[2].size);\n if (config.debug) log(`load model: ${config.object.modelPath.match(/\\/(.*)\\./)[1]}`);\n }\n return model;\n}\n\nasync function process(res, inputSize, outputShape, config) {\n let id = 0;\n let results: Array<{ score: number, strideSize: number, class: number, label: string, center: number[], centerRaw: number[], box: number[], boxRaw: number[] }> = [];\n for (const strideSize of [1, 2, 4]) { // try each stride size as it detects large/medium/small objects\n // find scores, boxes, classes\n tf.tidy(() => { // wrap in tidy to automatically deallocate temp tensors\n const baseSize = strideSize * 13; // 13x13=169, 26x26=676, 52x52=2704\n // find boxes and scores output depending on stride\n const scoresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] === labels.length))?.squeeze();\n const featuresT = res.find((a) => (a.shape[1] === (baseSize ** 2) && a.shape[2] < labels.length))?.squeeze();\n const boxesMax = featuresT.reshape([-1, 4, featuresT.shape[1] / 4]); // reshape [output] to [4, output / 4] where number is number of different features inside each stride\n const boxIdx = boxesMax.argMax(2).arraySync(); // what we need is indexes of features with highest scores, not values itself\n const scores = scoresT.arraySync(); // optionally use exponential scores or just as-is\n for (let i = 0; i < scoresT.shape[0]; i++) { // total strides (x * y matrix)\n for (let j = 0; j < scoresT.shape[1]; j++) { // one score for each class\n const score = scores[i][j]; // get score for current position\n if (score > config.object.minConfidence && j !== 61) {\n const cx = (0.5 + Math.trunc(i % baseSize)) / baseSize; // center.x normalized to range 0..1\n const cy = (0.5 + Math.trunc(i / baseSize)) / baseSize; // center.y normalized to range 0..1\n const boxOffset = boxIdx[i].map((a) => a * (baseSize / strideSize / inputSize)); // just grab indexes of features with highest scores\n const [x, y] = [\n cx - (scaleBox / strideSize * boxOffset[0]),\n cy - (scaleBox / strideSize * boxOffset[1]),\n ];\n const [w, h] = [\n cx + (scaleBox / strideSize * boxOffset[2]) - x,\n cy + (scaleBox / strideSize * boxOffset[3]) - y,\n ];\n let boxRaw = [x, y, w, h]; // results normalized to range 0..1\n boxRaw = boxRaw.map((a) => Math.max(0, Math.min(a, 1))); // fix out-of-bounds coords\n const box = [ // results normalized to input image pixels\n boxRaw[0] * outputShape[0],\n boxRaw[1] * outputShape[1],\n boxRaw[2] * outputShape[0],\n boxRaw[3] * outputShape[1],\n ];\n const result = {\n id: id++,\n strideSize,\n score,\n class: j + 1,\n label: labels[j].label,\n center: [Math.trunc(outputShape[0] * cx), Math.trunc(outputShape[1] * cy)],\n centerRaw: [cx, cy],\n box: box.map((a) => Math.trunc(a)),\n boxRaw,\n };\n results.push(result);\n }\n }\n }\n });\n }\n // deallocate tensors\n res.forEach((t) => tf.dispose(t));\n\n // normally nms is run on raw results, but since boxes need to be calculated this way we skip calulcation of\n // unnecessary boxes and run nms only on good candidates (basically it just does IOU analysis as scores are already filtered)\n const nmsBoxes = results.map((a) => a.boxRaw);\n const nmsScores = results.map((a) => a.score);\n let nmsIdx: any[] = [];\n if (nmsBoxes && nmsBoxes.length > 0) {\n const nms = await tf.image.nonMaxSuppressionAsync(nmsBoxes, nmsScores, config.object.maxResults, config.object.iouThreshold, config.object.minConfidence);\n nmsIdx = nms.dataSync();\n tf.dispose(nms);\n }\n\n // filter & sort results\n results = results\n .filter((a, idx) => nmsIdx.includes(idx))\n .sort((a, b) => (b.score - a.score));\n\n return results;\n}\n\nexport async function predict(image, config) {\n if (!model) return null;\n // console.log(skipped, config.object.skipFrames, config.videoOptimized, ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)));\n if ((skipped < config.object.skipFrames) && config.videoOptimized && (last.length > 0)) {\n skipped++;\n return last;\n }\n if (config.videoOptimized) skipped = 0;\n else skipped = Number.MAX_SAFE_INTEGER;\n return new Promise(async (resolve) => {\n const outputSize = [image.shape[2], image.shape[1]];\n const resize = tf.image.resizeBilinear(image, [model.inputSize, model.inputSize], false);\n const norm = resize.div(255);\n const transpose = norm.transpose([0, 3, 1, 2]);\n norm.dispose();\n resize.dispose();\n\n let objectT;\n if (!config.profile) {\n if (config.object.enabled) objectT = await model.executeAsync(transpose);\n } else {\n const profileObject = config.object.enabled ? await tf.profile(() => model.executeAsync(transpose)) : {};\n objectT = profileObject.result;\n profile.run('object', profileObject);\n }\n transpose.dispose();\n\n const obj = await process(objectT, model.inputSize, outputSize, config);\n last = obj;\n resolve(obj);\n });\n}\n", "export const labels = [\n { class: 1, label: 'person' },\n { class: 2, label: 'bicycle' },\n { class: 3, label: 'car' },\n { class: 4, label: 'motorcycle' },\n { class: 5, label: 'airplane' },\n { class: 6, label: 'bus' },\n { class: 7, label: 'train' },\n { class: 8, label: 'truck' },\n { class: 9, label: 'boat' },\n { class: 10, label: 'traffic light' },\n { class: 11, label: 'fire hydrant' },\n { class: 12, label: 'stop sign' },\n { class: 13, label: 'parking meter' },\n { class: 14, label: 'bench' },\n { class: 15, label: 'bird' },\n { class: 16, label: 'cat' },\n { class: 17, label: 'dog' },\n { class: 18, label: 'horse' },\n { class: 19, label: 'sheep' },\n { class: 20, label: 'cow' },\n { class: 21, label: 'elephant' },\n { class: 22, label: 'bear' },\n { class: 23, label: 'zebra' },\n { class: 24, label: 'giraffe' },\n { class: 25, label: 'backpack' },\n { class: 26, label: 'umbrella' },\n { class: 27, label: 'handbag' },\n { class: 28, label: 'tie' },\n { class: 29, label: 'suitcase' },\n { class: 30, label: 'frisbee' },\n { class: 31, label: 'skis' },\n { class: 32, label: 'snowboard' },\n { class: 33, label: 'sports ball' },\n { class: 34, label: 'kite' },\n { class: 35, label: 'baseball bat' },\n { class: 36, label: 'baseball glove' },\n { class: 37, label: 'skateboard' },\n { class: 38, label: 'surfboard' },\n { class: 39, label: 'tennis racket' },\n { class: 40, label: 'bottle' },\n { class: 41, label: 'wine glass' },\n { class: 42, label: 'cup' },\n { class: 43, label: 'fork' },\n { class: 44, label: 'knife' },\n { class: 45, label: 'spoon' },\n { class: 46, label: 'bowl' },\n { class: 47, label: 'banana' },\n { class: 48, label: 'apple' },\n { class: 49, label: 'sandwich' },\n { class: 50, label: 'orange' },\n { class: 51, label: 'broccoli' },\n { class: 52, label: 'carrot' },\n { class: 53, label: 'hot dog' },\n { class: 54, label: 'pizza' },\n { class: 55, label: 'donut' },\n { class: 56, label: 'cake' },\n { class: 57, label: 'chair' },\n { class: 58, label: 'couch' },\n { class: 59, label: 'potted plant' },\n { class: 60, label: 'bed' },\n { class: 61, label: 'dining table' },\n { class: 62, label: 'toilet' },\n { class: 63, label: 'tv' },\n { class: 64, label: 'laptop' },\n { class: 65, label: 'mouse' },\n { class: 66, label: 'remote' },\n { class: 67, label: 'keyboard' },\n { class: 68, label: 'cell phone' },\n { class: 69, label: 'microwave' },\n { class: 70, label: 'oven' },\n { class: 71, label: 'toaster' },\n { class: 72, label: 'sink' },\n { class: 73, label: 'refrigerator' },\n { class: 74, label: 'book' },\n { class: 75, label: 'clock' },\n { class: 76, label: 'vase' },\n { class: 77, label: 'scissors' },\n { class: 78, label: 'teddy bear' },\n { class: 79, label: 'hair drier' },\n { class: 80, label: 'toothbrush' },\n];\n", "export const body = (res) => {\n if (!res) return [];\n const gestures: Array<{ body: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n // raising hands\n const leftWrist = res[i].keypoints.find((a) => (a.part === 'leftWrist'));\n const rightWrist = res[i].keypoints.find((a) => (a.part === 'rightWrist'));\n const nose = res[i].keypoints.find((a) => (a.part === 'nose'));\n if (nose && leftWrist && rightWrist && (leftWrist.position.y < nose.position.y) && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'i give up' });\n else if (nose && leftWrist && (leftWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise left hand' });\n else if (nose && rightWrist && (rightWrist.position.y < nose.position.y)) gestures.push({ body: i, gesture: 'raise right hand' });\n\n // leaning\n const leftShoulder = res[i].keypoints.find((a) => (a.part === 'leftShoulder'));\n const rightShoulder = res[i].keypoints.find((a) => (a.part === 'rightShoulder'));\n if (leftShoulder && rightShoulder) gestures.push({ body: i, gesture: `leaning ${(leftShoulder.position.y > rightShoulder.position.y) ? 'left' : 'right'}` });\n }\n return gestures;\n};\n\nexport const face = (res) => {\n if (!res) return [];\n const gestures: Array<{ face: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (res[i].mesh && res[i].mesh.length > 0) {\n const eyeFacing = res[i].mesh[33][2] - res[i].mesh[263][2];\n if (Math.abs(eyeFacing) < 10) gestures.push({ face: i, gesture: 'facing camera' });\n else gestures.push({ face: i, gesture: `facing ${eyeFacing < 0 ? 'right' : 'left'}` });\n const openLeft = Math.abs(res[i].mesh[374][1] - res[i].mesh[386][1]) / Math.abs(res[i].mesh[443][1] - res[i].mesh[450][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openLeft < 0.2) gestures.push({ face: i, gesture: 'blink left eye' });\n const openRight = Math.abs(res[i].mesh[145][1] - res[i].mesh[159][1]) / Math.abs(res[i].mesh[223][1] - res[i].mesh[230][1]); // center of eye inner lid y coord div center of wider eye border y coord\n if (openRight < 0.2) gestures.push({ face: i, gesture: 'blink right eye' });\n const mouthOpen = Math.min(100, 500 * Math.abs(res[i].mesh[13][1] - res[i].mesh[14][1]) / Math.abs(res[i].mesh[10][1] - res[i].mesh[152][1]));\n if (mouthOpen > 10) gestures.push({ face: i, gesture: `mouth ${Math.trunc(mouthOpen)}% open` });\n const chinDepth = res[i].mesh[152][2];\n if (Math.abs(chinDepth) > 10) gestures.push({ face: i, gesture: `head ${chinDepth < 0 ? 'up' : 'down'}` });\n }\n }\n return gestures;\n};\n\nexport const iris = (res) => {\n if (!res) return [];\n const gestures: Array<{ iris: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n if (!res[i].annotations || !res[i].annotations.leftEyeIris || !res[i].annotations.rightEyeIris) continue;\n const sizeXLeft = res[i].annotations.leftEyeIris[3][0] - res[i].annotations.leftEyeIris[1][0];\n const sizeYLeft = res[i].annotations.leftEyeIris[4][1] - res[i].annotations.leftEyeIris[2][1];\n const areaLeft = Math.abs(sizeXLeft * sizeYLeft);\n\n const sizeXRight = res[i].annotations.rightEyeIris[3][0] - res[i].annotations.rightEyeIris[1][0];\n const sizeYRight = res[i].annotations.rightEyeIris[4][1] - res[i].annotations.rightEyeIris[2][1];\n const areaRight = Math.abs(sizeXRight * sizeYRight);\n\n const difference = Math.abs(areaLeft - areaRight) / Math.max(areaLeft, areaRight);\n if (difference < 0.25) gestures.push({ iris: i, gesture: 'looking at camera' });\n }\n return gestures;\n};\n\nexport const hand = (res) => {\n if (!res) return [];\n const gestures: Array<{ hand: number, gesture: string }> = [];\n for (let i = 0; i < res.length; i++) {\n const fingers: Array<{ name: string, position: number }> = [];\n for (const [finger, pos] of Object.entries(res[i]['annotations'])) {\n // @ts-ignore\n if (finger !== 'palmBase') fingers.push({ name: finger.toLowerCase(), position: pos[0] }); // get tip of each finger\n }\n if (fingers && fingers.length > 0) {\n const closest = fingers.reduce((best, a) => (best.position[2] < a.position[2] ? best : a));\n const highest = fingers.reduce((best, a) => (best.position[1] < a.position[1] ? best : a));\n gestures.push({ hand: i, gesture: `${closest.name} forward ${highest.name} up` });\n }\n }\n return gestures;\n};\n", "// @ts-nocheck\n\nimport * as tf from '../../dist/tfjs.esm.js';\nimport * as fxImage from './imagefx';\n\nconst maxSize = 2048;\n// internal temp canvases\nlet inCanvas = null;\nlet outCanvas = null;\n// instance of fximage\nlet fx = null;\n\n// process input image and return tensor\n// input can be tensor, imagedata, htmlimageelement, htmlvideoelement\n// input is resized and run through imagefx filter\nexport function process(input, config): { tensor: tf.Tensor, canvas: OffscreenCanvas | HTMLCanvasElement } {\n let tensor;\n if (!input) throw new Error('Human: Input is missing');\n if (!(input instanceof tf.Tensor) && !(input instanceof ImageData) && !(input instanceof ImageBitmap) && !(input instanceof HTMLVideoElement) && !(input instanceof HTMLCanvasElement) && !(input instanceof OffscreenCanvas)) {\n throw new Error('Human: Input type is not recognized');\n }\n if (input instanceof tf.Tensor) {\n tensor = tf.clone(input);\n } else {\n const originalWidth = input.naturalWidth || input.videoWidth || input.width || (input.shape && (input.shape[1] > 0));\n const originalHeight = input.naturalHeight || input.videoHeight || input.height || (input.shape && (input.shape[2] > 0));\n let targetWidth = originalWidth;\n let targetHeight = originalHeight;\n if (targetWidth > maxSize) {\n targetWidth = maxSize;\n targetHeight = targetWidth * originalHeight / originalWidth;\n }\n if (targetHeight > maxSize) {\n targetHeight = maxSize;\n targetWidth = targetHeight * originalWidth / originalHeight;\n }\n if (config.filter.width > 0) targetWidth = config.filter.width;\n else if (config.filter.height > 0) targetWidth = originalWidth * (config.filter.height / originalHeight);\n if (config.filter.height > 0) targetHeight = config.filter.height;\n else if (config.filter.width > 0) targetHeight = originalHeight * (config.filter.width / originalWidth);\n if (!targetWidth || !targetHeight) throw new Error('Human: Input cannot determine dimension');\n if (!inCanvas || (inCanvas.width !== targetWidth) || (inCanvas.height !== targetHeight)) {\n inCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n if (inCanvas.width !== targetWidth) inCanvas.width = targetWidth;\n if (inCanvas.height !== targetHeight) inCanvas.height = targetHeight;\n }\n const ctx = inCanvas.getContext('2d');\n if (input instanceof ImageData) ctx.putImageData(input, 0, 0);\n else ctx.drawImage(input, 0, 0, originalWidth, originalHeight, 0, 0, inCanvas.width, inCanvas.height);\n if (config.filter.enabled) {\n if (!fx || !outCanvas || (inCanvas.width !== outCanvas.width) || (inCanvas.height !== outCanvas.height)) {\n outCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(inCanvas.width, inCanvas.height) : document.createElement('canvas');\n if (outCanvas.width !== inCanvas.width) outCanvas.width = inCanvas.width;\n if (outCanvas.height !== inCanvas.height) outCanvas.height = inCanvas.height;\n // log('created FX filter');\n fx = tf.ENV.flags.IS_BROWSER ? new fxImage.GLImageFilter({ canvas: outCanvas }) : null; // && (typeof document !== 'undefined')\n }\n if (!fx) return { tensor: null, canvas: inCanvas };\n fx.reset();\n fx.addFilter('brightness', config.filter.brightness); // must have at least one filter enabled\n if (config.filter.contrast !== 0) fx.addFilter('contrast', config.filter.contrast);\n if (config.filter.sharpness !== 0) fx.addFilter('sharpen', config.filter.sharpness);\n if (config.filter.blur !== 0) fx.addFilter('blur', config.filter.blur);\n if (config.filter.saturation !== 0) fx.addFilter('saturation', config.filter.saturation);\n if (config.filter.hue !== 0) fx.addFilter('hue', config.filter.hue);\n if (config.filter.negative) fx.addFilter('negative');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.vintage) fx.addFilter('brownie');\n if (config.filter.sepia) fx.addFilter('sepia');\n if (config.filter.kodachrome) fx.addFilter('kodachrome');\n if (config.filter.technicolor) fx.addFilter('technicolor');\n if (config.filter.polaroid) fx.addFilter('polaroid');\n if (config.filter.pixelate !== 0) fx.addFilter('pixelate', config.filter.pixelate);\n fx.apply(inCanvas);\n // read pixel data\n /*\n const gl = outCanvas.getContext('webgl');\n if (gl) {\n const glBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 4);\n const pixBuffer = new Uint8Array(outCanvas.width * outCanvas.height * 3);\n gl.readPixels(0, 0, outCanvas.width, outCanvas.height, gl.RGBA, gl.UNSIGNED_BYTE, glBuffer);\n // gl returns rbga while we only need rgb, so discarding alpha channel\n // gl returns starting point as lower left, so need to invert vertical\n let i = 0;\n for (let y = outCanvas.height - 1; y >= 0; y--) {\n for (let x = 0; x < outCanvas.width; x++) {\n const index = (x + y * outCanvas.width) * 4;\n pixBuffer[i++] = glBuffer[index + 0];\n pixBuffer[i++] = glBuffer[index + 1];\n pixBuffer[i++] = glBuffer[index + 2];\n }\n }\n outCanvas.data = pixBuffer;\n }\n */\n } else {\n outCanvas = inCanvas;\n if (fx) fx = null;\n }\n let pixels;\n if (outCanvas.data) {\n const shape = [outCanvas.height, outCanvas.width, 3];\n pixels = tf.tensor3d(outCanvas.data, shape, 'int32');\n } else if ((config.backend === 'webgl') || (outCanvas instanceof ImageData)) {\n // tf kernel-optimized method to get imagedata, also if input is imagedata, just use it\n pixels = tf.browser.fromPixels(outCanvas);\n } else {\n // cpu and wasm kernel does not implement efficient fromPixels method nor we can use canvas as-is, so we do a silly one more canvas\n const tempCanvas = (typeof OffscreenCanvas !== 'undefined') ? new OffscreenCanvas(targetWidth, targetHeight) : document.createElement('canvas');\n tempCanvas.width = targetWidth;\n tempCanvas.height = targetHeight;\n const tempCtx = tempCanvas.getContext('2d');\n tempCtx?.drawImage(outCanvas, 0, 0);\n const data = tempCtx?.getImageData(0, 0, targetWidth, targetHeight);\n pixels = tf.browser.fromPixels(data);\n }\n const casted = pixels.toFloat();\n tensor = casted.expandDims(0);\n pixels.dispose();\n casted.dispose();\n }\n const canvas = config.filter.return ? outCanvas : null;\n return { tensor, canvas };\n}\n", "/*\nWebGLImageFilter - MIT Licensed\n2013, Dominic Szablewski - phoboslab.org\n\n*/\n\nfunction GLProgram(gl, vertexSource, fragmentSource) {\n const _collect = function (source, prefix, collection) {\n const r = new RegExp('\\\\b' + prefix + ' \\\\w+ (\\\\w+)', 'ig');\n source.replace(r, (match, name) => {\n collection[name] = 0;\n return match;\n });\n };\n\n const _compile = function (source, type) {\n const shader = gl.createShader(type);\n gl.shaderSource(shader, source);\n gl.compileShader(shader);\n if (!gl.getShaderParameter(shader, gl.COMPILE_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL compile failed', gl.getShaderInfoLog(shader));\n }\n return shader;\n };\n\n this.uniform = {};\n this.attribute = {};\n const _vsh = _compile(vertexSource, gl.VERTEX_SHADER);\n const _fsh = _compile(fragmentSource, gl.FRAGMENT_SHADER);\n this.id = gl.createProgram();\n gl.attachShader(this.id, _vsh);\n gl.attachShader(this.id, _fsh);\n gl.linkProgram(this.id);\n\n if (!gl.getProgramParameter(this.id, gl.LINK_STATUS)) {\n // @ts-ignore\n throw new Error('Filter: GL link failed', gl.getProgramInfoLog(this.id));\n }\n\n gl.useProgram(this.id);\n // Collect attributes\n _collect(vertexSource, 'attribute', this.attribute);\n for (const a in this.attribute) this.attribute[a] = gl.getAttribLocation(this.id, a);\n // Collect uniforms\n _collect(vertexSource, 'uniform', this.uniform);\n _collect(fragmentSource, 'uniform', this.uniform);\n for (const u in this.uniform) this.uniform[u] = gl.getUniformLocation(this.id, u);\n}\n\n// export const GLImageFilter = function (params) {\nexport function GLImageFilter(params) {\n if (!params) params = { };\n let _drawCount = 0;\n let _sourceTexture = null;\n let _lastInChain = false;\n let _currentFramebufferIndex = -1;\n let _tempFramebuffers = [null, null];\n let _filterChain = [];\n let _width = -1;\n let _height = -1;\n let _vertexBuffer = null;\n let _currentProgram = null;\n const _filter = {};\n const _canvas = params.canvas || document.createElement('canvas');\n // key is the shader program source, value is the compiled program\n const _shaderProgramCache = { };\n const DRAW = { INTERMEDIATE: 1 };\n const gl = _canvas.getContext('webgl');\n if (!gl) throw new Error('Filter: getContext() failed');\n\n this.addFilter = function (name) {\n // eslint-disable-next-line prefer-rest-params\n const args = Array.prototype.slice.call(arguments, 1);\n const filter = _filter[name];\n _filterChain.push({ func: filter, args });\n };\n\n this.reset = function () {\n _filterChain = [];\n };\n\n const _resize = function (width, height) {\n // Same width/height? Nothing to do here\n if (width === _width && height === _height) { return; }\n _canvas.width = width;\n _width = width;\n _canvas.height = height;\n _height = height;\n // Create the context if we don't have it yet\n if (!_vertexBuffer) {\n // Create the vertex buffer for the two triangles [x, y, u, v] * 6\n const vertices = new Float32Array([\n -1, -1, 0, 1, 1, -1, 1, 1, -1, 1, 0, 0,\n -1, 1, 0, 0, 1, -1, 1, 1, 1, 1, 1, 0,\n ]);\n // eslint-disable-next-line no-unused-expressions\n (_vertexBuffer = gl.createBuffer(), gl.bindBuffer(gl.ARRAY_BUFFER, _vertexBuffer));\n gl.bufferData(gl.ARRAY_BUFFER, vertices, gl.STATIC_DRAW);\n gl.pixelStorei(gl.UNPACK_PREMULTIPLY_ALPHA_WEBGL, true);\n }\n gl.viewport(0, 0, _width, _height);\n // Delete old temp framebuffers\n _tempFramebuffers = [null, null];\n };\n\n const _createFramebufferTexture = function (width, height) {\n const fbo = gl.createFramebuffer();\n gl.bindFramebuffer(gl.FRAMEBUFFER, fbo);\n const renderbuffer = gl.createRenderbuffer();\n gl.bindRenderbuffer(gl.RENDERBUFFER, renderbuffer);\n const texture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, texture);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, width, height, 0, gl.RGBA, gl.UNSIGNED_BYTE, null);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.LINEAR);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.framebufferTexture2D(gl.FRAMEBUFFER, gl.COLOR_ATTACHMENT0, gl.TEXTURE_2D, texture, 0);\n gl.bindTexture(gl.TEXTURE_2D, null);\n gl.bindFramebuffer(gl.FRAMEBUFFER, null);\n return { fbo, texture };\n };\n\n const _getTempFramebuffer = function (index) {\n // @ts-ignore\n _tempFramebuffers[index] = _tempFramebuffers[index] || _createFramebufferTexture(_width, _height);\n return _tempFramebuffers[index];\n };\n\n const _draw = function (flags = null) {\n let source = null;\n let target = null;\n let flipY = false;\n // Set up the source\n if (_drawCount === 0) {\n // First draw call - use the source texture\n source = _sourceTexture;\n } else {\n // All following draw calls use the temp buffer last drawn to\n // @ts-ignore\n source = _getTempFramebuffer(_currentFramebufferIndex)?.texture;\n }\n _drawCount++;\n // Set up the target\n if (_lastInChain && !(flags & DRAW.INTERMEDIATE)) {\n // Last filter in our chain - draw directly to the WebGL Canvas. We may\n // also have to flip the image vertically now\n target = null;\n flipY = _drawCount % 2 === 0;\n } else {\n // Intermediate draw call - get a temp buffer to draw to\n _currentFramebufferIndex = (_currentFramebufferIndex + 1) % 2;\n // @ts-ignore\n target = _getTempFramebuffer(_currentFramebufferIndex)?.fbo;\n }\n // Bind the source and target and draw the two triangles\n gl.bindTexture(gl.TEXTURE_2D, source);\n gl.bindFramebuffer(gl.FRAMEBUFFER, target);\n gl.uniform1f(_currentProgram.uniform.flipY, (flipY ? -1 : 1));\n gl.drawArrays(gl.TRIANGLES, 0, 6);\n };\n\n this.apply = function (image) {\n _resize(image.width, image.height);\n _drawCount = 0;\n // Create the texture for the input image if we haven't yet\n if (!_sourceTexture) _sourceTexture = gl.createTexture();\n gl.bindTexture(gl.TEXTURE_2D, _sourceTexture);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_S, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_WRAP_T, gl.CLAMP_TO_EDGE);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MIN_FILTER, gl.NEAREST);\n gl.texParameteri(gl.TEXTURE_2D, gl.TEXTURE_MAG_FILTER, gl.NEAREST);\n gl.texImage2D(gl.TEXTURE_2D, 0, gl.RGBA, gl.RGBA, gl.UNSIGNED_BYTE, image);\n // No filters? Just draw\n if (_filterChain.length === 0) {\n // const program = _compileShader(SHADER.FRAGMENT_IDENTITY);\n _draw();\n return _canvas;\n }\n for (let i = 0; i < _filterChain.length; i++) {\n _lastInChain = (i === _filterChain.length - 1);\n const f = _filterChain[i];\n f.func.apply(this, f.args || []);\n }\n return _canvas;\n };\n\n const _compileShader = function (fragmentSource) {\n if (_shaderProgramCache[fragmentSource]) {\n _currentProgram = _shaderProgramCache[fragmentSource];\n gl.useProgram(_currentProgram.id);\n return _currentProgram;\n }\n // Compile shaders\n const SHADER = {};\n SHADER.VERTEX_IDENTITY = [\n 'precision highp float;',\n 'attribute vec2 pos;',\n 'attribute vec2 uv;',\n 'varying vec2 vUv;',\n 'uniform float flipY;',\n 'void main(void) {',\n 'vUv = uv;',\n 'gl_Position = vec4(pos.x, pos.y*flipY, 0.0, 1.);',\n '}',\n ].join('\\n');\n SHADER.FRAGMENT_IDENTITY = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'void main(void) {',\n 'gl_FragColor = texture2D(texture, vUv);',\n '}',\n ].join('\\n');\n _currentProgram = new GLProgram(gl, SHADER.VERTEX_IDENTITY, fragmentSource);\n const floatSize = Float32Array.BYTES_PER_ELEMENT;\n const vertSize = 4 * floatSize;\n gl.enableVertexAttribArray(_currentProgram.attribute.pos);\n gl.vertexAttribPointer(_currentProgram.attribute.pos, 2, gl.FLOAT, false, vertSize, 0 * floatSize);\n gl.enableVertexAttribArray(_currentProgram.attribute.uv);\n gl.vertexAttribPointer(_currentProgram.attribute.uv, 2, gl.FLOAT, false, vertSize, 2 * floatSize);\n _shaderProgramCache[fragmentSource] = _currentProgram;\n return _currentProgram;\n };\n\n // -------------------------------------------------------------------------\n // Color Matrix Filter\n _filter.colorMatrix = function (matrix) {\n // Create a Float32 Array and normalize the offset component to 0-1\n const m = new Float32Array(matrix);\n m[4] /= 255;\n m[9] /= 255;\n m[14] /= 255;\n m[19] /= 255;\n // Can we ignore the alpha value? Makes things a bit faster.\n const shader = (m[18] === 1 && m[3] === 0 && m[8] === 0 && m[13] === 0 && m[15] === 0 && m[16] === 0 && m[17] === 0 && m[19] === 0)\n ? _filter.colorMatrix.SHADER.WITHOUT_ALPHA\n : _filter.colorMatrix.SHADER.WITH_ALPHA;\n const program = _compileShader(shader);\n gl.uniform1fv(program.uniform.m, m);\n _draw();\n };\n _filter.colorMatrix.SHADER = {};\n _filter.colorMatrix.SHADER.WITH_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[3] * c.a + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[8] * c.a + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[13] * c.a + m[14];',\n 'gl_FragColor.a = m[15] * c.r + m[16] * c.g + m[17] * c.b + m[18] * c.a + m[19];',\n '}',\n ].join('\\n');\n _filter.colorMatrix.SHADER.WITHOUT_ALPHA = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform float m[20];',\n 'void main(void) {',\n 'vec4 c = texture2D(texture, vUv);',\n 'gl_FragColor.r = m[0] * c.r + m[1] * c.g + m[2] * c.b + m[4];',\n 'gl_FragColor.g = m[5] * c.r + m[6] * c.g + m[7] * c.b + m[9];',\n 'gl_FragColor.b = m[10] * c.r + m[11] * c.g + m[12] * c.b + m[14];',\n 'gl_FragColor.a = c.a;',\n '}',\n ].join('\\n');\n\n _filter.brightness = function (brightness) {\n const b = (brightness || 0) + 1;\n _filter.colorMatrix([\n b, 0, 0, 0, 0,\n 0, b, 0, 0, 0,\n 0, 0, b, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.saturation = function (amount) {\n const x = (amount || 0) * 2 / 3 + 1;\n const y = ((x - 1) * -0.5);\n _filter.colorMatrix([\n x, y, y, 0, 0,\n y, x, y, 0, 0,\n y, y, x, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturate = function () {\n _filter.saturation(-1);\n };\n\n _filter.contrast = function (amount) {\n const v = (amount || 0) + 1;\n const o = -128 * (v - 1);\n\n _filter.colorMatrix([\n v, 0, 0, 0, o,\n 0, v, 0, 0, o,\n 0, 0, v, 0, o,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.negative = function () {\n _filter.contrast(-2);\n };\n\n _filter.hue = function (rotation) {\n rotation = (rotation || 0) / 180 * Math.PI;\n const cos = Math.cos(rotation);\n const sin = Math.sin(rotation);\n const lumR = 0.213;\n const lumG = 0.715;\n const lumB = 0.072;\n\n _filter.colorMatrix([\n lumR + cos * (1 - lumR) + sin * (-lumR), lumG + cos * (-lumG) + sin * (-lumG), lumB + cos * (-lumB) + sin * (1 - lumB), 0, 0,\n lumR + cos * (-lumR) + sin * (0.143), lumG + cos * (1 - lumG) + sin * (0.140), lumB + cos * (-lumB) + sin * (-0.283), 0, 0,\n lumR + cos * (-lumR) + sin * (-(1 - lumR)), lumG + cos * (-lumG) + sin * (lumG), lumB + cos * (1 - lumB) + sin * (lumB), 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.desaturateLuminance = function () {\n _filter.colorMatrix([\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0.2764723, 0.9297080, 0.0938197, 0, -37.1,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.sepia = function () {\n _filter.colorMatrix([\n 0.393, 0.7689999, 0.18899999, 0, 0,\n 0.349, 0.6859999, 0.16799999, 0, 0,\n 0.272, 0.5339999, 0.13099999, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.brownie = function () {\n _filter.colorMatrix([\n 0.5997023498159715, 0.34553243048391263, -0.2708298674538042, 0, 47.43192855600873,\n -0.037703249837783157, 0.8609577587992641, 0.15059552388459913, 0, -36.96841498319127,\n 0.24113635128153335, -0.07441037908422492, 0.44972182064877153, 0, -7.562075277591283,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.vintagePinhole = function () {\n _filter.colorMatrix([\n 0.6279345635605994, 0.3202183420819367, -0.03965408211312453, 0, 9.651285835294123,\n 0.02578397704808868, 0.6441188644374771, 0.03259127616149294, 0, 7.462829176470591,\n 0.0466055556782719, -0.0851232987247891, 0.5241648018700465, 0, 5.159190588235296,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.kodachrome = function () {\n _filter.colorMatrix([\n 1.1285582396593525, -0.3967382283601348, -0.03992559172921793, 0, 63.72958762196502,\n -0.16404339962244616, 1.0835251566291304, -0.05498805115633132, 0, 24.732407896706203,\n -0.16786010706155763, -0.5603416277695248, 1.6014850761964943, 0, 35.62982807460946,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.technicolor = function () {\n _filter.colorMatrix([\n 1.9125277891456083, -0.8545344976951645, -0.09155508482755585, 0, 11.793603434377337,\n -0.3087833385928097, 1.7658908555458428, -0.10601743074722245, 0, -70.35205161461398,\n -0.231103377548616, -0.7501899197440212, 1.847597816108189, 0, 30.950940869491138,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.polaroid = function () {\n _filter.colorMatrix([\n 1.438, -0.062, -0.062, 0, 0,\n -0.122, 1.378, -0.122, 0, 0,\n -0.016, -0.016, 1.483, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n _filter.shiftToBGR = function () {\n _filter.colorMatrix([\n 0, 0, 1, 0, 0,\n 0, 1, 0, 0, 0,\n 1, 0, 0, 0, 0,\n 0, 0, 0, 1, 0,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Convolution Filter\n _filter.convolution = function (matrix) {\n const m = new Float32Array(matrix);\n const pixelSizeX = 1 / _width;\n const pixelSizeY = 1 / _height;\n const program = _compileShader(_filter.convolution.SHADER);\n gl.uniform1fv(program.uniform.m, m);\n gl.uniform2f(program.uniform.px, pixelSizeX, pixelSizeY);\n _draw();\n };\n\n _filter.convolution.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'uniform float m[9];',\n 'void main(void) {',\n 'vec4 c11 = texture2D(texture, vUv - px);', // top left\n 'vec4 c12 = texture2D(texture, vec2(vUv.x, vUv.y - px.y));', // top center\n 'vec4 c13 = texture2D(texture, vec2(vUv.x + px.x, vUv.y - px.y));', // top right\n 'vec4 c21 = texture2D(texture, vec2(vUv.x - px.x, vUv.y) );', // mid left\n 'vec4 c22 = texture2D(texture, vUv);', // mid center\n 'vec4 c23 = texture2D(texture, vec2(vUv.x + px.x, vUv.y) );', // mid right\n 'vec4 c31 = texture2D(texture, vec2(vUv.x - px.x, vUv.y + px.y) );', // bottom left\n 'vec4 c32 = texture2D(texture, vec2(vUv.x, vUv.y + px.y) );', // bottom center\n 'vec4 c33 = texture2D(texture, vUv + px );', // bottom right\n 'gl_FragColor = ',\n 'c11 * m[0] + c12 * m[1] + c22 * m[2] +',\n 'c21 * m[3] + c22 * m[4] + c23 * m[5] +',\n 'c31 * m[6] + c32 * m[7] + c33 * m[8];',\n 'gl_FragColor.a = c22.a;',\n '}',\n ].join('\\n');\n\n _filter.detectEdges = function () {\n _filter.convolution.call(this, [\n 0, 1, 0,\n 1, -4, 1,\n 0, 1, 0,\n ]);\n };\n\n _filter.sobelX = function () {\n _filter.convolution.call(this, [\n -1, 0, 1,\n -2, 0, 2,\n -1, 0, 1,\n ]);\n };\n\n _filter.sobelY = function () {\n _filter.convolution.call(this, [\n -1, -2, -1,\n 0, 0, 0,\n 1, 2, 1,\n ]);\n };\n\n _filter.sharpen = function (amount) {\n const a = amount || 1;\n _filter.convolution.call(this, [\n 0, -1 * a, 0,\n -1 * a, 1 + 4 * a, -1 * a,\n 0, -1 * a, 0,\n ]);\n };\n\n _filter.emboss = function (size) {\n const s = size || 1;\n _filter.convolution.call(this, [\n -2 * s, -1 * s, 0,\n -1 * s, 1, 1 * s,\n 0, 1 * s, 2 * s,\n ]);\n };\n\n // -------------------------------------------------------------------------\n // Blur Filter\n _filter.blur = function (size) {\n const blurSizeX = (size / 7) / _width;\n const blurSizeY = (size / 7) / _height;\n const program = _compileShader(_filter.blur.SHADER);\n // Vertical\n gl.uniform2f(program.uniform.px, 0, blurSizeY);\n _draw(DRAW.INTERMEDIATE);\n // Horizontal\n gl.uniform2f(program.uniform.px, blurSizeX, 0);\n _draw();\n };\n\n _filter.blur.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform sampler2D texture;',\n 'uniform vec2 px;',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-7.0*px.x, -7.0*px.y))*0.0044299121055113265;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-6.0*px.x, -6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-5.0*px.x, -5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-4.0*px.x, -4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-3.0*px.x, -3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-2.0*px.x, -2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2(-1.0*px.x, -1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv )*0.159576912161;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 1.0*px.x, 1.0*px.y))*0.147308056121;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 2.0*px.x, 2.0*px.y))*0.115876621105;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 3.0*px.x, 3.0*px.y))*0.0776744219933;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 4.0*px.x, 4.0*px.y))*0.0443683338718;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 5.0*px.x, 5.0*px.y))*0.0215963866053;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 6.0*px.x, 6.0*px.y))*0.00895781211794;',\n 'gl_FragColor += texture2D(texture, vUv + vec2( 7.0*px.x, 7.0*px.y))*0.0044299121055113265;',\n '}',\n ].join('\\n');\n\n // -------------------------------------------------------------------------\n // Pixelate Filter\n _filter.pixelate = function (size) {\n const blurSizeX = (size) / _width;\n const blurSizeY = (size) / _height;\n const program = _compileShader(_filter.pixelate.SHADER);\n // Horizontal\n gl.uniform2f(program.uniform.size, blurSizeX, blurSizeY);\n _draw();\n };\n\n _filter.pixelate.SHADER = [\n 'precision highp float;',\n 'varying vec2 vUv;',\n 'uniform vec2 size;',\n 'uniform sampler2D texture;',\n 'vec2 pixelate(vec2 coord, vec2 size) {',\n 'return floor( coord / size ) * size;',\n '}',\n 'void main(void) {',\n 'gl_FragColor = vec4(0.0);',\n 'vec2 coord = pixelate(vUv, size);',\n 'gl_FragColor += texture2D(texture, coord);',\n '}',\n ].join('\\n');\n}\n", "import { defaults } from '../config';\nimport { TRI468 as triangulation } from '../blazeface/coords';\n\nexport const drawOptions = {\n color: 'rgba(173, 216, 230, 0.3)', // 'lightblue' with light alpha channel\n labelColor: 'rgba(173, 216, 230, 1)', // 'lightblue' with dark alpha channel\n shadowColor: 'black',\n font: 'small-caps 16px \"Segoe UI\"',\n lineHeight: 20,\n lineWidth: 6,\n pointSize: 2,\n roundRect: 28,\n drawPoints: false,\n drawLabels: true,\n drawBoxes: true,\n drawPolygons: true,\n fillPolygons: false,\n useDepth: true,\n useCurves: false,\n bufferedOutput: false,\n useRawBoxes: false,\n};\n\nfunction point(ctx, x, y, z = null) {\n ctx.fillStyle = drawOptions.useDepth && z ? `rgba(${127.5 + (2 * (z || 0))}, ${127.5 - (2 * (z || 0))}, 255, 0.3)` : drawOptions.color;\n ctx.beginPath();\n ctx.arc(x, y, drawOptions.pointSize, 0, 2 * Math.PI);\n ctx.fill();\n}\n\nfunction rect(ctx, x, y, width, height) {\n ctx.beginPath();\n if (drawOptions.useCurves) {\n const cx = (x + x + width) / 2;\n const cy = (y + y + height) / 2;\n ctx.ellipse(cx, cy, width / 2, height / 2, 0, 0, 2 * Math.PI);\n } else {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.moveTo(x + drawOptions.roundRect, y);\n ctx.lineTo(x + width - drawOptions.roundRect, y);\n ctx.quadraticCurveTo(x + width, y, x + width, y + drawOptions.roundRect);\n ctx.lineTo(x + width, y + height - drawOptions.roundRect);\n ctx.quadraticCurveTo(x + width, y + height, x + width - drawOptions.roundRect, y + height);\n ctx.lineTo(x + drawOptions.roundRect, y + height);\n ctx.quadraticCurveTo(x, y + height, x, y + height - drawOptions.roundRect);\n ctx.lineTo(x, y + drawOptions.roundRect);\n ctx.quadraticCurveTo(x, y, x + drawOptions.roundRect, y);\n ctx.closePath();\n }\n ctx.stroke();\n}\n\nfunction lines(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n ctx.beginPath();\n ctx.moveTo(points[0][0], points[0][1]);\n for (const pt of points) {\n ctx.strokeStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.fillStyle = drawOptions.useDepth && pt[2] ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.3)` : drawOptions.color;\n ctx.lineTo(pt[0], parseInt(pt[1]));\n }\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nfunction curves(ctx, points: number[] = []) {\n if (points === undefined || points.length === 0) return;\n if (!drawOptions.useCurves || points.length <= 2) {\n lines(ctx, points);\n return;\n }\n ctx.moveTo(points[0][0], points[0][1]);\n for (let i = 0; i < points.length - 2; i++) {\n const xc = (points[i][0] + points[i + 1][0]) / 2;\n const yc = (points[i][1] + points[i + 1][1]) / 2;\n ctx.quadraticCurveTo(points[i][0], points[i][1], xc, yc);\n }\n ctx.quadraticCurveTo(points[points.length - 2][0], points[points.length - 2][1], points[points.length - 1][0], points[points.length - 1][1]);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.closePath();\n ctx.fill();\n }\n}\n\nexport async function gesture(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.font = drawOptions.font;\n ctx.fillStyle = drawOptions.color;\n let i = 1;\n for (let j = 0; j < result.length; j++) {\n let where:any[] = [];\n let what:any[] = [];\n [where, what] = Object.entries(result[j]);\n if ((what.length > 1) && (what[1].length > 0)) {\n const person = where[1] > 0 ? `#${where[1]}` : '';\n const label = `${where[0]} ${person}: ${what[1]}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, 8, 2 + (i * drawOptions.lineHeight));\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, 6, 0 + (i * drawOptions.lineHeight));\n i += 1;\n }\n }\n}\n\nexport async function face(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n for (const f of result) {\n ctx.font = drawOptions.font;\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.drawBoxes) {\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * f.boxRaw[0], inCanvas.height * f.boxRaw[1], inCanvas.width * f.boxRaw[2], inCanvas.height * f.boxRaw[3]);\n else rect(ctx, f.box[0], f.box[1], f.box[2], f.box[3]);\n }\n // silly hack since fillText does not suport new line\n const labels:string[] = [];\n labels.push(`face confidence: ${Math.trunc(100 * f.confidence)}%`);\n if (f.genderConfidence) labels.push(`${f.gender || ''} ${Math.trunc(100 * f.genderConfidence)}% confident`);\n // if (f.genderConfidence) labels.push(f.gender);\n if (f.age) labels.push(`age: ${f.age || ''}`);\n if (f.iris) labels.push(`iris distance: ${f.iris}`);\n if (f.emotion && f.emotion.length > 0) {\n const emotion = f.emotion.map((a) => `${Math.trunc(100 * a.score)}% ${a.emotion}`);\n labels.push(emotion.join(' '));\n }\n if (f.rotation && f.rotation.angle && f.rotation.angle.roll) labels.push(`roll: ${Math.trunc(100 * f.rotation.angle.roll) / 100} yaw:${Math.trunc(100 * f.rotation.angle.yaw) / 100} pitch:${Math.trunc(100 * f.rotation.angle.pitch) / 100}`);\n if (labels.length === 0) labels.push('face');\n ctx.fillStyle = drawOptions.color;\n for (let i = labels.length - 1; i >= 0; i--) {\n const x = Math.max(f.box[0], 0);\n const y = i * drawOptions.lineHeight + f.box[1];\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(labels[i], x + 5, y + 16);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(labels[i], x + 4, y + 15);\n }\n ctx.lineWidth = 1;\n if (f.mesh && f.mesh.length > 0) {\n if (drawOptions.drawPoints) {\n for (const pt of f.mesh) point(ctx, pt[0], pt[1], pt[2]);\n // for (const pt of f.meshRaw) point(ctx, pt[0] * inCanvas.offsetWidth, pt[1] * inCanvas.offsetHeight, pt[2]);\n }\n if (drawOptions.drawPolygons) {\n ctx.lineWidth = 1;\n for (let i = 0; i < triangulation.length / 3; i++) {\n const points = [\n triangulation[i * 3 + 0],\n triangulation[i * 3 + 1],\n triangulation[i * 3 + 2],\n ].map((index) => f.mesh[index]);\n lines(ctx, points);\n }\n // iris: array[center, left, top, right, bottom]\n if (f.annotations && f.annotations.leftEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.leftEyeIris[3][0] - f.annotations.leftEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.leftEyeIris[4][1] - f.annotations.leftEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.leftEyeIris[0][0], f.annotations.leftEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n if (f.annotations && f.annotations.rightEyeIris) {\n ctx.strokeStyle = drawOptions.useDepth ? 'rgba(255, 200, 255, 0.3)' : drawOptions.color;\n ctx.beginPath();\n const sizeX = Math.abs(f.annotations.rightEyeIris[3][0] - f.annotations.rightEyeIris[1][0]) / 2;\n const sizeY = Math.abs(f.annotations.rightEyeIris[4][1] - f.annotations.rightEyeIris[2][1]) / 2;\n ctx.ellipse(f.annotations.rightEyeIris[0][0], f.annotations.rightEyeIris[0][1], sizeX, sizeY, 0, 0, 2 * Math.PI);\n ctx.stroke();\n if (drawOptions.fillPolygons) {\n ctx.fillStyle = drawOptions.useDepth ? 'rgba(255, 255, 200, 0.3)' : drawOptions.color;\n ctx.fill();\n }\n }\n }\n }\n }\n}\n\nconst lastDrawnPose:any[] = [];\nexport async function body(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n for (let i = 0; i < result.length; i++) {\n // result[i].keypoints = result[i].keypoints.filter((a) => a.score > 0.5);\n if (!lastDrawnPose[i] && drawOptions.bufferedOutput) lastDrawnPose[i] = { ...result[i] };\n ctx.strokeStyle = drawOptions.color;\n ctx.lineWidth = drawOptions.lineWidth;\n if (drawOptions.drawPoints) {\n for (let pt = 0; pt < result[i].keypoints.length; pt++) {\n ctx.fillStyle = drawOptions.useDepth && result[i].keypoints[pt].position.z ? `rgba(${127.5 + (2 * result[i].keypoints[pt].position.z)}, ${127.5 - (2 * result[i].keypoints[pt].position.z)}, 255, 0.5)` : drawOptions.color;\n if (drawOptions.bufferedOutput) {\n lastDrawnPose[i].keypoints[pt][0] = (lastDrawnPose[i].keypoints[pt][0] + result[i].keypoints[pt].position.x) / 2;\n lastDrawnPose[i].keypoints[pt][1] = (lastDrawnPose[i].keypoints[pt][1] + result[i].keypoints[pt].position.y) / 2;\n point(ctx, lastDrawnPose[i].keypoints[pt][0], lastDrawnPose[i].keypoints[pt][1]);\n } else {\n point(ctx, result[i].keypoints[pt].position.x, result[i].keypoints[pt].position.y);\n }\n }\n }\n if (drawOptions.drawLabels) {\n ctx.font = drawOptions.font;\n if (result[i].keypoints) {\n for (const pt of result[i].keypoints) {\n ctx.fillStyle = drawOptions.useDepth && pt.position.z ? `rgba(${127.5 + (2 * pt.position.z)}, ${127.5 - (2 * pt.position.z)}, 255, 0.5)` : drawOptions.color;\n ctx.fillText(`${pt.part}`, pt.position.x + 4, pt.position.y + 4);\n }\n }\n }\n if (drawOptions.drawPolygons && result[i].keypoints) {\n let part;\n const points: any[] = [];\n // shoulder line\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // torso main\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n if (points.length === 4) lines(ctx, points); // only draw if we have complete torso\n // leg left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // leg right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightHip');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightKnee');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightAnkle');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightHeel');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightFoot');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm left\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'leftShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'leftPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // arm right\n points.length = 0;\n part = result[i].keypoints.find((a) => a.part === 'rightShoulder');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightElbow');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightWrist');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n part = result[i].keypoints.find((a) => a.part === 'rightPalm');\n if (part && part.score > defaults.body.scoreThreshold) points.push([part.position.x, part.position.y]);\n curves(ctx, points);\n // draw all\n }\n }\n}\n\nexport async function hand(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText('hand', h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText('hand', h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n if (drawOptions.drawPoints) {\n if (h.landmarks && h.landmarks.length > 0) {\n for (const pt of h.landmarks) {\n ctx.fillStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * pt[2])}, ${127.5 - (2 * pt[2])}, 255, 0.5)` : drawOptions.color;\n point(ctx, pt[0], pt[1]);\n }\n }\n }\n if (drawOptions.drawPolygons) {\n const addPart = (part) => {\n if (!part) return;\n for (let i = 0; i < part.length; i++) {\n ctx.lineWidth = drawOptions.lineWidth;\n ctx.beginPath();\n ctx.strokeStyle = drawOptions.useDepth ? `rgba(${127.5 + (2 * part[i][2])}, ${127.5 - (2 * part[i][2])}, 255, 0.5)` : drawOptions.color;\n ctx.moveTo(part[i > 0 ? i - 1 : 0][0], part[i > 0 ? i - 1 : 0][1]);\n ctx.lineTo(part[i][0], part[i][1]);\n ctx.stroke();\n }\n };\n addPart(h.annotations.indexFinger);\n addPart(h.annotations.middleFinger);\n addPart(h.annotations.ringFinger);\n addPart(h.annotations.pinky);\n addPart(h.annotations.thumb);\n // addPart(hand.annotations.palmBase);\n }\n }\n}\n\nexport async function object(inCanvas: HTMLCanvasElement, result: Array) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n const ctx = inCanvas.getContext('2d');\n if (!ctx) return;\n ctx.lineJoin = 'round';\n ctx.font = drawOptions.font;\n for (const h of result) {\n if (drawOptions.drawBoxes) {\n ctx.strokeStyle = drawOptions.color;\n ctx.fillStyle = drawOptions.color;\n if (drawOptions.useRawBoxes) rect(ctx, inCanvas.width * h.boxRaw[0], inCanvas.height * h.boxRaw[1], inCanvas.width * h.boxRaw[2], inCanvas.height * h.boxRaw[3]);\n else rect(ctx, h.box[0], h.box[1], h.box[2], h.box[3]);\n if (drawOptions.drawLabels) {\n const label = `${Math.round(100 * h.score)}% ${h.label}`;\n if (drawOptions.shadowColor && drawOptions.shadowColor !== '') {\n ctx.fillStyle = drawOptions.shadowColor;\n ctx.fillText(label, h.box[0] + 3, 1 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.fillStyle = drawOptions.labelColor;\n ctx.fillText(label, h.box[0] + 2, 0 + h.box[1] + drawOptions.lineHeight, h.box[2]);\n }\n ctx.stroke();\n }\n }\n}\n\nexport async function canvas(inCanvas: HTMLCanvasElement, outCanvas: HTMLCanvasElement) {\n if (!inCanvas || !outCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement) || !(outCanvas instanceof HTMLCanvasElement)) return;\n const outCtx = inCanvas.getContext('2d');\n outCtx?.drawImage(inCanvas, 0, 0);\n}\n\nexport async function all(inCanvas: HTMLCanvasElement, result:any) {\n if (!result || !inCanvas) return;\n if (!(inCanvas instanceof HTMLCanvasElement)) return;\n face(inCanvas, result.face);\n body(inCanvas, result.body);\n hand(inCanvas, result.hand);\n gesture(inCanvas, result.gesture);\n object(inCanvas, result.object);\n}\n", "/* eslint-disable indent */\n/* eslint-disable no-multi-spaces */\n\n/**\n * Configuration interface definition for **Human** library\n *\n * Contains all configurable parameters\n */\nexport interface Config {\n backend: string,\n wasmPath: string,\n debug: boolean,\n async: boolean,\n profile: boolean,\n deallocate: boolean,\n scoped: boolean,\n videoOptimized: boolean,\n warmup: string,\n filter: {\n enabled: boolean,\n width: number,\n height: number,\n return: boolean,\n brightness: number,\n contrast: number,\n sharpness: number,\n blur: number\n saturation: number,\n hue: number,\n negative: boolean,\n sepia: boolean,\n vintage: boolean,\n kodachrome: boolean,\n technicolor: boolean,\n polaroid: boolean,\n pixelate: number,\n },\n gesture: {\n enabled: boolean,\n },\n face: {\n enabled: boolean,\n detector: {\n modelPath: string,\n rotation: boolean,\n maxFaces: number,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n return: boolean,\n },\n mesh: {\n enabled: boolean,\n modelPath: string,\n },\n iris: {\n enabled: boolean,\n modelPath: string,\n },\n description: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n age: {\n enabled: boolean,\n modelPath: string,\n skipFrames: number,\n },\n gender: {\n enabled: boolean,\n minConfidence: number,\n modelPath: string,\n skipFrames: number,\n },\n emotion: {\n enabled: boolean,\n minConfidence: number,\n skipFrames: number,\n modelPath: string,\n },\n embedding: {\n enabled: boolean,\n modelPath: string,\n },\n },\n body: {\n enabled: boolean,\n modelPath: string,\n maxDetections: number,\n scoreThreshold: number,\n nmsRadius: number,\n },\n hand: {\n enabled: boolean,\n rotation: boolean,\n skipFrames: number,\n skipInitial: boolean,\n minConfidence: number,\n iouThreshold: number,\n scoreThreshold: number,\n maxHands: number,\n landmarks: boolean,\n detector: {\n modelPath: string,\n },\n skeleton: {\n modelPath: string,\n },\n },\n object: {\n enabled: boolean,\n modelPath: string,\n minConfidence: number,\n iouThreshold: number,\n maxResults: number,\n skipFrames: number,\n },\n}\n\nconst config: Config = {\n backend: 'webgl', // select tfjs backend to use\n // can be 'webgl', 'wasm', 'cpu', or 'humangl' which is a custom version of webgl\n // leave as empty string to continue using default backend\n // when backend is set outside of Human library\n wasmPath: '../assets/', // path for wasm binaries\n // only used for backend: wasm\n debug: true, // print additional status messages to console\n async: true, // execute enabled models in parallel\n // this disables per-model performance data but\n // slightly increases performance\n // cannot be used if profiling is enabled\n profile: false, // enable tfjs profiling\n // this has significant performance impact\n // only enable for debugging purposes\n // currently only implemented for age,gender,emotion models\n deallocate: false, // aggresively deallocate gpu memory after each usage\n // only valid for webgl backend and only during first call\n // cannot be changed unless library is reloaded\n // this has significant performance impact\n // only enable on low-memory devices\n scoped: false, // enable scoped runs\n // some models *may* have memory leaks,\n // this wrapps everything in a local scope at a cost of performance\n // typically not needed\n videoOptimized: true, // perform additional optimizations when input is video,\n // must be disabled for images\n // basically this skips object box boundary detection for every n frames\n // while maintaining in-box detection since objects cannot move that fast\n warmup: 'face', // what to use for human.warmup(), can be 'none', 'face', 'full'\n // warmup pre-initializes all models for faster inference but can take\n // significant time on startup\n filter: {\n enabled: true, // enable image pre-processing filters\n width: 0, // resize input width\n height: 0, // resize input height\n // if both width and height are set to 0, there is no resizing\n // if just one is set, second one is scaled automatically\n // if both are set, values are used as-is\n return: true, // return processed canvas imagedata in result\n brightness: 0, // range: -1 (darken) to 1 (lighten)\n contrast: 0, // range: -1 (reduce contrast) to 1 (increase contrast)\n sharpness: 0, // range: 0 (no sharpening) to 1 (maximum sharpening)\n blur: 0, // range: 0 (no blur) to N (blur radius in pixels)\n saturation: 0, // range: -1 (reduce saturation) to 1 (increase saturation)\n hue: 0, // range: 0 (no change) to 360 (hue rotation in degrees)\n negative: false, // image negative\n sepia: false, // image sepia colors\n vintage: false, // image vintage colors\n kodachrome: false, // image kodachrome colors\n technicolor: false, // image technicolor colors\n polaroid: false, // image polaroid camera effect\n pixelate: 0, // range: 0 (no pixelate) to N (number of pixels to pixelate)\n },\n\n gesture: {\n enabled: true, // enable simple gesture recognition\n },\n\n face: {\n enabled: true, // controls if specified modul is enabled\n // face.enabled is required for all face models:\n // detector, mesh, iris, age, gender, emotion\n // (note: module is not loaded until it is required)\n detector: {\n modelPath: '../models/blazeface-back.json',\n rotation: false, // use best-guess rotated face image or just box with rotation as-is\n // false means higher performance, but incorrect mesh mapping if face angle is above 20 degrees\n // this parameter is not valid in nodejs\n maxFaces: 10, // maximum number of faces detected in the input\n // should be set to the minimum number for performance\n skipFrames: 21, // how many frames to go without re-running the face bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated face analysis as the head probably hasn't moved much\n // in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.2, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much in\n // non-maximum suppression (0.1 means drop if overlap 10%)\n scoreThreshold: 0.2, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression,\n // this is applied on detection objects only and before minConfidence\n return: false, // return extracted face as tensor\n },\n\n mesh: {\n enabled: true,\n modelPath: '../models/facemesh.json',\n },\n\n iris: {\n enabled: true,\n modelPath: '../models/iris.json',\n },\n\n description: {\n enabled: true, // to improve accuracy of face description extraction it is\n // recommended to enable detector.rotation and mesh.enabled\n modelPath: '../models/faceres.json',\n skipFrames: 31, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n emotion: {\n enabled: true,\n minConfidence: 0.1, // threshold for discarding a prediction\n skipFrames: 32, // how many frames to go without re-running the detector\n modelPath: '../models/emotion.json',\n },\n\n age: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/age.json',\n skipFrames: 33, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n gender: {\n enabled: false, // obsolete, replaced by description module\n minConfidence: 0.1, // threshold for discarding a prediction\n modelPath: '../models/gender.json',\n skipFrames: 34, // how many frames to go without re-running the detector\n // only used for video inputs\n },\n\n embedding: {\n enabled: false, // obsolete, replaced by description module\n modelPath: '../models/mobileface.json',\n },\n },\n\n body: {\n enabled: true,\n modelPath: '../models/posenet.json', // can be 'posenet', 'blazepose' or 'efficientpose'\n // 'blazepose' and 'efficientpose' are experimental\n maxDetections: 10, // maximum number of people detected in the input\n // should be set to the minimum number for performance\n // only valid for posenet as blazepose only detects single pose\n scoreThreshold: 0.3, // threshold for deciding when to remove boxes based on score\n // in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n nmsRadius: 20, // radius for deciding points are too close in non-maximum suppression\n // only valid for posenet as blazepose only detects single pose\n },\n\n hand: {\n enabled: true,\n rotation: false, // use best-guess rotated hand image or just box with rotation as-is\n // false means higher performance, but incorrect finger mapping if hand is inverted\n skipFrames: 12, // how many frames to go without re-running the hand bounding box detector\n // only used for video inputs\n // e.g., if model is running st 25 FPS, we can re-use existing bounding\n // box for updated hand skeleton analysis as the hand probably\n // hasn't moved much in short time (10 * 1/25 = 0.25 sec)\n skipInitial: false, // if previous detection resulted in no faces detected,\n // should skipFrames be reset immediately\n minConfidence: 0.1, // threshold for discarding a prediction\n iouThreshold: 0.1, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n scoreThreshold: 0.5, // threshold for deciding when to remove boxes based on\n // score in non-maximum suppression\n maxHands: 1, // maximum number of hands detected in the input\n // should be set to the minimum number for performance\n landmarks: true, // detect hand landmarks or just hand boundary box\n detector: {\n modelPath: '../models/handdetect.json',\n },\n skeleton: {\n modelPath: '../models/handskeleton.json',\n },\n },\n\n object: {\n enabled: false,\n modelPath: '../models/nanodet.json',\n // 'nanodet' is experimental\n minConfidence: 0.20, // threshold for discarding a prediction\n iouThreshold: 0.40, // threshold for deciding whether boxes overlap too much\n // in non-maximum suppression\n maxResults: 10, // maximum number of objects detected in the input\n skipFrames: 41, // how many frames to go without re-running the detector\n },\n};\nexport { config as defaults };\n", "// data:image/jpeg;base64,\nexport const face = 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"names": [] } diff --git a/dist/tfjs.esm.js b/dist/tfjs.esm.js index 627e1cdf..f13a0bd0 100644 --- a/dist/tfjs.esm.js +++ b/dist/tfjs.esm.js @@ -5,28878 +5,31 @@ author: ' */ -var __create = Object.create; -var __defProp = Object.defineProperty; -var __getProtoOf = Object.getPrototypeOf; -var __hasOwnProp = Object.prototype.hasOwnProperty; -var __getOwnPropNames = Object.getOwnPropertyNames; -var __getOwnPropDesc = Object.getOwnPropertyDescriptor; -var __markAsModule = (target) => __defProp(target, "__esModule", {value: true}); -var __commonJS = (cb, mod4) => () => (mod4 || cb((mod4 = {exports: {}}).exports, mod4), mod4.exports); -var __export = (target, all4) => { - for (var name in all4) - __defProp(target, name, {get: all4[name], enumerable: true}); -}; -var __exportStar = (target, module, desc) => { - if (module && typeof module === "object" || typeof module === "function") { - for (let key of __getOwnPropNames(module)) - if (!__hasOwnProp.call(target, key) && key !== "default") - __defProp(target, key, {get: () => module[key], enumerable: !(desc = __getOwnPropDesc(module, key)) || desc.enumerable}); - } - return target; -}; -var __toModule = (module) => { - return __exportStar(__markAsModule(__defProp(module != null ? __create(__getProtoOf(module)) : {}, "default", module && module.__esModule && "default" in module ? {get: () => module.default, enumerable: true} : {value: module, enumerable: true})), module); -}; - -// (disabled):node_modules/.pnpm/node-fetch@2.6.1/node_modules/node-fetch/browser.js -var require_browser = __commonJS(() => { -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/alea.js -var require_alea = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data) { - data = data.toString(); - for (var i = 0; i < data.length; i++) { - n += data.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/xor128.js -var require_xor128 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/xorwow.js -var require_xorwow = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/xorshift7.js -var require_xorshift7 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/xor4096.js -var require_xor4096 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/lib/tychei.js -var require_tychei = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// (disabled):crypto -var require_crypto = __commonJS(() => { -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/seedrandom.js -var require_seedrandom = __commonJS((exports, module) => { - (function(pool3, math) { - var global2 = this, width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - math["seed" + rngname] = seedrandom5; - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } - })([], Math); -}); - -// node_modules/.pnpm/seedrandom@2.4.3/node_modules/seedrandom/index.js -var require_seedrandom2 = __commonJS((exports, module) => { - var alea5 = require_alea(); - var xor128 = require_xor128(); - var xorwow = require_xorwow(); - var xorshift7 = require_xorshift7(); - var xor4096 = require_xor4096(); - var tychei = require_tychei(); - var sr = require_seedrandom(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; -}); - -// (disabled):path -var require_path = __commonJS(() => { -}); - -// (disabled):worker_threads -var require_worker_threads = __commonJS(() => { -}); - -// (disabled):perf_hooks -var require_perf_hooks = __commonJS(() => { -}); - -// node_modules/.pnpm/@tensorflow/tfjs-backend-wasm@3.3.0_@tensorflow+tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-backend-wasm/wasm-out/tfjs-backend-wasm-threaded-simd.js -var require_tfjs_backend_wasm_threaded_simd = __commonJS((exports, module) => { - var WasmBackendModuleThreadedSimd = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModuleThreadedSimd2) { - WasmBackendModuleThreadedSimd2 = WasmBackendModuleThreadedSimd2 || {}; - function GROWABLE_HEAP_I8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP8; - } - function GROWABLE_HEAP_U8() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU8; - } - function GROWABLE_HEAP_I32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAP32; - } - function GROWABLE_HEAP_U32() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPU32; - } - function GROWABLE_HEAP_F64() { - if (wasmMemory.buffer != buffer2) { - updateGlobalBufferAndViews(wasmMemory.buffer); - } - return HEAPF64; - } - var Module = typeof WasmBackendModuleThreadedSimd2 !== "undefined" ? WasmBackendModuleThreadedSimd2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var ENVIRONMENT_IS_PTHREAD = Module["ENVIRONMENT_IS_PTHREAD"] || false; - if (ENVIRONMENT_IS_PTHREAD) { - buffer2 = Module["buffer"]; - } - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - var nodeWorkerThreads; - try { - nodeWorkerThreads = require_worker_threads(); - } catch (e) { - console.error('The "worker_threads" module is not supported in this node.js build - perhaps a newer version is needed?'); - throw e; - } - global.Worker = nodeWorkerThreads.Worker; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data = read(f, "binary"); - assert3(typeof data === "object"); - return data; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (typeof _scriptDir !== "undefined" && _scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - if (ENVIRONMENT_IS_NODE) { - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - } else { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - if (ENVIRONMENT_IS_NODE) { - if (typeof performance === "undefined") { - global.performance = require_perf_hooks().performance; - } - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var Atomics_load = Atomics.load; - var Atomics_store = Atomics.store; - var Atomics_compareExchange = Atomics.compareExchange; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var wasmModule; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var str = ""; - while (!(idx >= endIdx)) { - var u0 = heap[idx++]; - if (!u0) - return str; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(GROWABLE_HEAP_U8(), ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, GROWABLE_HEAP_U8(), outPtr, maxBytesToWrite); - } - function lengthBytesUTF8(str) { - var len = 0; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) - u = 65536 + ((u & 1023) << 10) | str.charCodeAt(++i) & 1023; - if (u <= 127) - ++len; - else if (u <= 2047) - len += 2; - else if (u <= 65535) - len += 3; - else - len += 4; - } - return len; - } - function writeArrayToMemory(array2, buffer3) { - GROWABLE_HEAP_I8().set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - if (ENVIRONMENT_IS_PTHREAD) { - wasmMemory = Module["wasmMemory"]; - buffer2 = Module["buffer"]; - } else { - if (Module["wasmMemory"]) { - wasmMemory = Module["wasmMemory"]; - } else { - wasmMemory = new WebAssembly.Memory({initial: INITIAL_MEMORY / 65536, maximum: 2147483648 / 65536, shared: true}); - if (!(wasmMemory.buffer instanceof SharedArrayBuffer)) { - err("requested a shared WebAssembly.Memory but the returned buffer is not a SharedArrayBuffer, indicating that while the browser has SharedArrayBuffer it does not have WebAssembly threads support - you may need to set a flag"); - if (ENVIRONMENT_IS_NODE) { - console.log("(on node you may need: --experimental-wasm-threads --experimental-wasm-bulk-memory and also use a recent version)"); - } - throw Error("bad memory"); - } - } - } - if (wasmMemory) { - buffer2 = wasmMemory.buffer; - } - INITIAL_MEMORY = buffer2.byteLength; - updateGlobalBufferAndViews(buffer2); - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATEXIT__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - var runtimeExited = false; - if (!ENVIRONMENT_IS_PTHREAD) - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - if (ENVIRONMENT_IS_PTHREAD) - runtimeInitialized = true; - function preRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - if (ENVIRONMENT_IS_PTHREAD) - return; - callRuntimeCallbacks(__ATMAIN__); - } - function exitRuntime() { - if (ENVIRONMENT_IS_PTHREAD) - return; - runtimeExited = true; - } - function postRun() { - if (ENVIRONMENT_IS_PTHREAD) - return; - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - assert3(!ENVIRONMENT_IS_PTHREAD, "addRunDependency cannot be used in a pthread worker"); - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - if (ENVIRONMENT_IS_PTHREAD) - console.error("Pthread aborting at " + new Error().stack); - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm-threaded-simd.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmTable = Module["asm"]["F"]; - wasmModule = module2; - if (!ENVIRONMENT_IS_PTHREAD) { - var numWorkersToLoad = PThread.unusedWorkers.length; - PThread.unusedWorkers.forEach(function(w) { - PThread.loadWasmModuleToWorker(w, function() { - if (!--numWorkersToLoad) - removeRunDependency("wasm-instantiate"); - }); - }); - } - } - if (!ENVIRONMENT_IS_PTHREAD) { - addRunDependency("wasm-instantiate"); - } - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"], output["module"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - var ASM_CONSTS = {8991: function($0, $1) { - setTimeout(function() { - __emscripten_do_dispatch_to_thread($0, $1); - }, 0); - }}; - function initPthreadsJS() { - PThread.initRuntime(); - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _emscripten_futex_wake(addr, count2) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true || count2 < 0) - return -28; - if (count2 == 0) - return 0; - if (count2 >= 2147483647) - count2 = Infinity; - var mainThreadWaitAddress = Atomics.load(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2); - var mainThreadWoken = 0; - if (mainThreadWaitAddress == addr) { - var loadedAddr = Atomics.compareExchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, mainThreadWaitAddress, 0); - if (loadedAddr == mainThreadWaitAddress) { - --count2; - mainThreadWoken = 1; - if (count2 <= 0) - return 1; - } - } - var ret = Atomics.notify(GROWABLE_HEAP_I32(), addr >> 2, count2); - if (ret >= 0) - return ret + mainThreadWoken; - throw "Atomics.notify returned an unexpected value " + ret; - } - Module["_emscripten_futex_wake"] = _emscripten_futex_wake; - function killThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! killThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in killThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.terminate(); - PThread.freeThreadData(pthread); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(pthread.worker), 1); - pthread.worker.pthread = void 0; - } - function cancelThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cancelThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cancelThread!"; - var pthread = PThread.pthreads[pthread_ptr]; - pthread.worker.postMessage({cmd: "cancel"}); - } - function cleanupThread(pthread_ptr) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! cleanupThread() can only ever be called from main application thread!"; - if (!pthread_ptr) - throw "Internal Error! Null pthread_ptr in cleanupThread!"; - GROWABLE_HEAP_I32()[pthread_ptr + 12 >> 2] = 0; - var pthread = PThread.pthreads[pthread_ptr]; - if (pthread) { - var worker = pthread.worker; - PThread.returnWorkerToPool(worker); - } - } - var PThread = {unusedWorkers: [], runningWorkers: [], initMainThreadBlock: function() { - var pthreadPoolSize = 8; - for (var i = 0; i < pthreadPoolSize; ++i) { - PThread.allocateUnusedWorker(); - } - }, initRuntime: function() { - var tb = _malloc(228); - for (var i = 0; i < 228 / 4; ++i) - GROWABLE_HEAP_U32()[tb / 4 + i] = 0; - GROWABLE_HEAP_I32()[tb + 12 >> 2] = tb; - var headPtr = tb + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var tlsMemory = _malloc(512); - for (var i = 0; i < 128; ++i) - GROWABLE_HEAP_U32()[tlsMemory / 4 + i] = 0; - Atomics.store(GROWABLE_HEAP_U32(), tb + 100 >> 2, tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tb + 40 >> 2, tb); - __emscripten_thread_init(tb, !ENVIRONMENT_IS_WORKER, 1); - _emscripten_register_main_browser_thread_id(tb); - }, initWorker: function() { - }, pthreads: {}, threadExitHandlers: [], setThreadStatus: function() { - }, runExitHandlers: function() { - while (PThread.threadExitHandlers.length > 0) { - PThread.threadExitHandlers.pop()(); - } - if (ENVIRONMENT_IS_PTHREAD && _pthread_self()) - ___pthread_tsd_run_dtors(); - }, threadExit: function(exitCode) { - var tb = _pthread_self(); - if (tb) { - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, exitCode); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 56 >> 2, 1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 60 >> 2, 0); - PThread.runExitHandlers(); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exit"}); - } - } - }, threadCancel: function() { - PThread.runExitHandlers(); - var tb = _pthread_self(); - Atomics.store(GROWABLE_HEAP_U32(), tb + 4 >> 2, -1); - Atomics.store(GROWABLE_HEAP_U32(), tb + 0 >> 2, 1); - _emscripten_futex_wake(tb + 0, 2147483647); - __emscripten_thread_init(0, 0, 0); - postMessage({cmd: "cancelDone"}); - }, terminateAllThreads: function() { - for (var t in PThread.pthreads) { - var pthread = PThread.pthreads[t]; - if (pthread && pthread.worker) { - PThread.returnWorkerToPool(pthread.worker); - } - } - PThread.pthreads = {}; - for (var i = 0; i < PThread.unusedWorkers.length; ++i) { - var worker = PThread.unusedWorkers[i]; - worker.terminate(); - } - PThread.unusedWorkers = []; - for (var i = 0; i < PThread.runningWorkers.length; ++i) { - var worker = PThread.runningWorkers[i]; - var pthread = worker.pthread; - PThread.freeThreadData(pthread); - worker.terminate(); - } - PThread.runningWorkers = []; - }, freeThreadData: function(pthread) { - if (!pthread) - return; - if (pthread.threadInfoStruct) { - var tlsMemory = GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2]; - GROWABLE_HEAP_I32()[pthread.threadInfoStruct + 100 >> 2] = 0; - _free(tlsMemory); - _free(pthread.threadInfoStruct); - } - pthread.threadInfoStruct = 0; - if (pthread.allocatedOwnStack && pthread.stackBase) - _free(pthread.stackBase); - pthread.stackBase = 0; - if (pthread.worker) - pthread.worker.pthread = null; - }, returnWorkerToPool: function(worker) { - PThread.runWithoutMainThreadQueuedCalls(function() { - delete PThread.pthreads[worker.pthread.threadInfoStruct]; - PThread.unusedWorkers.push(worker); - PThread.runningWorkers.splice(PThread.runningWorkers.indexOf(worker), 1); - PThread.freeThreadData(worker.pthread); - worker.pthread = void 0; - }); - }, runWithoutMainThreadQueuedCalls: function(func2) { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 0; - try { - func2(); - } finally { - GROWABLE_HEAP_I32()[__emscripten_allow_main_runtime_queued_calls >> 2] = 1; - } - }, receiveObjectTransfer: function(data) { - }, loadWasmModuleToWorker: function(worker, onFinishedLoading) { - worker.onmessage = function(e) { - var d = e["data"]; - var cmd = d["cmd"]; - if (worker.pthread) - PThread.currentProxiedOperationCallerThread = worker.pthread.threadInfoStruct; - if (d["targetThread"] && d["targetThread"] != _pthread_self()) { - var thread = PThread.pthreads[d.targetThread]; - if (thread) { - thread.worker.postMessage(e.data, d["transferList"]); - } else { - console.error('Internal error! Worker sent a message "' + cmd + '" to target pthread ' + d["targetThread"] + ", but that thread no longer exists!"); - } - PThread.currentProxiedOperationCallerThread = void 0; - return; - } - if (cmd === "processQueuedMainThreadWork") { - _emscripten_main_thread_process_queued_calls(); - } else if (cmd === "spawnThread") { - spawnThread(e.data); - } else if (cmd === "cleanupThread") { - cleanupThread(d["thread"]); - } else if (cmd === "killThread") { - killThread(d["thread"]); - } else if (cmd === "cancelThread") { - cancelThread(d["thread"]); - } else if (cmd === "loaded") { - worker.loaded = true; - if (onFinishedLoading) - onFinishedLoading(worker); - if (worker.runPthread) { - worker.runPthread(); - delete worker.runPthread; - } - } else if (cmd === "print") { - out("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "printErr") { - err("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "alert") { - alert("Thread " + d["threadId"] + ": " + d["text"]); - } else if (cmd === "exit") { - var detached = worker.pthread && Atomics.load(GROWABLE_HEAP_U32(), worker.pthread.threadInfoStruct + 64 >> 2); - if (detached) { - PThread.returnWorkerToPool(worker); - } - } else if (cmd === "exitProcess") { - try { - exit(d["returnCode"]); - } catch (e2) { - if (e2 instanceof ExitStatus) - return; - throw e2; - } - } else if (cmd === "cancelDone") { - PThread.returnWorkerToPool(worker); - } else if (cmd === "objectTransfer") { - PThread.receiveObjectTransfer(e.data); - } else if (e.data.target === "setimmediate") { - worker.postMessage(e.data); - } else { - err("worker sent an unknown command " + cmd); - } - PThread.currentProxiedOperationCallerThread = void 0; - }; - worker.onerror = function(e) { - err("pthread sent an error! " + e.filename + ":" + e.lineno + ": " + e.message); - }; - if (ENVIRONMENT_IS_NODE) { - worker.on("message", function(data) { - worker.onmessage({data}); - }); - worker.on("error", function(data) { - worker.onerror(data); - }); - worker.on("exit", function(data) { - }); - } - worker.postMessage({cmd: "load", urlOrBlob: Module["mainScriptUrlOrBlob"] || _scriptDir, wasmMemory, wasmModule}); - }, allocateUnusedWorker: function() { - var pthreadMainJs = locateFile("tfjs-backend-wasm-threaded-simd.worker.js"); - PThread.unusedWorkers.push(new Worker(pthreadMainJs)); - }, getNewWorker: function() { - if (PThread.unusedWorkers.length == 0) { - PThread.allocateUnusedWorker(); - PThread.loadWasmModuleToWorker(PThread.unusedWorkers[0]); - } - if (PThread.unusedWorkers.length > 0) - return PThread.unusedWorkers.pop(); - else - return null; - }, busySpinWait: function(msecs) { - var t = performance.now() + msecs; - while (performance.now() < t) { - } - }}; - function establishStackSpace(stackTop, stackMax) { - _emscripten_stack_set_limits(stackTop, stackMax); - stackRestore(stackTop); - } - Module["establishStackSpace"] = establishStackSpace; - function getNoExitRuntime() { - return noExitRuntime; - } - Module["getNoExitRuntime"] = getNoExitRuntime; - function invokeEntryPoint(ptr, arg) { - return wasmTable.get(ptr)(arg); - } - Module["invokeEntryPoint"] = invokeEntryPoint; - function ___assert_fail(condition, filename, line, func2) { - abort("Assertion failed: " + UTF8ToString(condition) + ", at: " + [filename ? UTF8ToString(filename) : "unknown filename", line, func2 ? UTF8ToString(func2) : "unknown function"]); - } - function ___call_main(argc, argv) { - var returnCode = _main(argc, argv); - } - var _emscripten_get_now; - if (ENVIRONMENT_IS_NODE) { - _emscripten_get_now = function() { - var t = process["hrtime"](); - return t[0] * 1e3 + t[1] / 1e6; - }; - } else if (ENVIRONMENT_IS_PTHREAD) { - _emscripten_get_now = function() { - return performance.now() - Module["__performance_now_clock_drift"]; - }; - } else if (typeof dateNow !== "undefined") { - _emscripten_get_now = dateNow; - } else - _emscripten_get_now = function() { - return performance.now(); - }; - function setErrNo(value) { - GROWABLE_HEAP_I32()[___errno_location() >> 2] = value; - return value; - } - function _atexit(func2, arg) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(1, 1, func2, arg); - } - function __emscripten_notify_thread_queue(targetThreadId, mainThreadId) { - if (targetThreadId == mainThreadId) { - postMessage({cmd: "processQueuedMainThreadWork"}); - } else if (ENVIRONMENT_IS_PTHREAD) { - postMessage({targetThread: targetThreadId, cmd: "processThreadQueue"}); - } else { - var pthread = PThread.pthreads[targetThreadId]; - var worker = pthread && pthread.worker; - if (!worker) { - return; - } - worker.postMessage({cmd: "processThreadQueue"}); - } - return 1; - } - function _abort() { - abort(); - } - function _emscripten_asm_const_int(code, sigPtr, argbuf) { - var args = readAsmConstArgs(sigPtr, argbuf); - return ASM_CONSTS[code].apply(null, args); - } - function _emscripten_conditional_set_current_thread_status(expectedStatus, newStatus) { - } - function _emscripten_futex_wait(addr, val, timeout) { - if (addr <= 0 || addr > GROWABLE_HEAP_I8().length || addr & true) - return -28; - if (!ENVIRONMENT_IS_WEB) { - var ret = Atomics.wait(GROWABLE_HEAP_I32(), addr >> 2, val, timeout); - if (ret === "timed-out") - return -73; - if (ret === "not-equal") - return -6; - if (ret === "ok") - return 0; - throw "Atomics.wait returned an unexpected value " + ret; - } else { - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - var tNow = performance.now(); - var tEnd = tNow + timeout; - var lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - while (1) { - tNow = performance.now(); - if (tNow > tEnd) { - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - return -73; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, 0); - if (lastAddr == 0) { - break; - } - _emscripten_main_thread_process_queued_calls(); - if (Atomics.load(GROWABLE_HEAP_I32(), addr >> 2) != val) { - return -6; - } - lastAddr = Atomics.exchange(GROWABLE_HEAP_I32(), __emscripten_main_thread_futex >> 2, addr); - } - return 0; - } - } - function _emscripten_memcpy_big(dest, src, num) { - GROWABLE_HEAP_U8().copyWithin(dest, src, src + num); - } - function _emscripten_num_logical_cores() { - if (ENVIRONMENT_IS_NODE) - return require("os").cpus().length; - return navigator["hardwareConcurrency"]; - } - function _emscripten_proxy_to_main_thread_js(index, sync) { - var numCallArgs = arguments.length - 2; - var stack2 = stackSave(); - var serializedNumCallArgs = numCallArgs; - var args = stackAlloc(serializedNumCallArgs * 8); - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - var arg = arguments[2 + i]; - GROWABLE_HEAP_F64()[b + i] = arg; - } - var ret = _emscripten_run_in_main_runtime_thread_js(index, serializedNumCallArgs, args, sync); - stackRestore(stack2); - return ret; - } - var _emscripten_receive_on_main_thread_js_callArgs = []; - var readAsmConstArgsArray = []; - function readAsmConstArgs(sigPtr, buf) { - readAsmConstArgsArray.length = 0; - var ch; - buf >>= 2; - while (ch = GROWABLE_HEAP_U8()[sigPtr++]) { - var double = ch < 105; - if (double && buf & 1) - buf++; - readAsmConstArgsArray.push(double ? GROWABLE_HEAP_F64()[buf++ >> 1] : GROWABLE_HEAP_I32()[buf]); - ++buf; - } - return readAsmConstArgsArray; - } - function _emscripten_receive_on_main_thread_js(index, numCallArgs, args) { - _emscripten_receive_on_main_thread_js_callArgs.length = numCallArgs; - var b = args >> 3; - for (var i = 0; i < numCallArgs; i++) { - _emscripten_receive_on_main_thread_js_callArgs[i] = GROWABLE_HEAP_F64()[b + i]; - } - var isEmAsmConst = index < 0; - var func2 = !isEmAsmConst ? proxiedFunctionTable[index] : ASM_CONSTS[-index - 1]; - return func2.apply(null, _emscripten_receive_on_main_thread_js_callArgs); - } - function _emscripten_get_heap_size() { - return GROWABLE_HEAP_U8().length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - if (requestedSize <= oldSize) { - return false; - } - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var JSEvents = {inEventHandler: 0, removeAllEventListeners: function() { - for (var i = JSEvents.eventHandlers.length - 1; i >= 0; --i) { - JSEvents._removeHandler(i); - } - JSEvents.eventHandlers = []; - JSEvents.deferredCalls = []; - }, registerRemoveEventListeners: function() { - if (!JSEvents.removeEventListenersRegistered) { - __ATEXIT__.push(JSEvents.removeAllEventListeners); - JSEvents.removeEventListenersRegistered = true; - } - }, deferredCalls: [], deferCall: function(targetFunction, precedence, argsList) { - function arraysHaveEqualContent(arrA, arrB) { - if (arrA.length != arrB.length) - return false; - for (var i2 in arrA) { - if (arrA[i2] != arrB[i2]) - return false; - } - return true; - } - for (var i in JSEvents.deferredCalls) { - var call = JSEvents.deferredCalls[i]; - if (call.targetFunction == targetFunction && arraysHaveEqualContent(call.argsList, argsList)) { - return; - } - } - JSEvents.deferredCalls.push({targetFunction, precedence, argsList}); - JSEvents.deferredCalls.sort(function(x, y) { - return x.precedence < y.precedence; - }); - }, removeDeferredCalls: function(targetFunction) { - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - if (JSEvents.deferredCalls[i].targetFunction == targetFunction) { - JSEvents.deferredCalls.splice(i, 1); - --i; - } - } - }, canPerformEventHandlerRequests: function() { - return JSEvents.inEventHandler && JSEvents.currentEventHandler.allowsDeferredCalls; - }, runDeferredCalls: function() { - if (!JSEvents.canPerformEventHandlerRequests()) { - return; - } - for (var i = 0; i < JSEvents.deferredCalls.length; ++i) { - var call = JSEvents.deferredCalls[i]; - JSEvents.deferredCalls.splice(i, 1); - --i; - call.targetFunction.apply(null, call.argsList); - } - }, eventHandlers: [], removeAllHandlersOnTarget: function(target, eventTypeString) { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == target && (!eventTypeString || eventTypeString == JSEvents.eventHandlers[i].eventTypeString)) { - JSEvents._removeHandler(i--); - } - } - }, _removeHandler: function(i) { - var h = JSEvents.eventHandlers[i]; - h.target.removeEventListener(h.eventTypeString, h.eventListenerFunc, h.useCapture); - JSEvents.eventHandlers.splice(i, 1); - }, registerOrRemoveHandler: function(eventHandler) { - var jsEventHandler = function jsEventHandler2(event) { - ++JSEvents.inEventHandler; - JSEvents.currentEventHandler = eventHandler; - JSEvents.runDeferredCalls(); - eventHandler.handlerFunc(event); - JSEvents.runDeferredCalls(); - --JSEvents.inEventHandler; - }; - if (eventHandler.callbackfunc) { - eventHandler.eventListenerFunc = jsEventHandler; - eventHandler.target.addEventListener(eventHandler.eventTypeString, jsEventHandler, eventHandler.useCapture); - JSEvents.eventHandlers.push(eventHandler); - JSEvents.registerRemoveEventListeners(); - } else { - for (var i = 0; i < JSEvents.eventHandlers.length; ++i) { - if (JSEvents.eventHandlers[i].target == eventHandler.target && JSEvents.eventHandlers[i].eventTypeString == eventHandler.eventTypeString) { - JSEvents._removeHandler(i--); - } - } - } - }, queueEventHandlerOnThread_iiii: function(targetThread, eventHandlerFunc, eventTypeId, eventData, userData) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - GROWABLE_HEAP_I32()[varargs >> 2] = eventTypeId; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = eventData; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = userData; - __emscripten_call_on_thread(0, targetThread, 637534208, eventHandlerFunc, eventData, varargs); - stackRestore(stackTop); - }, getTargetThreadForEventCallback: function(targetThread) { - switch (targetThread) { - case 1: - return 0; - case 2: - return PThread.currentProxiedOperationCallerThread; - default: - return targetThread; - } - }, getNodeNameForTarget: function(target) { - if (!target) - return ""; - if (target == window) - return "#window"; - if (target == screen) - return "#screen"; - return target && target.nodeName ? target.nodeName : ""; - }, fullscreenEnabled: function() { - return document.fullscreenEnabled || document.webkitFullscreenEnabled; - }}; - function stringToNewUTF8(jsString) { - var length = lengthBytesUTF8(jsString) + 1; - var cString = _malloc(length); - stringToUTF8(jsString, cString, length); - return cString; - } - function _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height) { - var stackTop = stackSave(); - var varargs = stackAlloc(12); - var targetCanvasPtr = 0; - if (targetCanvas) { - targetCanvasPtr = stringToNewUTF8(targetCanvas); - } - GROWABLE_HEAP_I32()[varargs >> 2] = targetCanvasPtr; - GROWABLE_HEAP_I32()[varargs + 4 >> 2] = width; - GROWABLE_HEAP_I32()[varargs + 8 >> 2] = height; - __emscripten_call_on_thread(0, targetThread, 657457152, 0, targetCanvasPtr, varargs); - stackRestore(stackTop); - } - function _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, targetCanvas, width, height) { - targetCanvas = targetCanvas ? UTF8ToString(targetCanvas) : ""; - _emscripten_set_offscreencanvas_size_on_target_thread_js(targetThread, targetCanvas, width, height); - } - function maybeCStringToJsString(cString) { - return cString > 2 ? UTF8ToString(cString) : cString; - } - var specialHTMLTargets = [0, typeof document !== "undefined" ? document : 0, typeof window !== "undefined" ? window : 0]; - function findEventTarget(target) { - target = maybeCStringToJsString(target); - var domElement = specialHTMLTargets[target] || (typeof document !== "undefined" ? document.querySelector(target) : void 0); - return domElement; - } - function findCanvasEventTarget(target) { - return findEventTarget(target); - } - function _emscripten_set_canvas_element_size_calling_thread(target, width, height) { - var canvas = findCanvasEventTarget(target); - if (!canvas) - return -4; - if (canvas.canvasSharedPtr) { - GROWABLE_HEAP_I32()[canvas.canvasSharedPtr >> 2] = width; - GROWABLE_HEAP_I32()[canvas.canvasSharedPtr + 4 >> 2] = height; - } - if (canvas.offscreenCanvas || !canvas.controlTransferredOffscreen) { - if (canvas.offscreenCanvas) - canvas = canvas.offscreenCanvas; - var autoResizeViewport = false; - if (canvas.GLctxObject && canvas.GLctxObject.GLctx) { - var prevViewport = canvas.GLctxObject.GLctx.getParameter(2978); - autoResizeViewport = prevViewport[0] === 0 && prevViewport[1] === 0 && prevViewport[2] === canvas.width && prevViewport[3] === canvas.height; - } - canvas.width = width; - canvas.height = height; - if (autoResizeViewport) { - canvas.GLctxObject.GLctx.viewport(0, 0, width, height); - } - } else if (canvas.canvasSharedPtr) { - var targetThread = GROWABLE_HEAP_I32()[canvas.canvasSharedPtr + 8 >> 2]; - _emscripten_set_offscreencanvas_size_on_target_thread(targetThread, target, width, height); - return 1; - } else { - return -4; - } - return 0; - } - function _emscripten_set_canvas_element_size_main_thread(target, width, height) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(2, 1, target, width, height); - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } - function _emscripten_set_canvas_element_size(target, width, height) { - var canvas = findCanvasEventTarget(target); - if (canvas) { - return _emscripten_set_canvas_element_size_calling_thread(target, width, height); - } else { - return _emscripten_set_canvas_element_size_main_thread(target, width, height); - } - } - function _emscripten_set_current_thread_status(newStatus) { - } - function _emscripten_set_thread_name(threadId, name) { - } - function __webgl_enable_ANGLE_instanced_arrays(ctx) { - var ext = ctx.getExtension("ANGLE_instanced_arrays"); - if (ext) { - ctx["vertexAttribDivisor"] = function(index, divisor) { - ext["vertexAttribDivisorANGLE"](index, divisor); - }; - ctx["drawArraysInstanced"] = function(mode, first, count2, primcount) { - ext["drawArraysInstancedANGLE"](mode, first, count2, primcount); - }; - ctx["drawElementsInstanced"] = function(mode, count2, type, indices, primcount) { - ext["drawElementsInstancedANGLE"](mode, count2, type, indices, primcount); - }; - return 1; - } - } - function __webgl_enable_OES_vertex_array_object(ctx) { - var ext = ctx.getExtension("OES_vertex_array_object"); - if (ext) { - ctx["createVertexArray"] = function() { - return ext["createVertexArrayOES"](); - }; - ctx["deleteVertexArray"] = function(vao) { - ext["deleteVertexArrayOES"](vao); - }; - ctx["bindVertexArray"] = function(vao) { - ext["bindVertexArrayOES"](vao); - }; - ctx["isVertexArray"] = function(vao) { - return ext["isVertexArrayOES"](vao); - }; - return 1; - } - } - function __webgl_enable_WEBGL_draw_buffers(ctx) { - var ext = ctx.getExtension("WEBGL_draw_buffers"); - if (ext) { - ctx["drawBuffers"] = function(n, bufs) { - ext["drawBuffersWEBGL"](n, bufs); - }; - return 1; - } - } - function __webgl_enable_WEBGL_multi_draw(ctx) { - return !!(ctx.multiDrawWebgl = ctx.getExtension("WEBGL_multi_draw")); - } - var GL = {counter: 1, buffers: [], programs: [], framebuffers: [], renderbuffers: [], textures: [], uniforms: [], shaders: [], vaos: [], contexts: {}, offscreenCanvases: {}, timerQueriesEXT: [], programInfos: {}, stringCache: {}, unpackAlignment: 4, recordError: function recordError(errorCode) { - if (!GL.lastError) { - GL.lastError = errorCode; - } - }, getNewId: function(table) { - var ret = GL.counter++; - for (var i = table.length; i < ret; i++) { - table[i] = null; - } - return ret; - }, getSource: function(shader, count2, string, length) { - var source = ""; - for (var i = 0; i < count2; ++i) { - var len = length ? GROWABLE_HEAP_I32()[length + i * 4 >> 2] : -1; - source += UTF8ToString(GROWABLE_HEAP_I32()[string + i * 4 >> 2], len < 0 ? void 0 : len); - } - return source; - }, createContext: function(canvas, webGLContextAttributes) { - var ctx = canvas.getContext("webgl", webGLContextAttributes); - if (!ctx) - return 0; - var handle = GL.registerContext(ctx, webGLContextAttributes); - return handle; - }, registerContext: function(ctx, webGLContextAttributes) { - var handle = _malloc(8); - GROWABLE_HEAP_I32()[handle + 4 >> 2] = _pthread_self(); - var context = {handle, attributes: webGLContextAttributes, version: webGLContextAttributes.majorVersion, GLctx: ctx}; - if (ctx.canvas) - ctx.canvas.GLctxObject = context; - GL.contexts[handle] = context; - if (typeof webGLContextAttributes.enableExtensionsByDefault === "undefined" || webGLContextAttributes.enableExtensionsByDefault) { - GL.initExtensions(context); - } - return handle; - }, makeContextCurrent: function(contextHandle) { - GL.currentContext = GL.contexts[contextHandle]; - Module.ctx = GLctx = GL.currentContext && GL.currentContext.GLctx; - return !(contextHandle && !GLctx); - }, getContext: function(contextHandle) { - return GL.contexts[contextHandle]; - }, deleteContext: function(contextHandle) { - if (GL.currentContext === GL.contexts[contextHandle]) - GL.currentContext = null; - if (typeof JSEvents === "object") - JSEvents.removeAllHandlersOnTarget(GL.contexts[contextHandle].GLctx.canvas); - if (GL.contexts[contextHandle] && GL.contexts[contextHandle].GLctx.canvas) - GL.contexts[contextHandle].GLctx.canvas.GLctxObject = void 0; - _free(GL.contexts[contextHandle].handle); - GL.contexts[contextHandle] = null; - }, initExtensions: function(context) { - if (!context) - context = GL.currentContext; - if (context.initExtensionsDone) - return; - context.initExtensionsDone = true; - var GLctx2 = context.GLctx; - __webgl_enable_ANGLE_instanced_arrays(GLctx2); - __webgl_enable_OES_vertex_array_object(GLctx2); - __webgl_enable_WEBGL_draw_buffers(GLctx2); - GLctx2.disjointTimerQueryExt = GLctx2.getExtension("EXT_disjoint_timer_query"); - __webgl_enable_WEBGL_multi_draw(GLctx2); - var exts = GLctx2.getSupportedExtensions() || []; - exts.forEach(function(ext) { - if (ext.indexOf("lose_context") < 0 && ext.indexOf("debug") < 0) { - GLctx2.getExtension(ext); - } - }); - }, populateUniformTable: function(program) { - var p2 = GL.programs[program]; - var ptable = GL.programInfos[program] = {uniforms: {}, maxUniformLength: 0, maxAttributeLength: -1, maxUniformBlockNameLength: -1}; - var utable = ptable.uniforms; - var numUniforms = GLctx.getProgramParameter(p2, 35718); - for (var i = 0; i < numUniforms; ++i) { - var u = GLctx.getActiveUniform(p2, i); - var name = u.name; - ptable.maxUniformLength = Math.max(ptable.maxUniformLength, name.length + 1); - if (name.slice(-1) == "]") { - name = name.slice(0, name.lastIndexOf("[")); - } - var loc = GLctx.getUniformLocation(p2, name); - if (loc) { - var id = GL.getNewId(GL.uniforms); - utable[name] = [u.size, id]; - GL.uniforms[id] = loc; - for (var j = 1; j < u.size; ++j) { - var n = name + "[" + j + "]"; - loc = GLctx.getUniformLocation(p2, n); - id = GL.getNewId(GL.uniforms); - GL.uniforms[id] = loc; - } - } - } - }}; - var __emscripten_webgl_power_preferences = ["default", "low-power", "high-performance"]; - function _emscripten_webgl_do_create_context(target, attributes) { - var a = attributes >> 2; - var powerPreference = GROWABLE_HEAP_I32()[a + (24 >> 2)]; - var contextAttributes = {alpha: !!GROWABLE_HEAP_I32()[a + (0 >> 2)], depth: !!GROWABLE_HEAP_I32()[a + (4 >> 2)], stencil: !!GROWABLE_HEAP_I32()[a + (8 >> 2)], antialias: !!GROWABLE_HEAP_I32()[a + (12 >> 2)], premultipliedAlpha: !!GROWABLE_HEAP_I32()[a + (16 >> 2)], preserveDrawingBuffer: !!GROWABLE_HEAP_I32()[a + (20 >> 2)], powerPreference: __emscripten_webgl_power_preferences[powerPreference], failIfMajorPerformanceCaveat: !!GROWABLE_HEAP_I32()[a + (28 >> 2)], majorVersion: GROWABLE_HEAP_I32()[a + (32 >> 2)], minorVersion: GROWABLE_HEAP_I32()[a + (36 >> 2)], enableExtensionsByDefault: GROWABLE_HEAP_I32()[a + (40 >> 2)], explicitSwapControl: GROWABLE_HEAP_I32()[a + (44 >> 2)], proxyContextToMainThread: GROWABLE_HEAP_I32()[a + (48 >> 2)], renderViaOffscreenBackBuffer: GROWABLE_HEAP_I32()[a + (52 >> 2)]}; - var canvas = findCanvasEventTarget(target); - if (!canvas) { - return 0; - } - if (contextAttributes.explicitSwapControl) { - return 0; - } - var contextHandle = GL.createContext(canvas, contextAttributes); - return contextHandle; - } - function _emscripten_webgl_create_context(a0, a12) { - return _emscripten_webgl_do_create_context(a0, a12); - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = GROWABLE_HEAP_I32()[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(3, 1, fd); - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(4, 1, fd, offset_low, offset_high, whence, newOffset); - } - function _fd_write(fd, iov, iovcnt, pnum) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(5, 1, fd, iov, iovcnt, pnum); - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = GROWABLE_HEAP_I32()[iov + i * 8 >> 2]; - var len = GROWABLE_HEAP_I32()[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, GROWABLE_HEAP_U8()[ptr + j]); - } - num += len; - } - GROWABLE_HEAP_I32()[pnum >> 2] = num; - return 0; - } - function _pthread_cleanup_pop(execute2) { - var routine = PThread.threadExitHandlers.pop(); - if (execute2) - routine(); - } - function _pthread_cleanup_push(routine, arg) { - PThread.threadExitHandlers.push(function() { - wasmTable.get(routine)(arg); - }); - } - function spawnThread(threadParams) { - if (ENVIRONMENT_IS_PTHREAD) - throw "Internal Error! spawnThread() can only ever be called from main application thread!"; - var worker = PThread.getNewWorker(); - if (worker.pthread !== void 0) - throw "Internal error!"; - if (!threadParams.pthread_ptr) - throw "Internal error, no pthread ptr!"; - PThread.runningWorkers.push(worker); - var tlsMemory = _malloc(128 * 4); - for (var i = 0; i < 128; ++i) { - GROWABLE_HEAP_I32()[tlsMemory + i * 4 >> 2] = 0; - } - var stackHigh = threadParams.stackBase + threadParams.stackSize; - var pthread = PThread.pthreads[threadParams.pthread_ptr] = {worker, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize, allocatedOwnStack: threadParams.allocatedOwnStack, threadInfoStruct: threadParams.pthread_ptr}; - var tis = pthread.threadInfoStruct >> 2; - Atomics.store(GROWABLE_HEAP_U32(), tis + (64 >> 2), threadParams.detached); - Atomics.store(GROWABLE_HEAP_U32(), tis + (100 >> 2), tlsMemory); - Atomics.store(GROWABLE_HEAP_U32(), tis + (40 >> 2), pthread.threadInfoStruct); - Atomics.store(GROWABLE_HEAP_U32(), tis + (80 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (76 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 >> 2), threadParams.stackSize); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 8 >> 2), stackHigh); - Atomics.store(GROWABLE_HEAP_U32(), tis + (104 + 12 >> 2), threadParams.detached); - var global_libc = _emscripten_get_global_libc(); - var global_locale = global_libc + 40; - Atomics.store(GROWABLE_HEAP_U32(), tis + (172 >> 2), global_locale); - worker.pthread = pthread; - var msg = {cmd: "run", start_routine: threadParams.startRoutine, arg: threadParams.arg, threadInfoStruct: threadParams.pthread_ptr, stackBase: threadParams.stackBase, stackSize: threadParams.stackSize}; - worker.runPthread = function() { - msg.time = performance.now(); - worker.postMessage(msg, threadParams.transferList); - }; - if (worker.loaded) { - worker.runPthread(); - delete worker.runPthread; - } - } - function _pthread_create(pthread_ptr, attr, start_routine, arg) { - if (typeof SharedArrayBuffer === "undefined") { - err("Current environment does not support SharedArrayBuffer, pthreads are not available!"); - return 6; - } - if (!pthread_ptr) { - err("pthread_create called with a null thread pointer!"); - return 28; - } - var transferList = []; - var error = 0; - if (ENVIRONMENT_IS_PTHREAD && (transferList.length === 0 || error)) { - return _emscripten_sync_run_in_main_thread_4(687865856, pthread_ptr, attr, start_routine, arg); - } - if (error) - return error; - var stackSize = 0; - var stackBase = 0; - var detached = 0; - if (attr && attr != -1) { - stackSize = GROWABLE_HEAP_I32()[attr >> 2]; - stackSize += 81920; - stackBase = GROWABLE_HEAP_I32()[attr + 8 >> 2]; - detached = GROWABLE_HEAP_I32()[attr + 12 >> 2] !== 0; - } else { - stackSize = 2097152; - } - var allocatedOwnStack = stackBase == 0; - if (allocatedOwnStack) { - stackBase = _memalign(16, stackSize); - } else { - stackBase -= stackSize; - assert3(stackBase > 0); - } - var threadInfoStruct = _malloc(228); - for (var i = 0; i < 228 >> 2; ++i) - GROWABLE_HEAP_U32()[(threadInfoStruct >> 2) + i] = 0; - GROWABLE_HEAP_I32()[pthread_ptr >> 2] = threadInfoStruct; - GROWABLE_HEAP_I32()[threadInfoStruct + 12 >> 2] = threadInfoStruct; - var headPtr = threadInfoStruct + 152; - GROWABLE_HEAP_I32()[headPtr >> 2] = headPtr; - var threadParams = {stackBase, stackSize, allocatedOwnStack, detached, startRoutine: start_routine, pthread_ptr: threadInfoStruct, arg, transferList}; - if (ENVIRONMENT_IS_PTHREAD) { - threadParams.cmd = "spawnThread"; - postMessage(threadParams, transferList); - } else { - spawnThread(threadParams); - } - return 0; - } - function _sysconf(name) { - if (ENVIRONMENT_IS_PTHREAD) - return _emscripten_proxy_to_main_thread_js(6, 1, name); - switch (name) { - case 30: - return 16384; - case 85: - var maxHeapSize = 2147483648; - return maxHeapSize / 16384; - case 132: - case 133: - case 12: - case 137: - case 138: - case 15: - case 235: - case 16: - case 17: - case 18: - case 19: - case 20: - case 149: - case 13: - case 10: - case 236: - case 153: - case 9: - case 21: - case 22: - case 159: - case 154: - case 14: - case 77: - case 78: - case 139: - case 82: - case 68: - case 67: - case 164: - case 11: - case 29: - case 47: - case 48: - case 95: - case 52: - case 51: - case 46: - return 200809; - case 27: - case 246: - case 127: - case 128: - case 23: - case 24: - case 160: - case 161: - case 181: - case 182: - case 242: - case 183: - case 184: - case 243: - case 244: - case 245: - case 165: - case 178: - case 179: - case 49: - case 50: - case 168: - case 169: - case 175: - case 170: - case 171: - case 172: - case 97: - case 76: - case 32: - case 173: - case 35: - case 80: - case 81: - case 79: - return -1; - case 176: - case 177: - case 7: - case 155: - case 8: - case 157: - case 125: - case 126: - case 92: - case 93: - case 129: - case 130: - case 131: - case 94: - case 91: - return 1; - case 74: - case 60: - case 69: - case 70: - case 4: - return 1024; - case 31: - case 42: - case 72: - return 32; - case 87: - case 26: - case 33: - return 2147483647; - case 34: - case 1: - return 47839; - case 38: - case 36: - return 99; - case 43: - case 37: - return 2048; - case 0: - return 2097152; - case 3: - return 65536; - case 28: - return 32768; - case 44: - return 32767; - case 75: - return 16384; - case 39: - return 1e3; - case 89: - return 700; - case 71: - return 256; - case 40: - return 255; - case 2: - return 100; - case 180: - return 64; - case 25: - return 20; - case 5: - return 16; - case 6: - return 6; - case 73: - return 4; - case 84: { - if (typeof navigator === "object") - return navigator["hardwareConcurrency"] || 1; - return 1; - } - } - setErrNo(28); - return -1; - } - if (!ENVIRONMENT_IS_PTHREAD) - PThread.initMainThreadBlock(); - var GLctx; - var proxiedFunctionTable = [null, _atexit, _emscripten_set_canvas_element_size_main_thread, _fd_close, _fd_seek, _fd_write, _sysconf]; - var asmLibraryArg = {e: ___assert_fail, r: ___call_main, x: __emscripten_notify_thread_queue, b: _abort, y: _emscripten_asm_const_int, j: _emscripten_conditional_set_current_thread_status, c: _emscripten_futex_wait, d: _emscripten_futex_wake, f: _emscripten_get_now, p: _emscripten_memcpy_big, z: _emscripten_num_logical_cores, u: _emscripten_receive_on_main_thread_js, q: _emscripten_resize_heap, v: _emscripten_set_canvas_element_size, i: _emscripten_set_current_thread_status, t: _emscripten_set_thread_name, w: _emscripten_webgl_create_context, m: _fd_close, n: _fd_seek, g: _fd_write, o: initPthreadsJS, a: wasmMemory || Module["wasmMemory"], k: _pthread_cleanup_pop, l: _pthread_cleanup_push, h: _pthread_create, s: _sysconf}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["La"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["Ma"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["Na"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["Oa"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["Pa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["Qa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["Ra"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["Sa"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Ta"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ua"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Va"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Wa"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Xa"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Ya"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Za"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["_a"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["$a"]).apply(null, arguments); - }; - var ___errno_location = Module["___errno_location"] = function() { - return (___errno_location = Module["___errno_location"] = Module["asm"]["ab"]).apply(null, arguments); - }; - var _emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = function() { - return (_emscripten_get_global_libc = Module["_emscripten_get_global_libc"] = Module["asm"]["bb"]).apply(null, arguments); - }; - var _pthread_self = Module["_pthread_self"] = function() { - return (_pthread_self = Module["_pthread_self"] = Module["asm"]["cb"]).apply(null, arguments); - }; - var ___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = function() { - return (___pthread_tsd_run_dtors = Module["___pthread_tsd_run_dtors"] = Module["asm"]["db"]).apply(null, arguments); - }; - var _emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = function() { - return (_emscripten_main_thread_process_queued_calls = Module["_emscripten_main_thread_process_queued_calls"] = Module["asm"]["eb"]).apply(null, arguments); - }; - var _emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = function() { - return (_emscripten_current_thread_process_queued_calls = Module["_emscripten_current_thread_process_queued_calls"] = Module["asm"]["fb"]).apply(null, arguments); - }; - var _emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = function() { - return (_emscripten_register_main_browser_thread_id = Module["_emscripten_register_main_browser_thread_id"] = Module["asm"]["gb"]).apply(null, arguments); - }; - var __emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = function() { - return (__emscripten_do_dispatch_to_thread = Module["__emscripten_do_dispatch_to_thread"] = Module["asm"]["hb"]).apply(null, arguments); - }; - var _emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = function() { - return (_emscripten_sync_run_in_main_thread_4 = Module["_emscripten_sync_run_in_main_thread_4"] = Module["asm"]["ib"]).apply(null, arguments); - }; - var _emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = function() { - return (_emscripten_run_in_main_runtime_thread_js = Module["_emscripten_run_in_main_runtime_thread_js"] = Module["asm"]["jb"]).apply(null, arguments); - }; - var __emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = function() { - return (__emscripten_call_on_thread = Module["__emscripten_call_on_thread"] = Module["asm"]["kb"]).apply(null, arguments); - }; - var _emscripten_tls_init = Module["_emscripten_tls_init"] = function() { - return (_emscripten_tls_init = Module["_emscripten_tls_init"] = Module["asm"]["lb"]).apply(null, arguments); - }; - var __emscripten_thread_init = Module["__emscripten_thread_init"] = function() { - return (__emscripten_thread_init = Module["__emscripten_thread_init"] = Module["asm"]["mb"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["nb"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["ob"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["pb"]).apply(null, arguments); - }; - var _emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = function() { - return (_emscripten_stack_set_limits = Module["_emscripten_stack_set_limits"] = Module["asm"]["qb"]).apply(null, arguments); - }; - var _memalign = Module["_memalign"] = function() { - return (_memalign = Module["_memalign"] = Module["asm"]["rb"]).apply(null, arguments); - }; - var __emscripten_allow_main_runtime_queued_calls = Module["__emscripten_allow_main_runtime_queued_calls"] = 9880; - var __emscripten_main_thread_futex = Module["__emscripten_main_thread_futex"] = 11368; - Module["cwrap"] = cwrap; - Module["PThread"] = PThread; - Module["PThread"] = PThread; - Module["wasmMemory"] = wasmMemory; - Module["ExitStatus"] = ExitStatus; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - if (ENVIRONMENT_IS_PTHREAD) { - readyPromiseResolve(Module); - postMessage({cmd: "loaded"}); - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run; - function exit(status, implicit) { - if (implicit && noExitRuntime && status === 0) { - return; - } - if (!implicit) { - if (ENVIRONMENT_IS_PTHREAD) { - postMessage({cmd: "exitProcess", returnCode: status}); - throw new ExitStatus(status); - } else { - } - } - if (noExitRuntime) { - } else { - PThread.terminateAllThreads(); - EXITSTATUS = status; - exitRuntime(); - if (Module["onExit"]) - Module["onExit"](status); - ABORT = true; - } - quit_(status, new ExitStatus(status)); - } - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - if (ENVIRONMENT_IS_PTHREAD) { - noExitRuntime = false; - PThread.initWorker(); - } - run(); - return WasmBackendModuleThreadedSimd2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModuleThreadedSimd; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModuleThreadedSimd; - }); - else if (typeof exports === "object") - exports["WasmBackendModuleThreadedSimd"] = WasmBackendModuleThreadedSimd; -}); - -// node_modules/.pnpm/@tensorflow/tfjs-backend-wasm@3.3.0_@tensorflow+tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-backend-wasm/wasm-out/tfjs-backend-wasm.js -var require_tfjs_backend_wasm = __commonJS((exports, module) => { - var WasmBackendModule = function() { - var _scriptDir = typeof document !== "undefined" && document.currentScript ? document.currentScript.src : void 0; - if (typeof __filename !== "undefined") - _scriptDir = _scriptDir || __filename; - return function(WasmBackendModule2) { - WasmBackendModule2 = WasmBackendModule2 || {}; - var Module = typeof WasmBackendModule2 !== "undefined" ? WasmBackendModule2 : {}; - var readyPromiseResolve, readyPromiseReject; - Module["ready"] = new Promise(function(resolve, reject) { - readyPromiseResolve = resolve; - readyPromiseReject = reject; - }); - var moduleOverrides = {}; - var key; - for (key in Module) { - if (Module.hasOwnProperty(key)) { - moduleOverrides[key] = Module[key]; - } - } - var arguments_ = []; - var thisProgram = "./this.program"; - var quit_ = function(status, toThrow) { - throw toThrow; - }; - var ENVIRONMENT_IS_WEB = false; - var ENVIRONMENT_IS_WORKER = false; - var ENVIRONMENT_IS_NODE = false; - var ENVIRONMENT_IS_SHELL = false; - ENVIRONMENT_IS_WEB = typeof window === "object"; - ENVIRONMENT_IS_WORKER = typeof importScripts === "function"; - ENVIRONMENT_IS_NODE = typeof process === "object" && typeof process.versions === "object" && typeof process.versions.node === "string"; - ENVIRONMENT_IS_SHELL = !ENVIRONMENT_IS_WEB && !ENVIRONMENT_IS_NODE && !ENVIRONMENT_IS_WORKER; - var scriptDirectory = ""; - function locateFile(path) { - if (Module["locateFile"]) { - return Module["locateFile"](path, scriptDirectory); - } - return scriptDirectory + path; - } - var read_, readAsync, readBinary, setWindowTitle; - var nodeFS; - var nodePath; - if (ENVIRONMENT_IS_NODE) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = require_path().dirname(scriptDirectory) + "/"; - } else { - scriptDirectory = __dirname + "/"; - } - read_ = function shell_read(filename, binary) { - if (!nodeFS) - nodeFS = require("fs"); - if (!nodePath) - nodePath = require_path(); - filename = nodePath["normalize"](filename); - return nodeFS["readFileSync"](filename, binary ? null : "utf8"); - }; - readBinary = function readBinary2(filename) { - var ret = read_(filename, true); - if (!ret.buffer) { - ret = new Uint8Array(ret); - } - assert3(ret.buffer); - return ret; - }; - if (process["argv"].length > 1) { - thisProgram = process["argv"][1].replace(/\\/g, "/"); - } - arguments_ = process["argv"].slice(2); - process["on"]("uncaughtException", function(ex) { - if (!(ex instanceof ExitStatus)) { - throw ex; - } - }); - process["on"]("unhandledRejection", abort); - quit_ = function(status) { - process["exit"](status); - }; - Module["inspect"] = function() { - return "[Emscripten Module object]"; - }; - } else if (ENVIRONMENT_IS_SHELL) { - if (typeof read != "undefined") { - read_ = function shell_read(f) { - return read(f); - }; - } - readBinary = function readBinary2(f) { - var data; - if (typeof readbuffer === "function") { - return new Uint8Array(readbuffer(f)); - } - data = read(f, "binary"); - assert3(typeof data === "object"); - return data; - }; - if (typeof scriptArgs != "undefined") { - arguments_ = scriptArgs; - } else if (typeof arguments != "undefined") { - arguments_ = arguments; - } - if (typeof quit === "function") { - quit_ = function(status) { - quit(status); - }; - } - if (typeof print !== "undefined") { - if (typeof console === "undefined") - console = {}; - console.log = print; - console.warn = console.error = typeof printErr !== "undefined" ? printErr : print; - } - } else if (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER) { - if (ENVIRONMENT_IS_WORKER) { - scriptDirectory = self.location.href; - } else if (typeof document !== "undefined" && document.currentScript) { - scriptDirectory = document.currentScript.src; - } - if (_scriptDir) { - scriptDirectory = _scriptDir; - } - if (scriptDirectory.indexOf("blob:") !== 0) { - scriptDirectory = scriptDirectory.substr(0, scriptDirectory.lastIndexOf("/") + 1); - } else { - scriptDirectory = ""; - } - { - read_ = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.send(null); - return xhr.responseText; - }; - if (ENVIRONMENT_IS_WORKER) { - readBinary = function(url) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, false); - xhr.responseType = "arraybuffer"; - xhr.send(null); - return new Uint8Array(xhr.response); - }; - } - readAsync = function(url, onload, onerror) { - var xhr = new XMLHttpRequest(); - xhr.open("GET", url, true); - xhr.responseType = "arraybuffer"; - xhr.onload = function() { - if (xhr.status == 200 || xhr.status == 0 && xhr.response) { - onload(xhr.response); - return; - } - onerror(); - }; - xhr.onerror = onerror; - xhr.send(null); - }; - } - setWindowTitle = function(title) { - document.title = title; - }; - } else { - } - var out = Module["print"] || console.log.bind(console); - var err = Module["printErr"] || console.warn.bind(console); - for (key in moduleOverrides) { - if (moduleOverrides.hasOwnProperty(key)) { - Module[key] = moduleOverrides[key]; - } - } - moduleOverrides = null; - if (Module["arguments"]) - arguments_ = Module["arguments"]; - if (Module["thisProgram"]) - thisProgram = Module["thisProgram"]; - if (Module["quit"]) - quit_ = Module["quit"]; - var wasmBinary; - if (Module["wasmBinary"]) - wasmBinary = Module["wasmBinary"]; - var noExitRuntime = Module["noExitRuntime"] || true; - if (typeof WebAssembly !== "object") { - abort("no native wasm support detected"); - } - var wasmMemory; - var ABORT = false; - var EXITSTATUS; - function assert3(condition, text) { - if (!condition) { - abort("Assertion failed: " + text); - } - } - function getCFunc(ident) { - var func2 = Module["_" + ident]; - assert3(func2, "Cannot call unknown function " + ident + ", make sure it is exported"); - return func2; - } - function ccall(ident, returnType, argTypes, args, opts) { - var toC = {string: function(str) { - var ret2 = 0; - if (str !== null && str !== void 0 && str !== 0) { - var len = (str.length << 2) + 1; - ret2 = stackAlloc(len); - stringToUTF8(str, ret2, len); - } - return ret2; - }, array: function(arr) { - var ret2 = stackAlloc(arr.length); - writeArrayToMemory(arr, ret2); - return ret2; - }}; - function convertReturnValue(ret2) { - if (returnType === "string") - return UTF8ToString(ret2); - if (returnType === "boolean") - return Boolean(ret2); - return ret2; - } - var func2 = getCFunc(ident); - var cArgs = []; - var stack2 = 0; - if (args) { - for (var i = 0; i < args.length; i++) { - var converter = toC[argTypes[i]]; - if (converter) { - if (stack2 === 0) - stack2 = stackSave(); - cArgs[i] = converter(args[i]); - } else { - cArgs[i] = args[i]; - } - } - } - var ret = func2.apply(null, cArgs); - ret = convertReturnValue(ret); - if (stack2 !== 0) - stackRestore(stack2); - return ret; - } - function cwrap(ident, returnType, argTypes, opts) { - argTypes = argTypes || []; - var numericArgs = argTypes.every(function(type) { - return type === "number"; - }); - var numericRet = returnType !== "string"; - if (numericRet && numericArgs && !opts) { - return getCFunc(ident); - } - return function() { - return ccall(ident, returnType, argTypes, arguments, opts); - }; - } - var UTF8Decoder = typeof TextDecoder !== "undefined" ? new TextDecoder("utf8") : void 0; - function UTF8ArrayToString(heap, idx, maxBytesToRead) { - var endIdx = idx + maxBytesToRead; - var endPtr = idx; - while (heap[endPtr] && !(endPtr >= endIdx)) - ++endPtr; - if (endPtr - idx > 16 && heap.subarray && UTF8Decoder) { - return UTF8Decoder.decode(heap.subarray(idx, endPtr)); - } else { - var str = ""; - while (idx < endPtr) { - var u0 = heap[idx++]; - if (!(u0 & 128)) { - str += String.fromCharCode(u0); - continue; - } - var u1 = heap[idx++] & 63; - if ((u0 & 224) == 192) { - str += String.fromCharCode((u0 & 31) << 6 | u1); - continue; - } - var u2 = heap[idx++] & 63; - if ((u0 & 240) == 224) { - u0 = (u0 & 15) << 12 | u1 << 6 | u2; - } else { - u0 = (u0 & 7) << 18 | u1 << 12 | u2 << 6 | heap[idx++] & 63; - } - if (u0 < 65536) { - str += String.fromCharCode(u0); - } else { - var ch = u0 - 65536; - str += String.fromCharCode(55296 | ch >> 10, 56320 | ch & 1023); - } - } - } - return str; - } - function UTF8ToString(ptr, maxBytesToRead) { - return ptr ? UTF8ArrayToString(HEAPU8, ptr, maxBytesToRead) : ""; - } - function stringToUTF8Array(str, heap, outIdx, maxBytesToWrite) { - if (!(maxBytesToWrite > 0)) - return 0; - var startIdx = outIdx; - var endIdx = outIdx + maxBytesToWrite - 1; - for (var i = 0; i < str.length; ++i) { - var u = str.charCodeAt(i); - if (u >= 55296 && u <= 57343) { - var u1 = str.charCodeAt(++i); - u = 65536 + ((u & 1023) << 10) | u1 & 1023; - } - if (u <= 127) { - if (outIdx >= endIdx) - break; - heap[outIdx++] = u; - } else if (u <= 2047) { - if (outIdx + 1 >= endIdx) - break; - heap[outIdx++] = 192 | u >> 6; - heap[outIdx++] = 128 | u & 63; - } else if (u <= 65535) { - if (outIdx + 2 >= endIdx) - break; - heap[outIdx++] = 224 | u >> 12; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } else { - if (outIdx + 3 >= endIdx) - break; - heap[outIdx++] = 240 | u >> 18; - heap[outIdx++] = 128 | u >> 12 & 63; - heap[outIdx++] = 128 | u >> 6 & 63; - heap[outIdx++] = 128 | u & 63; - } - } - heap[outIdx] = 0; - return outIdx - startIdx; - } - function stringToUTF8(str, outPtr, maxBytesToWrite) { - return stringToUTF8Array(str, HEAPU8, outPtr, maxBytesToWrite); - } - function writeArrayToMemory(array2, buffer3) { - HEAP8.set(array2, buffer3); - } - function alignUp(x, multiple) { - if (x % multiple > 0) { - x += multiple - x % multiple; - } - return x; - } - var buffer2, HEAP8, HEAPU8, HEAP16, HEAPU16, HEAP32, HEAPU32, HEAPF32, HEAPF64; - function updateGlobalBufferAndViews(buf) { - buffer2 = buf; - Module["HEAP8"] = HEAP8 = new Int8Array(buf); - Module["HEAP16"] = HEAP16 = new Int16Array(buf); - Module["HEAP32"] = HEAP32 = new Int32Array(buf); - Module["HEAPU8"] = HEAPU8 = new Uint8Array(buf); - Module["HEAPU16"] = HEAPU16 = new Uint16Array(buf); - Module["HEAPU32"] = HEAPU32 = new Uint32Array(buf); - Module["HEAPF32"] = HEAPF32 = new Float32Array(buf); - Module["HEAPF64"] = HEAPF64 = new Float64Array(buf); - } - var INITIAL_MEMORY = Module["INITIAL_MEMORY"] || 16777216; - var wasmTable; - var __ATPRERUN__ = []; - var __ATINIT__ = []; - var __ATMAIN__ = []; - var __ATPOSTRUN__ = []; - var runtimeInitialized = false; - __ATINIT__.push({func: function() { - ___wasm_call_ctors(); - }}); - function preRun() { - if (Module["preRun"]) { - if (typeof Module["preRun"] == "function") - Module["preRun"] = [Module["preRun"]]; - while (Module["preRun"].length) { - addOnPreRun(Module["preRun"].shift()); - } - } - callRuntimeCallbacks(__ATPRERUN__); - } - function initRuntime() { - runtimeInitialized = true; - callRuntimeCallbacks(__ATINIT__); - } - function preMain() { - callRuntimeCallbacks(__ATMAIN__); - } - function postRun() { - if (Module["postRun"]) { - if (typeof Module["postRun"] == "function") - Module["postRun"] = [Module["postRun"]]; - while (Module["postRun"].length) { - addOnPostRun(Module["postRun"].shift()); - } - } - callRuntimeCallbacks(__ATPOSTRUN__); - } - function addOnPreRun(cb) { - __ATPRERUN__.unshift(cb); - } - function addOnPostRun(cb) { - __ATPOSTRUN__.unshift(cb); - } - var runDependencies = 0; - var runDependencyWatcher = null; - var dependenciesFulfilled = null; - function addRunDependency(id) { - runDependencies++; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - } - function removeRunDependency(id) { - runDependencies--; - if (Module["monitorRunDependencies"]) { - Module["monitorRunDependencies"](runDependencies); - } - if (runDependencies == 0) { - if (runDependencyWatcher !== null) { - clearInterval(runDependencyWatcher); - runDependencyWatcher = null; - } - if (dependenciesFulfilled) { - var callback = dependenciesFulfilled; - dependenciesFulfilled = null; - callback(); - } - } - } - Module["preloadedImages"] = {}; - Module["preloadedAudios"] = {}; - function abort(what) { - if (Module["onAbort"]) { - Module["onAbort"](what); - } - what += ""; - err(what); - ABORT = true; - EXITSTATUS = 1; - what = "abort(" + what + "). Build with -s ASSERTIONS=1 for more info."; - var e = new WebAssembly.RuntimeError(what); - readyPromiseReject(e); - throw e; - } - function hasPrefix(str, prefix) { - return String.prototype.startsWith ? str.startsWith(prefix) : str.indexOf(prefix) === 0; - } - var dataURIPrefix = "data:application/octet-stream;base64,"; - function isDataURI(filename) { - return hasPrefix(filename, dataURIPrefix); - } - var fileURIPrefix = "file://"; - function isFileURI(filename) { - return hasPrefix(filename, fileURIPrefix); - } - var wasmBinaryFile = "tfjs-backend-wasm.wasm"; - if (!isDataURI(wasmBinaryFile)) { - wasmBinaryFile = locateFile(wasmBinaryFile); - } - function getBinary(file) { - try { - if (file == wasmBinaryFile && wasmBinary) { - return new Uint8Array(wasmBinary); - } - if (readBinary) { - return readBinary(file); - } else { - throw "both async and sync fetching of the wasm failed"; - } - } catch (err2) { - abort(err2); - } - } - function getBinaryPromise() { - if (!wasmBinary && (ENVIRONMENT_IS_WEB || ENVIRONMENT_IS_WORKER)) { - if (typeof fetch === "function" && !isFileURI(wasmBinaryFile)) { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - if (!response["ok"]) { - throw "failed to load wasm binary file at '" + wasmBinaryFile + "'"; - } - return response["arrayBuffer"](); - }).catch(function() { - return getBinary(wasmBinaryFile); - }); - } else { - if (readAsync) { - return new Promise(function(resolve, reject) { - readAsync(wasmBinaryFile, function(response) { - resolve(new Uint8Array(response)); - }, reject); - }); - } - } - } - return Promise.resolve().then(function() { - return getBinary(wasmBinaryFile); - }); - } - function createWasm() { - var info = {a: asmLibraryArg}; - function receiveInstance(instance, module2) { - var exports3 = instance.exports; - Module["asm"] = exports3; - wasmMemory = Module["asm"]["g"]; - updateGlobalBufferAndViews(wasmMemory.buffer); - wasmTable = Module["asm"]["m"]; - removeRunDependency("wasm-instantiate"); - } - addRunDependency("wasm-instantiate"); - function receiveInstantiatedSource(output) { - receiveInstance(output["instance"]); - } - function instantiateArrayBuffer(receiver) { - return getBinaryPromise().then(function(binary) { - return WebAssembly.instantiate(binary, info); - }).then(receiver, function(reason) { - err("failed to asynchronously prepare wasm: " + reason); - abort(reason); - }); - } - function instantiateAsync() { - if (!wasmBinary && typeof WebAssembly.instantiateStreaming === "function" && !isDataURI(wasmBinaryFile) && !isFileURI(wasmBinaryFile) && typeof fetch === "function") { - return fetch(wasmBinaryFile, {credentials: "same-origin"}).then(function(response) { - var result = WebAssembly.instantiateStreaming(response, info); - return result.then(receiveInstantiatedSource, function(reason) { - err("wasm streaming compile failed: " + reason); - err("falling back to ArrayBuffer instantiation"); - return instantiateArrayBuffer(receiveInstantiatedSource); - }); - }); - } else { - return instantiateArrayBuffer(receiveInstantiatedSource); - } - } - if (Module["instantiateWasm"]) { - try { - var exports2 = Module["instantiateWasm"](info, receiveInstance); - return exports2; - } catch (e) { - err("Module.instantiateWasm callback failed with error: " + e); - return false; - } - } - instantiateAsync().catch(readyPromiseReject); - return {}; - } - function callRuntimeCallbacks(callbacks2) { - while (callbacks2.length > 0) { - var callback = callbacks2.shift(); - if (typeof callback == "function") { - callback(Module); - continue; - } - var func2 = callback.func; - if (typeof func2 === "number") { - if (callback.arg === void 0) { - wasmTable.get(func2)(); - } else { - wasmTable.get(func2)(callback.arg); - } - } else { - func2(callback.arg === void 0 ? null : callback.arg); - } - } - } - function _abort() { - abort(); - } - function _emscripten_memcpy_big(dest, src, num) { - HEAPU8.copyWithin(dest, src, src + num); - } - function _emscripten_get_heap_size() { - return HEAPU8.length; - } - function emscripten_realloc_buffer(size) { - try { - wasmMemory.grow(size - buffer2.byteLength + 65535 >>> 16); - updateGlobalBufferAndViews(wasmMemory.buffer); - return 1; - } catch (e) { - } - } - function _emscripten_resize_heap(requestedSize) { - var oldSize = _emscripten_get_heap_size(); - var maxHeapSize = 2147483648; - if (requestedSize > maxHeapSize) { - return false; - } - for (var cutDown = 1; cutDown <= 4; cutDown *= 2) { - var overGrownHeapSize = oldSize * (1 + 0.2 / cutDown); - overGrownHeapSize = Math.min(overGrownHeapSize, requestedSize + 100663296); - var newSize = Math.min(maxHeapSize, alignUp(Math.max(requestedSize, overGrownHeapSize), 65536)); - var replacement = emscripten_realloc_buffer(newSize); - if (replacement) { - return true; - } - } - return false; - } - var SYSCALLS = {mappings: {}, buffers: [null, [], []], printChar: function(stream, curr) { - var buffer3 = SYSCALLS.buffers[stream]; - if (curr === 0 || curr === 10) { - (stream === 1 ? out : err)(UTF8ArrayToString(buffer3, 0)); - buffer3.length = 0; - } else { - buffer3.push(curr); - } - }, varargs: void 0, get: function() { - SYSCALLS.varargs += 4; - var ret = HEAP32[SYSCALLS.varargs - 4 >> 2]; - return ret; - }, getStr: function(ptr) { - var ret = UTF8ToString(ptr); - return ret; - }, get64: function(low, high) { - return low; - }}; - function _fd_close(fd) { - return 0; - } - function _fd_seek(fd, offset_low, offset_high, whence, newOffset) { - } - function _fd_write(fd, iov, iovcnt, pnum) { - var num = 0; - for (var i = 0; i < iovcnt; i++) { - var ptr = HEAP32[iov + i * 8 >> 2]; - var len = HEAP32[iov + (i * 8 + 4) >> 2]; - for (var j = 0; j < len; j++) { - SYSCALLS.printChar(fd, HEAPU8[ptr + j]); - } - num += len; - } - HEAP32[pnum >> 2] = num; - return 0; - } - var asmLibraryArg = {a: _abort, d: _emscripten_memcpy_big, e: _emscripten_resize_heap, f: _fd_close, c: _fd_seek, b: _fd_write}; - var asm = createWasm(); - var ___wasm_call_ctors = Module["___wasm_call_ctors"] = function() { - return (___wasm_call_ctors = Module["___wasm_call_ctors"] = Module["asm"]["h"]).apply(null, arguments); - }; - var _init = Module["_init"] = function() { - return (_init = Module["_init"] = Module["asm"]["i"]).apply(null, arguments); - }; - var _register_tensor = Module["_register_tensor"] = function() { - return (_register_tensor = Module["_register_tensor"] = Module["asm"]["j"]).apply(null, arguments); - }; - var _dispose_data = Module["_dispose_data"] = function() { - return (_dispose_data = Module["_dispose_data"] = Module["asm"]["k"]).apply(null, arguments); - }; - var _dispose = Module["_dispose"] = function() { - return (_dispose = Module["_dispose"] = Module["asm"]["l"]).apply(null, arguments); - }; - var _Abs = Module["_Abs"] = function() { - return (_Abs = Module["_Abs"] = Module["asm"]["n"]).apply(null, arguments); - }; - var _Add = Module["_Add"] = function() { - return (_Add = Module["_Add"] = Module["asm"]["o"]).apply(null, arguments); - }; - var _AddN = Module["_AddN"] = function() { - return (_AddN = Module["_AddN"] = Module["asm"]["p"]).apply(null, arguments); - }; - var _ArgMax = Module["_ArgMax"] = function() { - return (_ArgMax = Module["_ArgMax"] = Module["asm"]["q"]).apply(null, arguments); - }; - var _AvgPool = Module["_AvgPool"] = function() { - return (_AvgPool = Module["_AvgPool"] = Module["asm"]["r"]).apply(null, arguments); - }; - var _BatchMatMul = Module["_BatchMatMul"] = function() { - return (_BatchMatMul = Module["_BatchMatMul"] = Module["asm"]["s"]).apply(null, arguments); - }; - var _Ceil = Module["_Ceil"] = function() { - return (_Ceil = Module["_Ceil"] = Module["asm"]["t"]).apply(null, arguments); - }; - var _ClipByValue = Module["_ClipByValue"] = function() { - return (_ClipByValue = Module["_ClipByValue"] = Module["asm"]["u"]).apply(null, arguments); - }; - var _Conv2D = Module["_Conv2D"] = function() { - return (_Conv2D = Module["_Conv2D"] = Module["asm"]["v"]).apply(null, arguments); - }; - var _Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = function() { - return (_Conv2DBackpropInput = Module["_Conv2DBackpropInput"] = Module["asm"]["w"]).apply(null, arguments); - }; - var _Cos = Module["_Cos"] = function() { - return (_Cos = Module["_Cos"] = Module["asm"]["x"]).apply(null, arguments); - }; - var _CropAndResize = Module["_CropAndResize"] = function() { - return (_CropAndResize = Module["_CropAndResize"] = Module["asm"]["y"]).apply(null, arguments); - }; - var _Cumsum = Module["_Cumsum"] = function() { - return (_Cumsum = Module["_Cumsum"] = Module["asm"]["z"]).apply(null, arguments); - }; - var _DepthToSpace = Module["_DepthToSpace"] = function() { - return (_DepthToSpace = Module["_DepthToSpace"] = Module["asm"]["A"]).apply(null, arguments); - }; - var _DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = function() { - return (_DepthwiseConv2dNative = Module["_DepthwiseConv2dNative"] = Module["asm"]["B"]).apply(null, arguments); - }; - var _Equal = Module["_Equal"] = function() { - return (_Equal = Module["_Equal"] = Module["asm"]["C"]).apply(null, arguments); - }; - var _Exp = Module["_Exp"] = function() { - return (_Exp = Module["_Exp"] = Module["asm"]["D"]).apply(null, arguments); - }; - var _FlipLeftRight = Module["_FlipLeftRight"] = function() { - return (_FlipLeftRight = Module["_FlipLeftRight"] = Module["asm"]["E"]).apply(null, arguments); - }; - var _Floor = Module["_Floor"] = function() { - return (_Floor = Module["_Floor"] = Module["asm"]["F"]).apply(null, arguments); - }; - var _FloorDiv = Module["_FloorDiv"] = function() { - return (_FloorDiv = Module["_FloorDiv"] = Module["asm"]["G"]).apply(null, arguments); - }; - var _FusedBatchNorm = Module["_FusedBatchNorm"] = function() { - return (_FusedBatchNorm = Module["_FusedBatchNorm"] = Module["asm"]["H"]).apply(null, arguments); - }; - var _FusedConv2D = Module["_FusedConv2D"] = function() { - return (_FusedConv2D = Module["_FusedConv2D"] = Module["asm"]["I"]).apply(null, arguments); - }; - var _FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = function() { - return (_FusedDepthwiseConv2D = Module["_FusedDepthwiseConv2D"] = Module["asm"]["J"]).apply(null, arguments); - }; - var _Gather = Module["_Gather"] = function() { - return (_Gather = Module["_Gather"] = Module["asm"]["K"]).apply(null, arguments); - }; - var _GatherNd = Module["_GatherNd"] = function() { - return (_GatherNd = Module["_GatherNd"] = Module["asm"]["L"]).apply(null, arguments); - }; - var _Greater = Module["_Greater"] = function() { - return (_Greater = Module["_Greater"] = Module["asm"]["M"]).apply(null, arguments); - }; - var _GreaterEqual = Module["_GreaterEqual"] = function() { - return (_GreaterEqual = Module["_GreaterEqual"] = Module["asm"]["N"]).apply(null, arguments); - }; - var _LeakyRelu = Module["_LeakyRelu"] = function() { - return (_LeakyRelu = Module["_LeakyRelu"] = Module["asm"]["O"]).apply(null, arguments); - }; - var _Less = Module["_Less"] = function() { - return (_Less = Module["_Less"] = Module["asm"]["P"]).apply(null, arguments); - }; - var _LessEqual = Module["_LessEqual"] = function() { - return (_LessEqual = Module["_LessEqual"] = Module["asm"]["Q"]).apply(null, arguments); - }; - var _Log = Module["_Log"] = function() { - return (_Log = Module["_Log"] = Module["asm"]["R"]).apply(null, arguments); - }; - var _LogicalAnd = Module["_LogicalAnd"] = function() { - return (_LogicalAnd = Module["_LogicalAnd"] = Module["asm"]["S"]).apply(null, arguments); - }; - var _Max = Module["_Max"] = function() { - return (_Max = Module["_Max"] = Module["asm"]["T"]).apply(null, arguments); - }; - var _MaxPool = Module["_MaxPool"] = function() { - return (_MaxPool = Module["_MaxPool"] = Module["asm"]["U"]).apply(null, arguments); - }; - var _Maximum = Module["_Maximum"] = function() { - return (_Maximum = Module["_Maximum"] = Module["asm"]["V"]).apply(null, arguments); - }; - var _Mean = Module["_Mean"] = function() { - return (_Mean = Module["_Mean"] = Module["asm"]["W"]).apply(null, arguments); - }; - var _Min = Module["_Min"] = function() { - return (_Min = Module["_Min"] = Module["asm"]["X"]).apply(null, arguments); - }; - var _Minimum = Module["_Minimum"] = function() { - return (_Minimum = Module["_Minimum"] = Module["asm"]["Y"]).apply(null, arguments); - }; - var _Multiply = Module["_Multiply"] = function() { - return (_Multiply = Module["_Multiply"] = Module["asm"]["Z"]).apply(null, arguments); - }; - var _Neg = Module["_Neg"] = function() { - return (_Neg = Module["_Neg"] = Module["asm"]["_"]).apply(null, arguments); - }; - var _NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = function() { - return (_NonMaxSuppressionV3 = Module["_NonMaxSuppressionV3"] = Module["asm"]["$"]).apply(null, arguments); - }; - var _NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = function() { - return (_NonMaxSuppressionV4 = Module["_NonMaxSuppressionV4"] = Module["asm"]["aa"]).apply(null, arguments); - }; - var _NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = function() { - return (_NonMaxSuppressionV5 = Module["_NonMaxSuppressionV5"] = Module["asm"]["ba"]).apply(null, arguments); - }; - var _NotEqual = Module["_NotEqual"] = function() { - return (_NotEqual = Module["_NotEqual"] = Module["asm"]["ca"]).apply(null, arguments); - }; - var _OneHot = Module["_OneHot"] = function() { - return (_OneHot = Module["_OneHot"] = Module["asm"]["da"]).apply(null, arguments); - }; - var _PadV2 = Module["_PadV2"] = function() { - return (_PadV2 = Module["_PadV2"] = Module["asm"]["ea"]).apply(null, arguments); - }; - var _Pow = Module["_Pow"] = function() { - return (_Pow = Module["_Pow"] = Module["asm"]["fa"]).apply(null, arguments); - }; - var _Prelu = Module["_Prelu"] = function() { - return (_Prelu = Module["_Prelu"] = Module["asm"]["ga"]).apply(null, arguments); - }; - var _Prod = Module["_Prod"] = function() { - return (_Prod = Module["_Prod"] = Module["asm"]["ha"]).apply(null, arguments); - }; - var _RealDiv = Module["_RealDiv"] = function() { - return (_RealDiv = Module["_RealDiv"] = Module["asm"]["ia"]).apply(null, arguments); - }; - var _Relu = Module["_Relu"] = function() { - return (_Relu = Module["_Relu"] = Module["asm"]["ja"]).apply(null, arguments); - }; - var _Relu6 = Module["_Relu6"] = function() { - return (_Relu6 = Module["_Relu6"] = Module["asm"]["ka"]).apply(null, arguments); - }; - var _ResizeBilinear = Module["_ResizeBilinear"] = function() { - return (_ResizeBilinear = Module["_ResizeBilinear"] = Module["asm"]["la"]).apply(null, arguments); - }; - var _Reverse = Module["_Reverse"] = function() { - return (_Reverse = Module["_Reverse"] = Module["asm"]["ma"]).apply(null, arguments); - }; - var _RotateWithOffset = Module["_RotateWithOffset"] = function() { - return (_RotateWithOffset = Module["_RotateWithOffset"] = Module["asm"]["na"]).apply(null, arguments); - }; - var _Round = Module["_Round"] = function() { - return (_Round = Module["_Round"] = Module["asm"]["oa"]).apply(null, arguments); - }; - var _Rsqrt = Module["_Rsqrt"] = function() { - return (_Rsqrt = Module["_Rsqrt"] = Module["asm"]["pa"]).apply(null, arguments); - }; - var _ScatterNd = Module["_ScatterNd"] = function() { - return (_ScatterNd = Module["_ScatterNd"] = Module["asm"]["qa"]).apply(null, arguments); - }; - var _SelectV2 = Module["_SelectV2"] = function() { - return (_SelectV2 = Module["_SelectV2"] = Module["asm"]["ra"]).apply(null, arguments); - }; - var _Sigmoid = Module["_Sigmoid"] = function() { - return (_Sigmoid = Module["_Sigmoid"] = Module["asm"]["sa"]).apply(null, arguments); - }; - var _Sin = Module["_Sin"] = function() { - return (_Sin = Module["_Sin"] = Module["asm"]["ta"]).apply(null, arguments); - }; - var _Softmax = Module["_Softmax"] = function() { - return (_Softmax = Module["_Softmax"] = Module["asm"]["ua"]).apply(null, arguments); - }; - var _Sqrt = Module["_Sqrt"] = function() { - return (_Sqrt = Module["_Sqrt"] = Module["asm"]["va"]).apply(null, arguments); - }; - var _Square = Module["_Square"] = function() { - return (_Square = Module["_Square"] = Module["asm"]["wa"]).apply(null, arguments); - }; - var _SquaredDifference = Module["_SquaredDifference"] = function() { - return (_SquaredDifference = Module["_SquaredDifference"] = Module["asm"]["xa"]).apply(null, arguments); - }; - var _Step = Module["_Step"] = function() { - return (_Step = Module["_Step"] = Module["asm"]["ya"]).apply(null, arguments); - }; - var _StridedSlice = Module["_StridedSlice"] = function() { - return (_StridedSlice = Module["_StridedSlice"] = Module["asm"]["za"]).apply(null, arguments); - }; - var _Sub = Module["_Sub"] = function() { - return (_Sub = Module["_Sub"] = Module["asm"]["Aa"]).apply(null, arguments); - }; - var _Sum = Module["_Sum"] = function() { - return (_Sum = Module["_Sum"] = Module["asm"]["Ba"]).apply(null, arguments); - }; - var _Tanh = Module["_Tanh"] = function() { - return (_Tanh = Module["_Tanh"] = Module["asm"]["Ca"]).apply(null, arguments); - }; - var _Tile = Module["_Tile"] = function() { - return (_Tile = Module["_Tile"] = Module["asm"]["Da"]).apply(null, arguments); - }; - var _TopK = Module["_TopK"] = function() { - return (_TopK = Module["_TopK"] = Module["asm"]["Ea"]).apply(null, arguments); - }; - var _Transpose = Module["_Transpose"] = function() { - return (_Transpose = Module["_Transpose"] = Module["asm"]["Fa"]).apply(null, arguments); - }; - var __FusedMatMul = Module["__FusedMatMul"] = function() { - return (__FusedMatMul = Module["__FusedMatMul"] = Module["asm"]["Ga"]).apply(null, arguments); - }; - var _malloc = Module["_malloc"] = function() { - return (_malloc = Module["_malloc"] = Module["asm"]["Ha"]).apply(null, arguments); - }; - var _free = Module["_free"] = function() { - return (_free = Module["_free"] = Module["asm"]["Ia"]).apply(null, arguments); - }; - var stackSave = Module["stackSave"] = function() { - return (stackSave = Module["stackSave"] = Module["asm"]["Ja"]).apply(null, arguments); - }; - var stackRestore = Module["stackRestore"] = function() { - return (stackRestore = Module["stackRestore"] = Module["asm"]["Ka"]).apply(null, arguments); - }; - var stackAlloc = Module["stackAlloc"] = function() { - return (stackAlloc = Module["stackAlloc"] = Module["asm"]["La"]).apply(null, arguments); - }; - Module["cwrap"] = cwrap; - var calledRun; - function ExitStatus(status) { - this.name = "ExitStatus"; - this.message = "Program terminated with exit(" + status + ")"; - this.status = status; - } - dependenciesFulfilled = function runCaller() { - if (!calledRun) - run(); - if (!calledRun) - dependenciesFulfilled = runCaller; - }; - function run(args) { - args = args || arguments_; - if (runDependencies > 0) { - return; - } - preRun(); - if (runDependencies > 0) { - return; - } - function doRun() { - if (calledRun) - return; - calledRun = true; - Module["calledRun"] = true; - if (ABORT) - return; - initRuntime(); - preMain(); - readyPromiseResolve(Module); - if (Module["onRuntimeInitialized"]) - Module["onRuntimeInitialized"](); - postRun(); - } - if (Module["setStatus"]) { - Module["setStatus"]("Running..."); - setTimeout(function() { - setTimeout(function() { - Module["setStatus"](""); - }, 1); - doRun(); - }, 1); - } else { - doRun(); - } - } - Module["run"] = run; - if (Module["preInit"]) { - if (typeof Module["preInit"] == "function") - Module["preInit"] = [Module["preInit"]]; - while (Module["preInit"].length > 0) { - Module["preInit"].pop()(); - } - } - run(); - return WasmBackendModule2.ready; - }; - }(); - if (typeof exports === "object" && typeof module === "object") - module.exports = WasmBackendModule; - else if (typeof define === "function" && define["amd"]) - define([], function() { - return WasmBackendModule; - }); - else if (typeof exports === "object") - exports["WasmBackendModule"] = WasmBackendModule; -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/alea.js -var require_alea2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function Alea(seed) { - var me = this, mash = Mash(); - me.next = function() { - var t = 2091639 * me.s0 + me.c * 23283064365386963e-26; - me.s0 = me.s1; - me.s1 = me.s2; - return me.s2 = t - (me.c = t | 0); - }; - me.c = 1; - me.s0 = mash(" "); - me.s1 = mash(" "); - me.s2 = mash(" "); - me.s0 -= mash(seed); - if (me.s0 < 0) { - me.s0 += 1; - } - me.s1 -= mash(seed); - if (me.s1 < 0) { - me.s1 += 1; - } - me.s2 -= mash(seed); - if (me.s2 < 0) { - me.s2 += 1; - } - mash = null; - } - function copy(f, t) { - t.c = f.c; - t.s0 = f.s0; - t.s1 = f.s1; - t.s2 = f.s2; - return t; - } - function impl(seed, opts) { - var xg = new Alea(seed), state = opts && opts.state, prng = xg.next; - prng.int32 = function() { - return xg.next() * 4294967296 | 0; - }; - prng.double = function() { - return prng() + (prng() * 2097152 | 0) * 11102230246251565e-32; - }; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - function Mash() { - var n = 4022871197; - var mash = function(data) { - data = String(data); - for (var i = 0; i < data.length; i++) { - n += data.charCodeAt(i); - var h = 0.02519603282416938 * n; - n = h >>> 0; - h -= n; - h *= n; - n = h >>> 0; - h -= n; - n += h * 4294967296; - } - return (n >>> 0) * 23283064365386963e-26; - }; - return mash; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.alea = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xor128.js -var require_xor1282 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.next = function() { - var t = me.x ^ me.x << 11; - me.x = me.y; - me.y = me.z; - me.z = me.w; - return me.w ^= me.w >>> 19 ^ t ^ t >>> 8; - }; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor128 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xorwow.js -var require_xorwow2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var t = me.x ^ me.x >>> 2; - me.x = me.y; - me.y = me.z; - me.z = me.w; - me.w = me.v; - return (me.d = me.d + 362437 | 0) + (me.v = me.v ^ me.v << 4 ^ (t ^ t << 1)) | 0; - }; - me.x = 0; - me.y = 0; - me.z = 0; - me.w = 0; - me.v = 0; - if (seed === (seed | 0)) { - me.x = seed; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 64; k++) { - me.x ^= strseed.charCodeAt(k) | 0; - if (k == strseed.length) { - me.d = me.x << 10 ^ me.x >>> 4; - } - me.next(); - } - } - function copy(f, t) { - t.x = f.x; - t.y = f.y; - t.z = f.z; - t.w = f.w; - t.v = f.v; - t.d = f.d; - return t; - } - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorwow = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xorshift7.js -var require_xorshift72 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var X = me.x, i = me.i, t, v, w; - t = X[i]; - t ^= t >>> 7; - v = t ^ t << 24; - t = X[i + 1 & 7]; - v ^= t ^ t >>> 10; - t = X[i + 3 & 7]; - v ^= t ^ t >>> 3; - t = X[i + 4 & 7]; - v ^= t ^ t << 7; - t = X[i + 7 & 7]; - t = t ^ t << 13; - v ^= t ^ t << 9; - X[i] = v; - me.i = i + 1 & 7; - return v; - }; - function init2(me2, seed2) { - var j, w, X = []; - if (seed2 === (seed2 | 0)) { - w = X[0] = seed2; - } else { - seed2 = "" + seed2; - for (j = 0; j < seed2.length; ++j) { - X[j & 7] = X[j & 7] << 15 ^ seed2.charCodeAt(j) + X[j + 1 & 7] << 13; - } - } - while (X.length < 8) - X.push(0); - for (j = 0; j < 8 && X[j] === 0; ++j) - ; - if (j == 8) - w = X[7] = -1; - else - w = X[j]; - me2.x = X; - me2.i = 0; - for (j = 256; j > 0; --j) { - me2.next(); - } - } - init2(me, seed); - } - function copy(f, t) { - t.x = f.x.slice(); - t.i = f.i; - return t; - } - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.x) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xorshift7 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/xor4096.js -var require_xor40962 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this; - me.next = function() { - var w = me.w, X = me.X, i = me.i, t, v; - me.w = w = w + 1640531527 | 0; - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - v = X[i] = v ^ t; - me.i = i; - return v + (w ^ w >>> 16) | 0; - }; - function init2(me2, seed2) { - var t, v, i, j, w, X = [], limit = 128; - if (seed2 === (seed2 | 0)) { - v = seed2; - seed2 = null; - } else { - seed2 = seed2 + "\0"; - v = 0; - limit = Math.max(limit, seed2.length); - } - for (i = 0, j = -32; j < limit; ++j) { - if (seed2) - v ^= seed2.charCodeAt((j + 32) % seed2.length); - if (j === 0) - w = v; - v ^= v << 10; - v ^= v >>> 15; - v ^= v << 4; - v ^= v >>> 13; - if (j >= 0) { - w = w + 1640531527 | 0; - t = X[j & 127] ^= v + w; - i = t == 0 ? i + 1 : 0; - } - } - if (i >= 128) { - X[(seed2 && seed2.length || 0) & 127] = -1; - } - i = 127; - for (j = 4 * 128; j > 0; --j) { - v = X[i + 34 & 127]; - t = X[i = i + 1 & 127]; - v ^= v << 13; - t ^= t << 17; - v ^= v >>> 15; - t ^= t >>> 12; - X[i] = v ^ t; - } - me2.w = w; - me2.X = X; - me2.i = i; - } - init2(me, seed); - } - function copy(f, t) { - t.i = f.i; - t.w = f.w; - t.X = f.X.slice(); - return t; - } - ; - function impl(seed, opts) { - if (seed == null) - seed = +new Date(); - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (state.X) - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.xor4096 = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/lib/tychei.js -var require_tychei2 = __commonJS((exports, module) => { - (function(global2, module2, define2) { - function XorGen(seed) { - var me = this, strseed = ""; - me.next = function() { - var b = me.b, c = me.c, d = me.d, a = me.a; - b = b << 25 ^ b >>> 7 ^ c; - c = c - d | 0; - d = d << 24 ^ d >>> 8 ^ a; - a = a - b | 0; - me.b = b = b << 20 ^ b >>> 12 ^ c; - me.c = c = c - d | 0; - me.d = d << 16 ^ c >>> 16 ^ a; - return me.a = a - b | 0; - }; - me.a = 0; - me.b = 0; - me.c = 2654435769 | 0; - me.d = 1367130551; - if (seed === Math.floor(seed)) { - me.a = seed / 4294967296 | 0; - me.b = seed | 0; - } else { - strseed += seed; - } - for (var k = 0; k < strseed.length + 20; k++) { - me.b ^= strseed.charCodeAt(k) | 0; - me.next(); - } - } - function copy(f, t) { - t.a = f.a; - t.b = f.b; - t.c = f.c; - t.d = f.d; - return t; - } - ; - function impl(seed, opts) { - var xg = new XorGen(seed), state = opts && opts.state, prng = function() { - return (xg.next() >>> 0) / 4294967296; - }; - prng.double = function() { - do { - var top = xg.next() >>> 11, bot = (xg.next() >>> 0) / 4294967296, result = (top + bot) / (1 << 21); - } while (result === 0); - return result; - }; - prng.int32 = xg.next; - prng.quick = prng; - if (state) { - if (typeof state == "object") - copy(state, xg); - prng.state = function() { - return copy(xg, {}); - }; - } - return prng; - } - if (module2 && module2.exports) { - module2.exports = impl; - } else if (define2 && define2.amd) { - define2(function() { - return impl; - }); - } else { - this.tychei = impl; - } - })(exports, typeof module == "object" && module, typeof define == "function" && define); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/seedrandom.js -var require_seedrandom3 = __commonJS((exports, module) => { - (function(global2, pool3, math) { - var width = 256, chunks = 6, digits = 52, rngname = "random", startdenom = math.pow(width, chunks), significance = math.pow(2, digits), overflow = significance * 2, mask = width - 1, nodecrypto; - function seedrandom5(seed, options, callback) { - var key = []; - options = options == true ? {entropy: true} : options || {}; - var shortseed = mixkey(flatten4(options.entropy ? [seed, tostring(pool3)] : seed == null ? autoseed() : seed, 3), key); - var arc4 = new ARC4(key); - var prng = function() { - var n = arc4.g(chunks), d = startdenom, x = 0; - while (n < significance) { - n = (n + x) * width; - d *= width; - x = arc4.g(1); - } - while (n >= overflow) { - n /= 2; - d /= 2; - x >>>= 1; - } - return (n + x) / d; - }; - prng.int32 = function() { - return arc4.g(4) | 0; - }; - prng.quick = function() { - return arc4.g(4) / 4294967296; - }; - prng.double = prng; - mixkey(tostring(arc4.S), pool3); - return (options.pass || callback || function(prng2, seed2, is_math_call, state) { - if (state) { - if (state.S) { - copy(state, arc4); - } - prng2.state = function() { - return copy(arc4, {}); - }; - } - if (is_math_call) { - math[rngname] = prng2; - return seed2; - } else - return prng2; - })(prng, shortseed, "global" in options ? options.global : this == math, options.state); - } - function ARC4(key) { - var t, keylen = key.length, me = this, i = 0, j = me.i = me.j = 0, s = me.S = []; - if (!keylen) { - key = [keylen++]; - } - while (i < width) { - s[i] = i++; - } - for (i = 0; i < width; i++) { - s[i] = s[j = mask & j + key[i % keylen] + (t = s[i])]; - s[j] = t; - } - (me.g = function(count2) { - var t2, r = 0, i2 = me.i, j2 = me.j, s2 = me.S; - while (count2--) { - t2 = s2[i2 = mask & i2 + 1]; - r = r * width + s2[mask & (s2[i2] = s2[j2 = mask & j2 + t2]) + (s2[j2] = t2)]; - } - me.i = i2; - me.j = j2; - return r; - })(width); - } - function copy(f, t) { - t.i = f.i; - t.j = f.j; - t.S = f.S.slice(); - return t; - } - ; - function flatten4(obj, depth) { - var result = [], typ = typeof obj, prop; - if (depth && typ == "object") { - for (prop in obj) { - try { - result.push(flatten4(obj[prop], depth - 1)); - } catch (e) { - } - } - } - return result.length ? result : typ == "string" ? obj : obj + "\0"; - } - function mixkey(seed, key) { - var stringseed = seed + "", smear, j = 0; - while (j < stringseed.length) { - key[mask & j] = mask & (smear ^= key[mask & j] * 19) + stringseed.charCodeAt(j++); - } - return tostring(key); - } - function autoseed() { - try { - var out; - if (nodecrypto && (out = nodecrypto.randomBytes)) { - out = out(width); - } else { - out = new Uint8Array(width); - (global2.crypto || global2.msCrypto).getRandomValues(out); - } - return tostring(out); - } catch (e) { - var browser = global2.navigator, plugins = browser && browser.plugins; - return [+new Date(), global2, plugins, global2.screen, tostring(pool3)]; - } - } - function tostring(a) { - return String.fromCharCode.apply(0, a); - } - mixkey(math.random(), pool3); - if (typeof module == "object" && module.exports) { - module.exports = seedrandom5; - try { - nodecrypto = require_crypto(); - } catch (ex) { - } - } else if (typeof define == "function" && define.amd) { - define(function() { - return seedrandom5; - }); - } else { - math["seed" + rngname] = seedrandom5; - } - })(typeof self !== "undefined" ? self : exports, [], Math); -}); - -// node_modules/.pnpm/seedrandom@3.0.5/node_modules/seedrandom/index.js -var require_seedrandom4 = __commonJS((exports, module) => { - var alea5 = require_alea2(); - var xor128 = require_xor1282(); - var xorwow = require_xorwow2(); - var xorshift7 = require_xorshift72(); - var xor4096 = require_xor40962(); - var tychei = require_tychei2(); - var sr = require_seedrandom3(); - sr.alea = alea5; - sr.xor128 = xor128; - sr.xorwow = xorwow; - sr.xorshift7 = xorshift7; - sr.xor4096 = xor4096; - sr.tychei = tychei; - module.exports = sr; -}); - -// (disabled):node_modules/.pnpm/string_decoder@1.1.1/node_modules/string_decoder/lib/string_decoder.js -var require_string_decoder = __commonJS(() => { -}); - -// node_modules/.pnpm/@tensorflow/tfjs@3.3.0_seedrandom@3.0.5/node_modules/@tensorflow/tfjs/package.json -var version = "3.3.0"; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/package.json -var version2 = "3.3.0"; - -// node_modules/.pnpm/@tensorflow/tfjs-data@3.3.0_67c79a722ac85e5c2aacae49a2e61dcd/node_modules/@tensorflow/tfjs-data/package.json -var version3 = "3.3.0"; - -// node_modules/.pnpm/@tensorflow/tfjs-layers@3.3.0_@tensorflow+tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-layers/package.json -var version4 = "3.3.0"; - -// node_modules/.pnpm/@tensorflow/tfjs-converter@3.3.0_@tensorflow+tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-converter/package.json -var version5 = "3.3.0"; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/backends/backend.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var EPSILON_FLOAT32 = 1e-7; -var EPSILON_FLOAT16 = 1e-4; -var DataStorage = class { - constructor(backend2, dataMover) { - this.backend = backend2; - this.dataMover = dataMover; - this.data = new WeakMap(); - this.dataIdsCount = 0; - } - get(dataId) { - if (!this.data.has(dataId)) { - this.dataMover.moveData(this.backend, dataId); - } - return this.data.get(dataId); - } - set(dataId, value) { - this.dataIdsCount++; - this.data.set(dataId, value); - } - has(dataId) { - return this.data.has(dataId); - } - delete(dataId) { - this.dataIdsCount--; - return this.data.delete(dataId); - } - numDataIds() { - return this.dataIdsCount; - } -}; -var KernelBackend = class { - refCount(dataId) { - return notYetImplemented("refCount"); - } - incRef(dataId) { - return notYetImplemented("incRef"); - } - timerAvailable() { - return true; - } - time(f) { - return notYetImplemented("time"); - } - read(dataId) { - return notYetImplemented("read"); - } - readSync(dataId) { - return notYetImplemented("readSync"); - } - numDataIds() { - return notYetImplemented("numDataIds"); - } - disposeData(dataId, force) { - return notYetImplemented("disposeData"); - } - write(values, shape, dtype) { - return notYetImplemented("write"); - } - move(dataId, values, shape, dtype, refCount) { - return notYetImplemented("move"); - } - memory() { - return notYetImplemented("memory"); - } - floatPrecision() { - return notYetImplemented("floatPrecision"); - } - epsilon() { - return this.floatPrecision() === 32 ? EPSILON_FLOAT32 : EPSILON_FLOAT16; - } - dispose() { - return notYetImplemented("dispose"); - } -}; -function notYetImplemented(kernelName) { - throw new Error(`'${kernelName}' not yet implemented or not found in the registry. This kernel may not be supported by the tfjs backend you have chosen`); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/util_base.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function shuffle(array2) { - let counter = array2.length; - let temp = 0; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - array2[counter] = array2[index]; - array2[index] = temp; - } -} -function shuffleCombo(array2, array22) { - if (array2.length !== array22.length) { - throw new Error(`Array sizes must match to be shuffled together First array length was ${array2.length}Second array length was ${array22.length}`); - } - let counter = array2.length; - let temp, temp2; - let index = 0; - while (counter > 0) { - index = Math.random() * counter | 0; - counter--; - temp = array2[counter]; - temp2 = array22[counter]; - array2[counter] = array2[index]; - array22[counter] = array22[index]; - array2[index] = temp; - array22[index] = temp2; - } -} -function clamp(min6, x, max6) { - return Math.max(min6, Math.min(x, max6)); -} -function nearestLargerEven(val) { - return val % 2 === 0 ? val : val + 1; -} -function sum(arr) { - let sum6 = 0; - for (let i = 0; i < arr.length; i++) { - sum6 += arr[i]; - } - return sum6; -} -function randUniform(a, b) { - const r = Math.random(); - return b * r + (1 - r) * a; -} -function distSquared(a, b) { - let result = 0; - for (let i = 0; i < a.length; i++) { - const diff = Number(a[i]) - Number(b[i]); - result += diff * diff; - } - return result; -} -function assert(expr, msg) { - if (!expr) { - throw new Error(typeof msg === "string" ? msg : msg()); - } -} -function assertShapesMatch(shapeA, shapeB, errorMessagePrefix = "") { - assert(arraysEqual(shapeA, shapeB), () => errorMessagePrefix + ` Shapes ${shapeA} and ${shapeB} must match`); -} -function assertNonNull(a) { - assert(a != null, () => `The input to the tensor constructor must be a non-null value.`); -} -function flatten(arr, result = [], skipTypedArray = false) { - if (result == null) { - result = []; - } - if (Array.isArray(arr) || isTypedArray(arr) && !skipTypedArray) { - for (let i = 0; i < arr.length; ++i) { - flatten(arr[i], result, skipTypedArray); - } - } else { - result.push(arr); - } - return result; -} -function sizeFromShape(shape) { - if (shape.length === 0) { - return 1; - } - let size = shape[0]; - for (let i = 1; i < shape.length; i++) { - size *= shape[i]; - } - return size; -} -function isScalarShape(shape) { - return shape.length === 0; -} -function arraysEqual(n1, n2) { - if (n1 === n2) { - return true; - } - if (n1 == null || n2 == null) { - return false; - } - if (n1.length !== n2.length) { - return false; - } - for (let i = 0; i < n1.length; i++) { - if (n1[i] !== n2[i]) { - return false; - } - } - return true; -} -function isInt(a) { - return a % 1 === 0; -} -function tanh(x) { - if (Math.tanh != null) { - return Math.tanh(x); - } - if (x === Infinity) { - return 1; - } else if (x === -Infinity) { - return -1; - } else { - const e2x = Math.exp(2 * x); - return (e2x - 1) / (e2x + 1); - } -} -function sizeToSquarishShape(size) { - const width = Math.ceil(Math.sqrt(size)); - return [width, Math.ceil(size / width)]; -} -function createShuffledIndices(n) { - const shuffledIndices = new Uint32Array(n); - for (let i = 0; i < n; ++i) { - shuffledIndices[i] = i; - } - shuffle(shuffledIndices); - return shuffledIndices; -} -function rightPad(a, size) { - if (size <= a.length) { - return a; - } - return a + " ".repeat(size - a.length); -} -function repeatedTry(checkFn, delayFn = (counter) => 0, maxCounter) { - return new Promise((resolve, reject) => { - let tryCount = 0; - const tryFn = () => { - if (checkFn()) { - resolve(); - return; - } - tryCount++; - const nextBackoff = delayFn(tryCount); - if (maxCounter != null && tryCount >= maxCounter) { - reject(); - return; - } - setTimeout(tryFn, nextBackoff); - }; - tryFn(); - }); -} -function inferFromImplicitShape(shape, size) { - let shapeProd = 1; - let implicitIdx = -1; - for (let i = 0; i < shape.length; ++i) { - if (shape[i] >= 0) { - shapeProd *= shape[i]; - } else if (shape[i] === -1) { - if (implicitIdx !== -1) { - throw Error(`Shapes can only have 1 implicit size. Found -1 at dim ${implicitIdx} and dim ${i}`); - } - implicitIdx = i; - } else if (shape[i] < 0) { - throw Error(`Shapes can not be < 0. Found ${shape[i]} at dim ${i}`); - } - } - if (implicitIdx === -1) { - if (size > 0 && size !== shapeProd) { - throw Error(`Size(${size}) must match the product of shape ${shape}`); - } - return shape; - } - if (shapeProd === 0) { - throw Error(`Cannot infer the missing size in [${shape}] when there are 0 elements`); - } - if (size % shapeProd !== 0) { - throw Error(`The implicit shape can't be a fractional number. Got ${size} / ${shapeProd}`); - } - const newShape = shape.slice(); - newShape[implicitIdx] = size / shapeProd; - return newShape; -} -function parseAxisParam(axis, shape) { - const rank = shape.length; - axis = axis == null ? shape.map((s, i) => i) : [].concat(axis); - assert(axis.every((ax) => ax >= -rank && ax < rank), () => `All values in axis param must be in range [-${rank}, ${rank}) but got axis ${axis}`); - assert(axis.every((ax) => isInt(ax)), () => `All values in axis param must be integers but got axis ${axis}`); - return axis.map((a) => a < 0 ? rank + a : a); -} -function squeezeShape(shape, axis) { - const newShape = []; - const keptDims = []; - const isEmptyArray = axis != null && Array.isArray(axis) && axis.length === 0; - const axes = axis == null || isEmptyArray ? null : parseAxisParam(axis, shape).sort(); - let j = 0; - for (let i = 0; i < shape.length; ++i) { - if (axes != null) { - if (axes[j] === i && shape[i] !== 1) { - throw new Error(`Can't squeeze axis ${i} since its dim '${shape[i]}' is not 1`); - } - if ((axes[j] == null || axes[j] > i) && shape[i] === 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - if (axes[j] <= i) { - j++; - } - } - if (shape[i] !== 1) { - newShape.push(shape[i]); - keptDims.push(i); - } - } - return {newShape, keptDims}; -} -function getTypedArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; -} -function getArrayFromDType(dtype, size) { - let values = null; - if (dtype == null || dtype === "float32") { - values = new Float32Array(size); - } else if (dtype === "int32") { - values = new Int32Array(size); - } else if (dtype === "bool") { - values = new Uint8Array(size); - } else if (dtype === "string") { - values = new Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } - return values; -} -function checkConversionForErrors(vals, dtype) { - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - throw Error(`A tensor of type ${dtype} being uploaded contains ${num}.`); - } - } -} -function isValidDtype(dtype) { - return dtype === "bool" || dtype === "complex64" || dtype === "float32" || dtype === "int32" || dtype === "string"; -} -function hasEncodingLoss(oldType, newType) { - if (newType === "complex64") { - return false; - } - if (newType === "float32" && oldType !== "complex64") { - return false; - } - if (newType === "int32" && oldType !== "float32" && oldType !== "complex64") { - return false; - } - if (newType === "bool" && oldType === "bool") { - return false; - } - return true; -} -function isTypedArray(a) { - return a instanceof Float32Array || a instanceof Int32Array || a instanceof Uint8Array; -} -function bytesPerElement(dtype) { - if (dtype === "float32" || dtype === "int32") { - return 4; - } else if (dtype === "complex64") { - return 8; - } else if (dtype === "bool") { - return 1; - } else { - throw new Error(`Unknown dtype ${dtype}`); - } -} -function bytesFromStringArray(arr) { - if (arr == null) { - return 0; - } - let bytes = 0; - arr.forEach((x) => bytes += x.length); - return bytes; -} -function isString(value) { - return typeof value === "string" || value instanceof String; -} -function isBoolean(value) { - return typeof value === "boolean"; -} -function isNumber(value) { - return typeof value === "number"; -} -function inferDtype(values) { - if (Array.isArray(values)) { - return inferDtype(values[0]); - } - if (values instanceof Float32Array) { - return "float32"; - } else if (values instanceof Int32Array || values instanceof Uint8Array) { - return "int32"; - } else if (isNumber(values)) { - return "float32"; - } else if (isString(values)) { - return "string"; - } else if (isBoolean(values)) { - return "bool"; - } - return "float32"; -} -function isFunction(f) { - return !!(f && f.constructor && f.call && f.apply); -} -function nearestDivisor(size, start) { - for (let i = start; i < size; ++i) { - if (size % i === 0) { - return i; - } - } - return size; -} -function computeStrides(shape) { - const rank = shape.length; - if (rank < 2) { - return []; - } - const strides = new Array(rank - 1); - strides[rank - 2] = shape[rank - 1]; - for (let i = rank - 3; i >= 0; --i) { - strides[i] = strides[i + 1] * shape[i + 1]; - } - return strides; -} -function createNestedArray(offset, shape, a) { - const ret = new Array(); - if (shape.length === 1) { - const d = shape[0]; - for (let i = 0; i < d; i++) { - ret[i] = a[offset + i]; - } - } else { - const d = shape[0]; - const rest = shape.slice(1); - const len = rest.reduce((acc, c) => acc * c); - for (let i = 0; i < d; i++) { - ret[i] = createNestedArray(offset + i * len, rest, a); - } - } - return ret; -} -function toNestedArray(shape, a) { - if (shape.length === 0) { - return a[0]; - } - const size = shape.reduce((acc, c) => acc * c); - if (size === 0) { - return []; - } - if (size !== a.length) { - throw new Error(`[${shape}] does not match the input size ${a.length}.`); - } - return createNestedArray(0, shape, a); -} -function makeOnesTypedArray(size, dtype) { - const array2 = makeZerosTypedArray(size, dtype); - for (let i = 0; i < array2.length; i++) { - array2[i] = 1; - } - return array2; -} -function makeZerosTypedArray(size, dtype) { - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(size); - } else if (dtype === "int32") { - return new Int32Array(size); - } else if (dtype === "bool") { - return new Uint8Array(size); - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function makeZerosNestedTypedArray(shape, dtype) { - const size = shape.reduce((prev, curr) => prev * curr, 1); - if (dtype == null || dtype === "float32") { - return toNestedArray(shape, new Float32Array(size)); - } else if (dtype === "int32") { - return toNestedArray(shape, new Int32Array(size)); - } else if (dtype === "bool") { - return toNestedArray(shape, new Uint8Array(size)); - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function assertNonNegativeIntegerDimensions(shape) { - shape.forEach((dimSize) => { - assert(Number.isInteger(dimSize) && dimSize >= 0, () => `Tensor must have a shape comprised of positive integers but got shape [${shape}].`); - }); -} -function locToIndex(locs, rank, strides) { - if (rank === 0) { - return 0; - } else if (rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += strides[i] * locs[i]; - } - return index; -} -function indexToLoc(index, rank, strides) { - if (rank === 0) { - return []; - } else if (rank === 1) { - return [index]; - } - const locs = new Array(rank); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / strides[i]); - index -= locs[i] * strides[i]; - } - locs[locs.length - 1] = index; - return locs; -} -function isPromise(object) { - return object && object.then && typeof object.then === "function"; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/environment.js -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TENSORFLOWJS_FLAGS_PREFIX = "tfjsflags"; -var Environment = class { - constructor(global2) { - this.global = global2; - this.flags = {}; - this.flagRegistry = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - setPlatform(platformName, platform) { - if (this.platform != null) { - console.warn(`Platform ${this.platformName} has already been set. Overwriting the platform with ${platform}.`); - } - this.platformName = platformName; - this.platform = platform; - } - registerFlag(flagName, evaluationFn, setHook) { - this.flagRegistry[flagName] = {evaluationFn, setHook}; - if (this.urlFlags[flagName] != null) { - const flagValue = this.urlFlags[flagName]; - console.warn(`Setting feature override from URL ${flagName}: ${flagValue}.`); - this.set(flagName, flagValue); - } - } - async getAsync(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - this.flags[flagName] = await this.evaluateFlag(flagName); - return this.flags[flagName]; - } - get(flagName) { - if (flagName in this.flags) { - return this.flags[flagName]; - } - const flagValue = this.evaluateFlag(flagName); - if (isPromise(flagValue)) { - throw new Error(`Flag ${flagName} cannot be synchronously evaluated. Please use getAsync() instead.`); - } - this.flags[flagName] = flagValue; - return this.flags[flagName]; - } - getNumber(flagName) { - return this.get(flagName); - } - getBool(flagName) { - return this.get(flagName); - } - getFlags() { - return this.flags; - } - get features() { - return this.flags; - } - set(flagName, value) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot set flag ${flagName} as it has not been registered.`); - } - this.flags[flagName] = value; - if (this.flagRegistry[flagName].setHook != null) { - this.flagRegistry[flagName].setHook(value); - } - } - evaluateFlag(flagName) { - if (this.flagRegistry[flagName] == null) { - throw new Error(`Cannot evaluate flag '${flagName}': no evaluation function found.`); - } - return this.flagRegistry[flagName].evaluationFn(); - } - setFlags(flags) { - this.flags = Object.assign({}, flags); - } - reset() { - this.flags = {}; - this.urlFlags = {}; - this.populateURLFlags(); - } - populateURLFlags() { - if (typeof this.global === "undefined" || typeof this.global.location === "undefined" || typeof this.global.location.search === "undefined") { - return; - } - const urlParams = getQueryParams(this.global.location.search); - if (TENSORFLOWJS_FLAGS_PREFIX in urlParams) { - const keyValues = urlParams[TENSORFLOWJS_FLAGS_PREFIX].split(","); - keyValues.forEach((keyValue) => { - const [key, value] = keyValue.split(":"); - this.urlFlags[key] = parseValue(key, value); - }); - } - } -}; -function getQueryParams(queryString) { - const params = {}; - queryString.replace(/[?&]([^=?&]+)(?:=([^&]*))?/g, (s, ...t) => { - decodeParam(params, t[0], t[1]); - return t.join("="); - }); - return params; -} -function decodeParam(params, name, value) { - params[decodeURIComponent(name)] = decodeURIComponent(value || ""); -} -function parseValue(flagName, value) { - value = value.toLowerCase(); - if (value === "true" || value === "false") { - return value === "true"; - } else if (`${+value}` === value) { - return +value; - } - throw new Error(`Could not parse value flag value ${value} for flag ${flagName}.`); -} -function env() { - return ENV; -} -var ENV = null; -function setEnvironmentGlobal(environment) { - ENV = environment; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/global_util.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var globalNameSpace; -function getGlobalNamespace() { - if (globalNameSpace == null) { - let ns; - if (typeof window !== "undefined") { - ns = window; - } else if (typeof global !== "undefined") { - ns = global; - } else if (typeof process !== "undefined") { - ns = process; - } else if (typeof self !== "undefined") { - ns = self; - } else { - throw new Error("Could not find a global object"); - } - globalNameSpace = ns; - } - return globalNameSpace; -} -function getGlobalMap() { - const ns = getGlobalNamespace(); - if (ns._tfGlobals == null) { - ns._tfGlobals = new Map(); - } - return ns._tfGlobals; -} -function getGlobal(key, init2) { - const globalMap = getGlobalMap(); - if (globalMap.has(key)) { - return globalMap.get(key); - } else { - const singleton = init2(); - globalMap.set(key, singleton); - return globalMap.get(key); - } -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/kernel_names.js -var Abs = "Abs"; -var Acos = "Acos"; -var Acosh = "Acosh"; -var Add = "Add"; -var AddN = "AddN"; -var All = "All"; -var Any = "Any"; -var ArgMax = "ArgMax"; -var ArgMin = "ArgMin"; -var Asin = "Asin"; -var Asinh = "Asinh"; -var Atan = "Atan"; -var Atanh = "Atanh"; -var Atan2 = "Atan2"; -var AvgPool = "AvgPool"; -var AvgPoolGrad = "AvgPoolGrad"; -var AvgPool3D = "AvgPool3D"; -var AvgPool3DGrad = "AvgPool3DGrad"; -var BatchMatMul = "BatchMatMul"; -var BatchToSpaceND = "BatchToSpaceND"; -var Bincount = "Bincount"; -var BroadcastTo = "BroadcastTo"; -var Cast = "Cast"; -var Ceil = "Ceil"; -var ClipByValue = "ClipByValue"; -var Complex = "Complex"; -var ComplexAbs = "ComplexAbs"; -var Concat = "Concat"; -var Conv2D = "Conv2D"; -var Conv2DBackpropFilter = "Conv2DBackpropFilter"; -var Conv2DBackpropInput = "Conv2DBackpropInput"; -var Conv3D = "Conv3D"; -var Conv3DBackpropFilterV2 = "Conv3DBackpropFilterV2"; -var Conv3DBackpropInputV2 = "Conv3DBackpropInputV2"; -var Cos = "Cos"; -var Cosh = "Cosh"; -var Cumsum = "Cumsum"; -var CropAndResize = "CropAndResize"; -var DenseBincount = "DenseBincount"; -var DepthToSpace = "DepthToSpace"; -var DepthwiseConv2dNative = "DepthwiseConv2dNative"; -var DepthwiseConv2dNativeBackpropFilter = "DepthwiseConv2dNativeBackpropFilter"; -var DepthwiseConv2dNativeBackpropInput = "DepthwiseConv2dNativeBackpropInput"; -var Diag = "Diag"; -var Dilation2D = "Dilation2D"; -var Dilation2DBackpropInput = "Dilation2DBackpropInput"; -var Dilation2DBackpropFilter = "Dilation2DBackpropFilter"; -var RealDiv = "RealDiv"; -var Elu = "Elu"; -var EluGrad = "EluGrad"; -var Erf = "Erf"; -var Equal = "Equal"; -var Exp = "Exp"; -var ExpandDims = "ExpandDims"; -var Expm1 = "Expm1"; -var FFT = "FFT"; -var Fill = "Fill"; -var FlipLeftRight = "FlipLeftRight"; -var Floor = "Floor"; -var FloorDiv = "FloorDiv"; -var FusedBatchNorm = "FusedBatchNorm"; -var GatherV2 = "GatherV2"; -var GatherNd = "GatherNd"; -var Greater = "Greater"; -var GreaterEqual = "GreaterEqual"; -var Identity = "Identity"; -var IFFT = "IFFT"; -var Imag = "Imag"; -var IsFinite = "IsFinite"; -var IsInf = "IsInf"; -var IsNan = "IsNan"; -var LeakyRelu = "LeakyRelu"; -var Less = "Less"; -var LessEqual = "LessEqual"; -var LinSpace = "LinSpace"; -var Log = "Log"; -var Log1p = "Log1p"; -var LogicalAnd = "LogicalAnd"; -var LogicalNot = "LogicalNot"; -var LogicalOr = "LogicalOr"; -var LogSoftmax = "LogSoftmax"; -var LRN = "LRN"; -var LRNGrad = "LRNGrad"; -var Max = "Max"; -var Maximum = "Maximum"; -var MaxPool = "MaxPool"; -var MaxPoolGrad = "MaxPoolGrad"; -var MaxPool3D = "MaxPool3D"; -var MaxPool3DGrad = "MaxPool3DGrad"; -var MaxPoolWithArgmax = "MaxPoolWithArgmax"; -var Mean = "Mean"; -var Min = "Min"; -var Minimum = "Minimum"; -var MirrorPad = "MirrorPad"; -var Mod = "Mod"; -var Multinomial = "Multinomial"; -var Multiply = "Multiply"; -var Neg = "Neg"; -var NotEqual = "NotEqual"; -var NonMaxSuppressionV3 = "NonMaxSuppressionV3"; -var NonMaxSuppressionV4 = "NonMaxSuppressionV4"; -var NonMaxSuppressionV5 = "NonMaxSuppressionV5"; -var OnesLike = "OnesLike"; -var OneHot = "OneHot"; -var Pack = "Pack"; -var PadV2 = "PadV2"; -var Pool = "Pool"; -var Pow = "Pow"; -var Prelu = "Prelu"; -var Prod = "Prod"; -var Range = "Range"; -var Real = "Real"; -var Reciprocal = "Reciprocal"; -var Relu = "Relu"; -var Reshape = "Reshape"; -var ResizeNearestNeighbor = "ResizeNearestNeighbor"; -var ResizeNearestNeighborGrad = "ResizeNearestNeighborGrad"; -var ResizeBilinear = "ResizeBilinear"; -var ResizeBilinearGrad = "ResizeBilinearGrad"; -var Relu6 = "Relu6"; -var Reverse = "Reverse"; -var Round = "Round"; -var Rsqrt = "Rsqrt"; -var ScatterNd = "ScatterNd"; -var Select = "Select"; -var Selu = "Selu"; -var Slice = "Slice"; -var Sin = "Sin"; -var Sinh = "Sinh"; -var Sign = "Sign"; -var Sigmoid = "Sigmoid"; -var Softplus = "Softplus"; -var Sqrt = "Sqrt"; -var Sum = "Sum"; -var SpaceToBatchND = "SpaceToBatchND"; -var SplitV = "SplitV"; -var Softmax = "Softmax"; -var SquaredDifference = "SquaredDifference"; -var Square = "Square"; -var Sub = "Sub"; -var SparseToDense = "SparseToDense"; -var StridedSlice = "StridedSlice"; -var Tan = "Tan"; -var Tanh = "Tanh"; -var Tile = "Tile"; -var TopK = "TopK"; -var Transform = "Transform"; -var Transpose = "Transpose"; -var Unique = "Unique"; -var Unpack = "Unpack"; -var UnsortedSegmentSum = "UnsortedSegmentSum"; -var ZerosLike = "ZerosLike"; -var Step = "Step"; -var FromPixels = "FromPixels"; -var RotateWithOffset = "RotateWithOffset"; -var _FusedMatMul = "_FusedMatMul"; -var FusedConv2D = "FusedConv2D"; -var FusedDepthwiseConv2D = "FusedDepthwiseConv2D"; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/kernel_registry.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var kernelRegistry = getGlobal("kernelRegistry", () => new Map()); -var gradRegistry = getGlobal("gradRegistry", () => new Map()); -function getKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - return kernelRegistry.get(key); -} -function getGradient(kernelName) { - return gradRegistry.get(kernelName); -} -function getKernelsForBackend(backendName) { - const it = kernelRegistry.entries(); - const result = []; - while (true) { - const {done, value} = it.next(); - if (done) { - break; - } - const [key, config] = value; - const [backend2] = key.split("_"); - if (backend2 === backendName) { - result.push(config); - } - } - return result; -} -function registerKernel(config) { - const {kernelName, backendName} = config; - const key = makeKey(kernelName, backendName); - if (kernelRegistry.has(key)) { - console.warn(`The kernel '${kernelName}' for backend '${backendName}' is already registered`); - } - kernelRegistry.set(key, config); -} -function registerGradient(config) { - const {kernelName} = config; - if (gradRegistry.has(kernelName)) { - if (env().getBool("DEBUG")) { - console.warn(`Overriding the gradient for '${kernelName}'`); - } - } - gradRegistry.set(kernelName, config); -} -function unregisterKernel(kernelName, backendName) { - const key = makeKey(kernelName, backendName); - if (!kernelRegistry.has(key)) { - throw new Error(`The kernel '${kernelName}' for backend '${backendName}' is not registered`); - } - kernelRegistry.delete(key); -} -function unregisterGradient(kernelName) { - if (!gradRegistry.has(kernelName)) { - throw new Error(`The gradient '${kernelName}' for backend is not registered`); - } - gradRegistry.delete(kernelName); -} -function copyRegisteredKernels(registeredBackendName, newBackendName) { - const kernels = getKernelsForBackend(registeredBackendName); - kernels.forEach((kernelConfig) => { - const newKernelConfig = Object.assign({}, kernelConfig, {backendName: newBackendName}); - registerKernel(newKernelConfig); - }); -} -function makeKey(kernelName, backendName) { - return `${backendName}_${kernelName}`; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/util.js -var util_exports = {}; -__export(util_exports, { - arraysEqual: () => arraysEqual, - assert: () => assert, - assertNonNegativeIntegerDimensions: () => assertNonNegativeIntegerDimensions, - assertNonNull: () => assertNonNull, - assertShapesMatch: () => assertShapesMatch, - bytesFromStringArray: () => bytesFromStringArray, - bytesPerElement: () => bytesPerElement, - checkConversionForErrors: () => checkConversionForErrors, - clamp: () => clamp, - computeStrides: () => computeStrides, - createScalarValue: () => createScalarValue, - createShuffledIndices: () => createShuffledIndices, - decodeString: () => decodeString, - distSquared: () => distSquared, - encodeString: () => encodeString, - fetch: () => fetch2, - flatten: () => flatten, - getArrayFromDType: () => getArrayFromDType, - getTypedArrayFromDType: () => getTypedArrayFromDType, - hasEncodingLoss: () => hasEncodingLoss, - indexToLoc: () => indexToLoc, - inferDtype: () => inferDtype, - inferFromImplicitShape: () => inferFromImplicitShape, - isBoolean: () => isBoolean, - isFunction: () => isFunction, - isInt: () => isInt, - isNumber: () => isNumber, - isPromise: () => isPromise, - isScalarShape: () => isScalarShape, - isString: () => isString, - isTypedArray: () => isTypedArray, - isValidDtype: () => isValidDtype, - locToIndex: () => locToIndex, - makeOnesTypedArray: () => makeOnesTypedArray, - makeZerosNestedTypedArray: () => makeZerosNestedTypedArray, - makeZerosTypedArray: () => makeZerosTypedArray, - nearestDivisor: () => nearestDivisor, - nearestLargerEven: () => nearestLargerEven, - now: () => now, - parseAxisParam: () => parseAxisParam, - randUniform: () => randUniform, - repeatedTry: () => repeatedTry, - rightPad: () => rightPad, - shuffle: () => shuffle, - shuffleCombo: () => shuffleCombo, - sizeFromShape: () => sizeFromShape, - sizeToSquarishShape: () => sizeToSquarishShape, - squeezeShape: () => squeezeShape, - sum: () => sum, - tanh: () => tanh, - toNestedArray: () => toNestedArray, - toTypedArray: () => toTypedArray -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function createScalarValue(value, dtype) { - if (dtype === "string") { - return encodeString(value); - } - return toTypedArray([value], dtype); -} -function noConversionNeeded(a, dtype) { - return a instanceof Float32Array && dtype === "float32" || a instanceof Int32Array && dtype === "int32" || a instanceof Uint8Array && dtype === "bool"; -} -function toTypedArray(a, dtype) { - if (dtype === "string") { - throw new Error("Cannot convert a string[] to a TypedArray"); - } - if (Array.isArray(a)) { - a = flatten(a); - } - if (env().getBool("DEBUG")) { - checkConversionForErrors(a, dtype); - } - if (noConversionNeeded(a, dtype)) { - return a; - } - if (dtype == null || dtype === "float32" || dtype === "complex64") { - return new Float32Array(a); - } else if (dtype === "int32") { - return new Int32Array(a); - } else if (dtype === "bool") { - const bool = new Uint8Array(a.length); - for (let i = 0; i < bool.length; ++i) { - if (Math.round(a[i]) !== 0) { - bool[i] = 1; - } - } - return bool; - } else { - throw new Error(`Unknown data type ${dtype}`); - } -} -function now() { - return env().platform.now(); -} -function fetch2(path, requestInits) { - return env().platform.fetch(path, requestInits); -} -function encodeString(s, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.encode(s, encoding); -} -function decodeString(bytes, encoding = "utf-8") { - encoding = encoding || "utf-8"; - return env().platform.decode(bytes, encoding); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/profiler.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Profiler = class { - constructor(backendTimer, logger) { - this.backendTimer = backendTimer; - this.logger = logger; - if (logger == null) { - this.logger = new Logger(); - } - } - profileKernel(kernelName, inputs, f) { - let outputs; - const holdResultWrapperFn = () => { - outputs = f(); - }; - let timer; - const start = now(); - if (this.backendTimer.timerAvailable()) { - timer = this.backendTimer.time(holdResultWrapperFn); - } else { - holdResultWrapperFn(); - for (const output of outputs) { - output.dataSync(); - } - timer = Promise.resolve({kernelMs: now() - start}); - } - if (env().getBool("CHECK_COMPUTATION_FOR_ERRORS")) { - for (let i = 0; i < outputs.length; i++) { - const output = outputs[i]; - output.data().then((tensorVals) => { - checkComputationForErrors(tensorVals, output.dtype, kernelName); - }); - } - } - const kernelProfile = { - kernelName, - outputs, - inputs, - timeMs: timer.then((timing) => timing.kernelMs), - extraInfo: timer.then((timing) => timing.getExtraProfileInfo != null ? timing.getExtraProfileInfo() : "") - }; - return kernelProfile; - } - logKernelProfile(kernelProfile) { - const {kernelName, outputs, timeMs, inputs, extraInfo} = kernelProfile; - outputs.forEach((result) => { - Promise.all([result.data(), timeMs, extraInfo]).then((valueContainer) => { - this.logger.logKernelProfile(kernelName, result, valueContainer[0], valueContainer[1], inputs, valueContainer[2]); - }); - }); - } -}; -function checkComputationForErrors(vals, dtype, kernelName) { - if (dtype !== "float32") { - return false; - } - for (let i = 0; i < vals.length; i++) { - const num = vals[i]; - if (isNaN(num) || !isFinite(num)) { - console.warn(`Found ${num} in the result of '${kernelName}'`); - return true; - } - } - return false; -} -var Logger = class { - logKernelProfile(name, result, vals, timeMs, inputs, extraInfo) { - const time2 = typeof timeMs === "number" ? rightPad(`${timeMs}ms`, 9) : timeMs["error"]; - const paddedName = rightPad(name, 25); - const rank = result.rank; - const size = result.size; - const shape = rightPad(result.shape.toString(), 14); - let inputShapesDescription = ""; - for (const name2 in inputs) { - const input2 = inputs[name2]; - if (input2 != null) { - const inputShape = input2.shape || result.shape; - const inputRank = inputShape.length; - inputShapesDescription += `${name2}: ${inputRank}D ${inputRank > 0 ? inputShape : ""} `; - } - } - console.log(`%c${paddedName} %c${time2} %c${rank}D ${shape} %c${size} %c${inputShapesDescription} %c${extraInfo}`, "font-weight:bold", "color:red", "color:blue", "color: orange", "color: green", "color: steelblue"); - } -}; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tape.js -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function getFilteredNodesXToY(tape, xs, y) { - const tensorsFromX = {}; - const nodesFromX = {}; - for (let i = 0; i < xs.length; i++) { - tensorsFromX[xs[i].id] = true; - } - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (const inputName in nodeInputs) { - const input2 = nodeInputs[inputName]; - let anyInputFromX = false; - for (let j = 0; j < xs.length; j++) { - if (tensorsFromX[input2.id]) { - node.outputs.forEach((output) => tensorsFromX[output.id] = true); - anyInputFromX = true; - nodesFromX[node.id] = true; - break; - } - } - if (anyInputFromX) { - break; - } - } - } - const tensorsLeadToY = {}; - tensorsLeadToY[y.id] = true; - const nodesToY = {}; - for (let i = tape.length - 1; i >= 0; i--) { - const node = tape[i]; - const nodeInputs = node.inputs; - for (let j = 0; j < node.outputs.length; j++) { - if (tensorsLeadToY[node.outputs[j].id]) { - for (const inputName in nodeInputs) { - tensorsLeadToY[nodeInputs[inputName].id] = true; - nodesToY[node.id] = true; - } - break; - } - } - } - const filteredTape = []; - for (let i = 0; i < tape.length; i++) { - const node = tape[i]; - if (nodesFromX[node.id] && nodesToY[node.id]) { - const prunedInputs = {}; - for (const inputName in node.inputs) { - const nodeInput = node.inputs[inputName]; - if (tensorsFromX[nodeInput.id]) { - prunedInputs[inputName] = nodeInput; - } - } - const prunedNode = Object.assign({}, node); - prunedNode.inputs = prunedInputs; - prunedNode.outputs = node.outputs; - filteredTape.push(prunedNode); - } - } - return filteredTape; -} -function backpropagateGradients(tensorAccumulatedGradientMap, filteredTape, tidy2, add5) { - for (let i = filteredTape.length - 1; i >= 0; i--) { - const node = filteredTape[i]; - const dys = []; - node.outputs.forEach((o) => { - const gradTensor = tensorAccumulatedGradientMap[o.id]; - if (gradTensor != null) { - dys.push(gradTensor); - } else { - dys.push(null); - } - }); - if (node.gradient == null) { - throw new Error(`Cannot compute gradient: gradient function not found for ${node.kernelName}.`); - } - const inputGradients = node.gradient(dys); - for (const inputName in node.inputs) { - if (!(inputName in inputGradients)) { - throw new Error(`Cannot backprop through input ${inputName}. Available gradients found: ${Object.keys(inputGradients)}.`); - } - const dx = tidy2(() => inputGradients[inputName]()); - if (dx.dtype !== "float32") { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input ${inputName} must have 'float32' dtype, but has '${dx.dtype}'`); - } - const x = node.inputs[inputName]; - if (!arraysEqual(dx.shape, x.shape)) { - throw new Error(`Error in gradient for op ${node.kernelName}. The gradient of input '${inputName}' has shape '${dx.shape}', which does not match the shape of the input '${x.shape}'`); - } - if (tensorAccumulatedGradientMap[x.id] == null) { - tensorAccumulatedGradientMap[x.id] = dx; - } else { - const curGradient = tensorAccumulatedGradientMap[x.id]; - tensorAccumulatedGradientMap[x.id] = add5(curGradient, dx); - curGradient.dispose(); - } - } - } -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tensor_format.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var FORMAT_LIMIT_NUM_VALS = 20; -var FORMAT_NUM_FIRST_LAST_VALS = 3; -var FORMAT_NUM_SIG_DIGITS = 7; -function tensorToString(vals, shape, dtype, verbose) { - const strides = computeStrides(shape); - const padPerCol = computeMaxSizePerColumn(vals, shape, dtype, strides); - const rank = shape.length; - const valsLines = subTensorToString(vals, shape, dtype, strides, padPerCol); - const lines = ["Tensor"]; - if (verbose) { - lines.push(` dtype: ${dtype}`); - lines.push(` rank: ${rank}`); - lines.push(` shape: [${shape}]`); - lines.push(` values:`); - } - lines.push(valsLines.map((l) => " " + l).join("\n")); - return lines.join("\n"); -} -function computeMaxSizePerColumn(vals, shape, dtype, strides) { - const n = sizeFromShape(shape); - const numCols = strides[strides.length - 1]; - const padPerCol = new Array(numCols).fill(0); - const rank = shape.length; - const valuesOrTuples = dtype === "complex64" ? createComplexTuples(vals) : vals; - if (rank > 1) { - for (let row = 0; row < n / numCols; row++) { - const offset = row * numCols; - for (let j = 0; j < numCols; j++) { - padPerCol[j] = Math.max(padPerCol[j], valToString(valuesOrTuples[offset + j], 0, dtype).length); - } - } - } - return padPerCol; -} -function valToString(val, pad3, dtype) { - let valStr; - if (Array.isArray(val)) { - valStr = `${parseFloat(val[0].toFixed(FORMAT_NUM_SIG_DIGITS))} + ${parseFloat(val[1].toFixed(FORMAT_NUM_SIG_DIGITS))}j`; - } else if (isString(val)) { - valStr = `'${val}'`; - } else if (dtype === "bool") { - valStr = boolNumToString(val); - } else { - valStr = parseFloat(val.toFixed(FORMAT_NUM_SIG_DIGITS)).toString(); - } - return rightPad(valStr, pad3); -} -function boolNumToString(v) { - return v === 0 ? "false" : "true"; -} -function subTensorToString(vals, shape, dtype, strides, padPerCol, isLast = true) { - const storagePerElement = dtype === "complex64" ? 2 : 1; - const size = shape[0]; - const rank = shape.length; - if (rank === 0) { - if (dtype === "complex64") { - const complexTuple = createComplexTuples(vals); - return [valToString(complexTuple[0], 0, dtype)]; - } - if (dtype === "bool") { - return [boolNumToString(vals[0])]; - } - return [vals[0].toString()]; - } - if (rank === 1) { - if (size > FORMAT_LIMIT_NUM_VALS) { - const firstValsSize = FORMAT_NUM_FIRST_LAST_VALS * storagePerElement; - let firstVals = Array.from(vals.slice(0, firstValsSize)); - let lastVals = Array.from(vals.slice((size - FORMAT_NUM_FIRST_LAST_VALS) * storagePerElement, size * storagePerElement)); - if (dtype === "complex64") { - firstVals = createComplexTuples(firstVals); - lastVals = createComplexTuples(lastVals); - } - return [ - "[" + firstVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + ", ..., " + lastVals.map((x, i) => valToString(x, padPerCol[size - FORMAT_NUM_FIRST_LAST_VALS + i], dtype)).join(", ") + "]" - ]; - } - const displayVals = dtype === "complex64" ? createComplexTuples(vals) : Array.from(vals); - return [ - "[" + displayVals.map((x, i) => valToString(x, padPerCol[i], dtype)).join(", ") + "]" - ]; - } - const subshape = shape.slice(1); - const substrides = strides.slice(1); - const stride = strides[0] * storagePerElement; - const lines = []; - if (size > FORMAT_LIMIT_NUM_VALS) { - for (let i = 0; i < FORMAT_NUM_FIRST_LAST_VALS; i++) { - const start = i * stride; - const end = start + stride; - lines.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, false)); - } - lines.push("..."); - for (let i = size - FORMAT_NUM_FIRST_LAST_VALS; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } else { - for (let i = 0; i < size; i++) { - const start = i * stride; - const end = start + stride; - lines.push(...subTensorToString(vals.slice(start, end), subshape, dtype, substrides, padPerCol, i === size - 1)); - } - } - const sep = rank === 2 ? "," : ""; - lines[0] = "[" + lines[0] + sep; - for (let i = 1; i < lines.length - 1; i++) { - lines[i] = " " + lines[i] + sep; - } - let newLineSep = ",\n"; - for (let i = 2; i < rank; i++) { - newLineSep += "\n"; - } - lines[lines.length - 1] = " " + lines[lines.length - 1] + "]" + (isLast ? "" : newLineSep); - return lines; -} -function createComplexTuples(vals) { - const complexTuples = []; - for (let i = 0; i < vals.length; i += 2) { - complexTuples.push([vals[i], vals[i + 1]]); - } - return complexTuples; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tensor.js -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var TensorBuffer = class { - constructor(shape, dtype, values) { - this.dtype = dtype; - this.shape = shape.slice(); - this.size = sizeFromShape(shape); - if (values != null) { - const n = values.length; - assert(n === this.size, () => `Length of values '${n}' does not match the size inferred by the shape '${this.size}'.`); - } - if (dtype === "complex64") { - throw new Error(`complex64 dtype TensorBuffers are not supported. Please create a TensorBuffer for the real and imaginary parts separately and call tf.complex(real, imag).`); - } - this.values = values || getArrayFromDType(dtype, this.size); - this.strides = computeStrides(shape); - } - set(value, ...locs) { - if (locs.length === 0) { - locs = [0]; - } - assert(locs.length === this.rank, () => `The number of provided coordinates (${locs.length}) must match the rank (${this.rank})`); - const index = this.locToIndex(locs); - this.values[index] = value; - } - get(...locs) { - if (locs.length === 0) { - locs = [0]; - } - let i = 0; - for (const loc of locs) { - if (loc < 0 || loc >= this.shape[i]) { - const msg = `Requested out of range element at ${locs}. Buffer shape=${this.shape}`; - throw new Error(msg); - } - i++; - } - let index = locs[locs.length - 1]; - for (let i2 = 0; i2 < locs.length - 1; ++i2) { - index += this.strides[i2] * locs[i2]; - } - return this.values[index]; - } - locToIndex(locs) { - if (this.rank === 0) { - return 0; - } else if (this.rank === 1) { - return locs[0]; - } - let index = locs[locs.length - 1]; - for (let i = 0; i < locs.length - 1; ++i) { - index += this.strides[i] * locs[i]; - } - return index; - } - indexToLoc(index) { - if (this.rank === 0) { - return []; - } else if (this.rank === 1) { - return [index]; - } - const locs = new Array(this.shape.length); - for (let i = 0; i < locs.length - 1; ++i) { - locs[i] = Math.floor(index / this.strides[i]); - index -= locs[i] * this.strides[i]; - } - locs[locs.length - 1] = index; - return locs; - } - get rank() { - return this.shape.length; - } - toTensor() { - return trackerFn().makeTensor(this.values, this.shape, this.dtype); - } -}; -var trackerFn = null; -var opHandler = null; -var deprecationWarningFn = null; -function setTensorTracker(fn) { - trackerFn = fn; -} -function setOpHandler(handler) { - opHandler = handler; -} -function setDeprecationWarningFn(fn) { - deprecationWarningFn = fn; -} -var Tensor = class { - constructor(shape, dtype, dataId, id) { - this.kept = false; - this.isDisposedInternal = false; - this.shape = shape.slice(); - this.dtype = dtype || "float32"; - this.size = sizeFromShape(shape); - this.strides = computeStrides(shape); - this.dataId = dataId; - this.id = id; - this.rankType = this.rank < 5 ? this.rank.toString() : "higher"; - } - get rank() { - return this.shape.length; - } - async buffer() { - const vals = await this.data(); - return opHandler.buffer(this.shape, this.dtype, vals); - } - bufferSync() { - return opHandler.buffer(this.shape, this.dtype, this.dataSync()); - } - async array() { - const vals = await this.data(); - return toNestedArray(this.shape, vals); - } - arraySync() { - return toNestedArray(this.shape, this.dataSync()); - } - async data() { - this.throwIfDisposed(); - const data = trackerFn().read(this.dataId); - if (this.dtype === "string") { - const bytes = await data; - try { - return bytes.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data; - } - dataSync() { - this.throwIfDisposed(); - const data = trackerFn().readSync(this.dataId); - if (this.dtype === "string") { - try { - return data.map((b) => decodeString(b)); - } catch (_a) { - throw new Error("Failed to decode the string bytes into utf-8. To get the original bytes, call tensor.bytes()."); - } - } - return data; - } - async bytes() { - this.throwIfDisposed(); - const data = await trackerFn().read(this.dataId); - if (this.dtype === "string") { - return data; - } else { - return new Uint8Array(data.buffer); - } - } - dispose() { - if (this.isDisposed) { - return; - } - trackerFn().disposeTensor(this); - this.isDisposedInternal = true; - } - get isDisposed() { - return this.isDisposedInternal; - } - throwIfDisposed() { - if (this.isDisposed) { - throw new Error(`Tensor is disposed.`); - } - } - print(verbose = false) { - return opHandler.print(this, verbose); - } - clone() { - this.throwIfDisposed(); - return opHandler.clone(this); - } - toString(verbose = false) { - const vals = this.dataSync(); - return tensorToString(vals, this.shape, this.dtype, verbose); - } - cast(dtype) { - this.throwIfDisposed(); - return opHandler.cast(this, dtype); - } - variable(trainable = true, name, dtype) { - this.throwIfDisposed(); - return trackerFn().makeVariable(this, trainable, name, dtype); - } -}; -Object.defineProperty(Tensor, Symbol.hasInstance, { - value: (instance) => { - return !!instance && instance.data != null && instance.dataSync != null && instance.throwIfDisposed != null; - } -}); -function getGlobalTensorClass() { - return getGlobal("Tensor", () => { - return Tensor; - }); -} -getGlobalTensorClass(); -var Variable = class extends Tensor { - constructor(initialValue, trainable, name, tensorId) { - super(initialValue.shape, initialValue.dtype, initialValue.dataId, tensorId); - this.trainable = trainable; - this.name = name; - } - assign(newValue) { - if (newValue.dtype !== this.dtype) { - throw new Error(`dtype of the new value (${newValue.dtype}) and previous value (${this.dtype}) must match`); - } - if (!arraysEqual(newValue.shape, this.shape)) { - throw new Error(`shape of the new value (${newValue.shape}) and previous value (${this.shape}) must match`); - } - trackerFn().disposeTensor(this); - this.dataId = newValue.dataId; - trackerFn().incRef(this, null); - } - dispose() { - trackerFn().disposeVariable(this); - this.isDisposedInternal = true; - } -}; -Object.defineProperty(Variable, Symbol.hasInstance, { - value: (instance) => { - return instance instanceof Tensor && instance.assign != null && instance.assign instanceof Function; - } -}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tensor_util.js -var tensor_util_exports = {}; -__export(tensor_util_exports, { - assertTypesMatch: () => assertTypesMatch, - getTensorsInContainer: () => getTensorsInContainer, - isTensorInList: () => isTensorInList, - makeTypesMatch: () => makeTypesMatch -}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/types.js -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var Rank; -(function(Rank2) { - Rank2["R0"] = "R0"; - Rank2["R1"] = "R1"; - Rank2["R2"] = "R2"; - Rank2["R3"] = "R3"; - Rank2["R4"] = "R4"; - Rank2["R5"] = "R5"; - Rank2["R6"] = "R6"; -})(Rank || (Rank = {})); -var UpcastInt32AndMap; -(function(UpcastInt32AndMap2) { - UpcastInt32AndMap2["float32"] = "float32"; - UpcastInt32AndMap2["int32"] = "int32"; - UpcastInt32AndMap2["bool"] = "int32"; - UpcastInt32AndMap2["complex64"] = "complex64"; -})(UpcastInt32AndMap || (UpcastInt32AndMap = {})); -var UpcastBoolAndMap; -(function(UpcastBoolAndMap2) { - UpcastBoolAndMap2["float32"] = "float32"; - UpcastBoolAndMap2["int32"] = "int32"; - UpcastBoolAndMap2["bool"] = "bool"; - UpcastBoolAndMap2["complex64"] = "complex64"; -})(UpcastBoolAndMap || (UpcastBoolAndMap = {})); -var UpcastFloat32AndMap; -(function(UpcastFloat32AndMap2) { - UpcastFloat32AndMap2["float32"] = "float32"; - UpcastFloat32AndMap2["int32"] = "float32"; - UpcastFloat32AndMap2["bool"] = "float32"; - UpcastFloat32AndMap2["complex64"] = "complex64"; -})(UpcastFloat32AndMap || (UpcastFloat32AndMap = {})); -var UpcastComplex64AndMap; -(function(UpcastComplex64AndMap2) { - UpcastComplex64AndMap2["float32"] = "complex64"; - UpcastComplex64AndMap2["int32"] = "complex64"; - UpcastComplex64AndMap2["bool"] = "complex64"; - UpcastComplex64AndMap2["complex64"] = "complex64"; -})(UpcastComplex64AndMap || (UpcastComplex64AndMap = {})); -var upcastTypeMap = { - float32: UpcastFloat32AndMap, - int32: UpcastInt32AndMap, - bool: UpcastBoolAndMap, - complex64: UpcastComplex64AndMap -}; -function upcastType(typeA, typeB) { - if (typeA === "string" || typeB === "string") { - if (typeA === "string" && typeB === "string") { - return "string"; - } - throw new Error(`Can not upcast ${typeA} with ${typeB}`); - } - return upcastTypeMap[typeA][typeB]; -} -function sumOutType(type) { - return upcastType(type, "int32"); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tensor_util.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function makeTypesMatch(a, b) { - if (a.dtype === b.dtype) { - return [a, b]; - } - const dtype = upcastType(a.dtype, b.dtype); - return [a.cast(dtype), b.cast(dtype)]; -} -function assertTypesMatch(a, b) { - assert(a.dtype === b.dtype, () => `The dtypes of the first(${a.dtype}) and second(${b.dtype}) input must match`); -} -function isTensorInList(tensor2, tensorList) { - return tensorList.some((x) => x.id === tensor2.id); -} -function getTensorsInContainer(result) { - const list = []; - const seen = new Set(); - walkTensorContainer(result, list, seen); - return list; -} -function walkTensorContainer(container, list, seen) { - if (container == null) { - return; - } - if (container instanceof Tensor) { - list.push(container); - return; - } - if (!isIterable(container)) { - return; - } - const iterable = container; - for (const k in iterable) { - const val = iterable[k]; - if (!seen.has(val)) { - seen.add(val); - walkTensorContainer(val, list, seen); - } - } -} -function isIterable(obj) { - return Array.isArray(obj) || typeof obj === "object"; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/engine.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function isRegisteredKernelInvocation(kernelInvocation) { - return kernelInvocation.kernelName != null; -} -var EngineState = class { - constructor() { - this.registeredVariables = {}; - this.nextTapeNodeId = 0; - this.numBytes = 0; - this.numTensors = 0; - this.numStringTensors = 0; - this.numDataBuffers = 0; - this.gradientDepth = 0; - this.kernelDepth = 0; - this.scopeStack = []; - this.numDataMovesStack = []; - this.nextScopeId = 0; - this.tensorInfo = new WeakMap(); - this.profiling = false; - this.activeProfile = { - newBytes: 0, - newTensors: 0, - peakBytes: 0, - kernels: [], - result: null, - get kernelNames() { - return Array.from(new Set(this.kernels.map((k) => k.name))); - } - }; - } - dispose() { - for (const variableName in this.registeredVariables) { - this.registeredVariables[variableName].dispose(); - } - } -}; -var Engine = class { - constructor(ENV5) { - this.ENV = ENV5; - this.registry = {}; - this.registryFactory = {}; - this.pendingBackendInitId = 0; - this.state = new EngineState(); - } - async ready() { - if (this.pendingBackendInit != null) { - return this.pendingBackendInit.then(() => { - }); - } - if (this.backendInstance != null) { - return; - } - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const success = await this.initializeBackend(backendName).success; - if (success) { - await this.setBackend(backendName); - return; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - get backend() { - if (this.pendingBackendInit != null) { - throw new Error(`Backend '${this.backendName}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - if (this.backendInstance == null) { - const {name, asyncInit} = this.initializeBackendsAndReturnBest(); - if (asyncInit) { - throw new Error(`The highest priority backend '${name}' has not yet been initialized. Make sure to await tf.ready() or await tf.setBackend() before calling other methods`); - } - this.setBackend(name); - } - return this.backendInstance; - } - backendNames() { - return Object.keys(this.registryFactory); - } - findBackend(backendName) { - if (!(backendName in this.registry)) { - if (backendName in this.registryFactory) { - const {asyncInit} = this.initializeBackend(backendName); - if (asyncInit) { - return null; - } - } else { - return null; - } - } - return this.registry[backendName]; - } - findBackendFactory(backendName) { - if (!(backendName in this.registryFactory)) { - return null; - } - return this.registryFactory[backendName].factory; - } - registerBackend(backendName, factory, priority = 1) { - if (backendName in this.registryFactory) { - console.warn(`${backendName} backend was already registered. Reusing existing backend factory.`); - return false; - } - this.registryFactory[backendName] = {factory, priority}; - return true; - } - async setBackend(backendName) { - if (this.registryFactory[backendName] == null) { - throw new Error(`Backend name '${backendName}' not found in registry`); - } - this.backendName = backendName; - if (this.registry[backendName] == null) { - this.backendInstance = null; - const {success, asyncInit} = this.initializeBackend(backendName); - const result = asyncInit ? await success : success; - if (!result) { - return false; - } - } - this.backendInstance = this.registry[backendName]; - this.setupRegisteredKernels(); - this.profiler = new Profiler(this.backendInstance); - return true; - } - setupRegisteredKernels() { - const kernels = getKernelsForBackend(this.backendName); - kernels.forEach((kernel) => { - if (kernel.setupFunc != null) { - kernel.setupFunc(this.backendInstance); - } - }); - } - disposeRegisteredKernels(backendName) { - const kernels = getKernelsForBackend(backendName); - kernels.forEach((kernel) => { - if (kernel.disposeFunc != null) { - kernel.disposeFunc(this.registry[backendName]); - } - }); - } - initializeBackend(backendName) { - const registryFactoryEntry = this.registryFactory[backendName]; - if (registryFactoryEntry == null) { - throw new Error(`Cannot initialize backend ${backendName}, no registration found.`); - } - try { - const backend2 = registryFactoryEntry.factory(); - if (backend2 && !(backend2 instanceof KernelBackend) && typeof backend2.then === "function") { - const promiseId = ++this.pendingBackendInitId; - const success = backend2.then((backendInstance) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.registry[backendName] = backendInstance; - this.pendingBackendInit = null; - return true; - }).catch((err) => { - if (promiseId < this.pendingBackendInitId) { - return false; - } - this.pendingBackendInit = null; - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return false; - }); - this.pendingBackendInit = success; - return {success, asyncInit: true}; - } else { - this.registry[backendName] = backend2; - return {success: true, asyncInit: false}; - } - } catch (err) { - console.warn(`Initialization of backend ${backendName} failed`); - console.warn(err.stack || err.message); - return {success: false, asyncInit: false}; - } - } - removeBackend(backendName) { - if (!(backendName in this.registryFactory)) { - throw new Error(`${backendName} backend not found in registry`); - } - if (this.backendName === backendName && this.pendingBackendInit != null) { - this.pendingBackendInitId++; - } - if (backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - delete this.registryFactory[backendName]; - if (this.backendName === backendName) { - this.pendingBackendInit = null; - this.backendName = null; - this.backendInstance = null; - } - } - getSortedBackends() { - if (Object.keys(this.registryFactory).length === 0) { - throw new Error("No backend found in registry."); - } - return Object.keys(this.registryFactory).sort((a, b) => { - return this.registryFactory[b].priority - this.registryFactory[a].priority; - }); - } - initializeBackendsAndReturnBest() { - const sortedBackends = this.getSortedBackends(); - for (let i = 0; i < sortedBackends.length; i++) { - const backendName = sortedBackends[i]; - const {success, asyncInit} = this.initializeBackend(backendName); - if (asyncInit || success) { - return {name: backendName, asyncInit}; - } - } - throw new Error(`Could not initialize any backends, all backend initializations failed.`); - } - moveData(backend2, dataId) { - const info = this.state.tensorInfo.get(dataId); - const srcBackend = info.backend; - const values = this.readSync(dataId); - const refCount = srcBackend.refCount(dataId); - srcBackend.disposeData(dataId, true); - info.backend = backend2; - backend2.move(dataId, values, info.shape, info.dtype, refCount); - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]++; - } - } - tidy(nameOrFn, fn) { - let name = null; - if (fn == null) { - if (typeof nameOrFn !== "function") { - throw new Error("Please provide a function to tidy()"); - } - fn = nameOrFn; - } else { - if (typeof nameOrFn !== "string" && !(nameOrFn instanceof String)) { - throw new Error("When calling with two arguments, the first argument to tidy() must be a string"); - } - if (typeof fn !== "function") { - throw new Error("When calling with two arguments, the 2nd argument to tidy() must be a function"); - } - name = nameOrFn; - } - let result; - return this.scopedRun(() => this.startScope(name), () => this.endScope(result), () => { - result = fn(); - if (result instanceof Promise) { - console.error("Cannot return a Promise inside of tidy."); - } - return result; - }); - } - scopedRun(start, end, f) { - start(); - try { - const res = f(); - end(); - return res; - } catch (ex) { - end(); - throw ex; - } - } - nextTensorId() { - return Engine.nextTensorId++; - } - nextVariableId() { - return Engine.nextVariableId++; - } - clone(x) { - const y = ENGINE.runKernel(Identity, {x}); - const inputs = {x}; - const grad2 = (dy) => ({ - x: () => { - const dtype = "float32"; - const gradInputs = {x: dy}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, gradInputs, attrs); - } - }); - const saved = []; - this.addTapeNode(this.state.activeScope.name, inputs, [y], grad2, saved, {}); - return y; - } - runKernel(kernelName, inputs, attrs) { - const hasKernel = getKernel(kernelName, this.backendName) != null; - if (!hasKernel) { - throw new Error(`Kernel '${kernelName}' not registered for backend '${this.backendName}'`); - } - return this.runKernelFunc({kernelName, inputs, attrs}); - } - shouldCheckForMemLeaks() { - return this.ENV.getBool("IS_TEST"); - } - checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos) { - const numDataIdsAfter = this.backend.numDataIds(); - let numOutputDataIds = 0; - outInfos.forEach((info) => { - numOutputDataIds += info.dtype === "complex64" ? 3 : 1; - }); - const numMoves = this.state.numDataMovesStack[this.state.numDataMovesStack.length - 1]; - const dataIdsLeaked = numDataIdsAfter - numDataIdsBefore - numOutputDataIds - numMoves; - if (dataIdsLeaked > 0) { - throw new Error(`Backend '${this.backendName}' has an internal memory leak (${dataIdsLeaked} data ids) after running '${kernelName}'`); - } - } - runKernelFunc(kernelParams) { - let outputs; - let saved = []; - const isTapeOn = this.isTapeOn(); - const startingBytecount = this.state.numBytes; - const startingNumTensors = this.state.numTensors; - if (this.shouldCheckForMemLeaks()) { - this.state.numDataMovesStack.push(0); - } - let kernelFunc3; - if (this.backendName == null) { - this.backend; - } - let out; - const kernelOrScopeName = isRegisteredKernelInvocation(kernelParams) ? kernelParams.kernelName : this.state.activeScope != null ? this.state.activeScope.name : ""; - if (isRegisteredKernelInvocation(kernelParams)) { - const {kernelName, inputs: inputs2, attrs: attrs2} = kernelParams; - if (this.backendName == null) { - this.backend; - } - const kernel = getKernel(kernelName, this.backendName); - assert(kernel != null, () => `Cannot find registered kernel '${kernelName}' for backend '${this.backendName}'`); - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = kernel.kernelFunc({inputs: inputs2, attrs: attrs2, backend: this.backend}); - const outInfos = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelName, numDataIdsBefore, outInfos); - } - const outTensors = outInfos.map((outInfo) => { - if (outInfo.rank != null) { - return outInfo; - } - const {dataId, shape, dtype} = outInfo; - return this.makeTensorFromDataId(dataId, shape, dtype); - }); - if (isTapeOn) { - const tensorsToSave = this.getTensorsForGradient(kernelName, inputs2, outTensors); - saved = this.saveTensorsForBackwardMode(tensorsToSave); - } - return outTensors; - }; - } else { - const {forwardFunc} = kernelParams; - const saveFunc = (tensors) => { - if (!isTapeOn) { - return; - } - saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - }; - kernelFunc3 = () => { - const numDataIdsBefore = this.backend.numDataIds(); - out = this.tidy(() => forwardFunc(this.backend, saveFunc)); - const outs = Array.isArray(out) ? out : [out]; - if (this.shouldCheckForMemLeaks()) { - this.checkKernelForMemLeak(kernelOrScopeName, numDataIdsBefore, outs); - } - return outs; - }; - } - const {inputs, attrs} = kernelParams; - const backwardsFunc = isRegisteredKernelInvocation(kernelParams) ? null : kernelParams.backwardsFunc; - let kernelProfile; - this.scopedRun(() => this.state.kernelDepth++, () => this.state.kernelDepth--, () => { - if (!this.ENV.getBool("DEBUG") && !this.state.profiling) { - outputs = kernelFunc3(); - } else { - kernelProfile = this.profiler.profileKernel(kernelOrScopeName, inputs, () => kernelFunc3()); - if (this.ENV.getBool("DEBUG")) { - this.profiler.logKernelProfile(kernelProfile); - } - outputs = kernelProfile.outputs; - } - }); - if (isTapeOn) { - this.addTapeNode(kernelOrScopeName, inputs, outputs, backwardsFunc, saved, attrs); - } - if (this.state.profiling) { - this.state.activeProfile.kernels.push({ - name: kernelOrScopeName, - bytesAdded: this.state.numBytes - startingBytecount, - totalBytesSnapshot: this.state.numBytes, - tensorsAdded: this.state.numTensors - startingNumTensors, - totalTensorsSnapshot: this.state.numTensors, - inputShapes: Object.keys(inputs).map((key) => inputs[key] != null ? inputs[key].shape : null), - outputShapes: outputs.map((item) => item.shape), - kernelTimeMs: kernelProfile.timeMs, - extraInfo: kernelProfile.extraInfo - }); - } - return Array.isArray(out) ? outputs : outputs[0]; - } - saveTensorsForBackwardMode(tensors) { - const saved = tensors.map((tensor2) => this.keep(this.clone(tensor2))); - return saved; - } - getTensorsForGradient(kernelName, inputs, outputs) { - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - const inputsToSave = gradConfig.inputsToSave || []; - const outputsToSave = gradConfig.outputsToSave || []; - let inputTensorsToSave; - if (gradConfig.saveAllInputs) { - assert(Array.isArray(inputs), () => "saveAllInputs is true, expected inputs to be an array."); - inputTensorsToSave = Object.keys(inputs).map((key) => inputs[key]); - } else { - inputTensorsToSave = inputsToSave.map((inputName) => inputs[inputName]); - } - const outputTensorsToSave = outputs.filter((_, i) => outputsToSave[i]); - return inputTensorsToSave.concat(outputTensorsToSave); - } - return []; - } - makeTensor(values, shape, dtype, backend2) { - if (values == null) { - throw new Error("Values passed to engine.makeTensor() are null"); - } - dtype = dtype || "float32"; - backend2 = backend2 || this.backend; - let backendVals = values; - if (dtype === "string" && isString(values[0])) { - backendVals = values.map((d) => encodeString(d)); - } - const dataId = backend2.write(backendVals, shape, dtype); - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend2); - if (dtype === "string") { - const info = this.state.tensorInfo.get(dataId); - const newBytes = bytesFromStringArray(backendVals); - this.state.numBytes += newBytes - info.bytes; - info.bytes = newBytes; - } - return t; - } - makeTensorFromDataId(dataId, shape, dtype, backend2) { - dtype = dtype || "float32"; - const t = new Tensor(shape, dtype, dataId, this.nextTensorId()); - this.trackTensor(t, backend2); - return t; - } - makeVariable(initialValue, trainable = true, name, dtype) { - name = name || this.nextVariableId().toString(); - if (dtype != null && dtype !== initialValue.dtype) { - initialValue = initialValue.cast(dtype); - } - const v = new Variable(initialValue, trainable, name, this.nextTensorId()); - if (this.state.registeredVariables[v.name] != null) { - throw new Error(`Variable with name ${v.name} was already registered`); - } - this.state.registeredVariables[v.name] = v; - this.incRef(v, this.backend); - return v; - } - trackTensor(a, backend2) { - this.state.numTensors++; - if (a.dtype === "string") { - this.state.numStringTensors++; - } - let bytes = 0; - if (a.dtype !== "complex64" && a.dtype !== "string") { - bytes = a.size * bytesPerElement(a.dtype); - } - this.state.numBytes += bytes; - if (!this.state.tensorInfo.has(a.dataId)) { - this.state.numDataBuffers++; - this.state.tensorInfo.set(a.dataId, { - backend: backend2 || this.backend, - dtype: a.dtype, - shape: a.shape, - bytes - }); - } - if (!(a instanceof Variable)) { - this.track(a); - } - } - incRef(a, backend2) { - this.trackTensor(a, backend2); - this.backend.incRef(a.dataId); - } - removeDataId(dataId, backend2) { - if (this.state.tensorInfo.has(dataId) && this.state.tensorInfo.get(dataId).backend === backend2) { - this.state.tensorInfo.delete(dataId); - this.state.numDataBuffers--; - } - } - disposeTensor(a) { - if (!this.state.tensorInfo.has(a.dataId)) { - return; - } - const info = this.state.tensorInfo.get(a.dataId); - this.state.numTensors--; - if (a.dtype === "string") { - this.state.numStringTensors--; - this.state.numBytes -= info.bytes; - } - if (a.dtype !== "complex64" && a.dtype !== "string") { - const bytes = a.size * bytesPerElement(a.dtype); - this.state.numBytes -= bytes; - } - if (info.backend.disposeData(a.dataId)) { - this.removeDataId(a.dataId, info.backend); - } - } - disposeVariables() { - for (const varName in this.state.registeredVariables) { - const v = this.state.registeredVariables[varName]; - this.disposeVariable(v); - } - } - disposeVariable(v) { - this.disposeTensor(v); - if (this.state.registeredVariables[v.name] != null) { - delete this.state.registeredVariables[v.name]; - } - } - memory() { - const info = this.backend.memory(); - info.numTensors = this.state.numTensors; - info.numDataBuffers = this.state.numDataBuffers; - info.numBytes = this.state.numBytes; - if (this.state.numStringTensors > 0) { - info.unreliable = true; - if (info.reasons == null) { - info.reasons = []; - } - info.reasons.push("Memory usage by string tensors is approximate (2 bytes per character)"); - } - return info; - } - async profile(query) { - this.state.profiling = true; - const startBytes = this.state.numBytes; - const startNumTensors = this.state.numTensors; - this.state.activeProfile.kernels = []; - this.state.activeProfile.result = await query(); - this.state.profiling = false; - this.state.activeProfile.peakBytes = Math.max(...this.state.activeProfile.kernels.map((d) => d.totalBytesSnapshot)); - this.state.activeProfile.newBytes = this.state.numBytes - startBytes; - this.state.activeProfile.newTensors = this.state.numTensors - startNumTensors; - for (const kernel of this.state.activeProfile.kernels) { - kernel.kernelTimeMs = await kernel.kernelTimeMs; - kernel.extraInfo = await kernel.extraInfo; - } - return this.state.activeProfile; - } - isTapeOn() { - return this.state.gradientDepth > 0 && this.state.kernelDepth === 0; - } - addTapeNode(kernelName, inputs, outputs, gradientsFunc, saved, attrs) { - const tapeNode = {id: this.state.nextTapeNodeId++, kernelName, inputs, outputs, saved}; - const gradConfig = getGradient(kernelName); - if (gradConfig != null) { - gradientsFunc = gradConfig.gradFunc; - } - if (gradientsFunc != null) { - tapeNode.gradient = (dys) => { - dys = dys.map((dy, i) => { - if (dy == null) { - const output = outputs[i]; - const vals = makeZerosTypedArray(output.size, output.dtype); - return this.makeTensor(vals, output.shape, output.dtype); - } - return dy; - }); - return gradientsFunc(dys.length > 1 ? dys : dys[0], saved, attrs); - }; - } - this.state.activeTape.push(tapeNode); - } - keep(result) { - result.kept = true; - return result; - } - startTape() { - if (this.state.gradientDepth === 0) { - this.state.activeTape = []; - } - this.state.gradientDepth++; - } - endTape() { - this.state.gradientDepth--; - } - startScope(name) { - const scopeInfo = { - track: [], - name: "unnamed scope", - id: this.state.nextScopeId++ - }; - if (name) { - scopeInfo.name = name; - } - this.state.scopeStack.push(scopeInfo); - this.state.activeScope = scopeInfo; - } - endScope(result) { - const tensorsToTrackInParent = getTensorsInContainer(result); - const tensorsToTrackInParentSet = new Set(tensorsToTrackInParent.map((t) => t.id)); - for (let i = 0; i < this.state.activeScope.track.length; i++) { - const tensor2 = this.state.activeScope.track[i]; - if (!tensor2.kept && !tensorsToTrackInParentSet.has(tensor2.id)) { - tensor2.dispose(); - } - } - const oldScope = this.state.scopeStack.pop(); - this.state.activeScope = this.state.scopeStack.length === 0 ? null : this.state.scopeStack[this.state.scopeStack.length - 1]; - tensorsToTrackInParent.forEach((tensor2) => { - if (!tensor2.kept && tensor2.scopeId === oldScope.id) { - this.track(tensor2); - } - }); - } - gradients(f, xs, dy, allowNoGradients = false) { - assert(xs.length > 0, () => "gradients() received an empty list of xs."); - if (dy != null && dy.dtype !== "float32") { - throw new Error(`dy must have 'float32' dtype, but has '${dy.dtype}'`); - } - const y = this.scopedRun(() => this.startTape(), () => this.endTape(), () => this.tidy("forward", f)); - assert(y instanceof Tensor, () => "The result y returned by f() must be a tensor."); - const filteredTape = getFilteredNodesXToY(this.state.activeTape, xs, y); - if (!allowNoGradients && filteredTape.length === 0 && xs.length > 0) { - throw new Error("Cannot compute gradient of y=f(x) with respect to x. Make sure that the f you passed encloses all operations that lead from x to y."); - } - return this.tidy("backward", () => { - const accumulatedGradientMap = {}; - accumulatedGradientMap[y.id] = dy == null ? ones(y.shape) : dy; - backpropagateGradients(accumulatedGradientMap, filteredTape, (f2) => this.tidy(f2), add); - const grads2 = xs.map((x) => accumulatedGradientMap[x.id]); - if (this.state.gradientDepth === 0) { - this.state.activeTape.forEach((node) => { - for (const tensor2 of node.saved) { - tensor2.dispose(); - } - }); - this.state.activeTape = null; - } - return {value: y, grads: grads2}; - }); - } - customGrad(f) { - assert(isFunction(f), () => "The f passed in customGrad(f) must be a function."); - return (...inputs) => { - assert(inputs.every((t) => t instanceof Tensor), () => "The args passed in customGrad(f)(x1, x2,...) must all be tensors"); - let res; - const inputMap = {}; - inputs.forEach((input2, i) => { - inputMap[i] = input2; - }); - const forwardFunc = (_, save) => { - res = f(...[...inputs, save]); - assert(res.value instanceof Tensor, () => "The function f passed in customGrad(f) must return an object where `obj.value` is a tensor"); - assert(isFunction(res.gradFunc), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function."); - return res.value; - }; - const backwardsFunc = (dy, saved) => { - const gradRes = res.gradFunc(dy, saved); - const grads2 = Array.isArray(gradRes) ? gradRes : [gradRes]; - assert(grads2.length === inputs.length, () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns the same number of tensors as inputs passed to f(...)."); - assert(grads2.every((t) => t instanceof Tensor), () => "The function f passed in customGrad(f) must return an object where `obj.gradFunc` is a function that returns a list of only tensors."); - const gradMap = {}; - grads2.forEach((grad2, i) => { - gradMap[i] = () => grad2; - }); - return gradMap; - }; - return this.runKernelFunc({ - forwardFunc, - backwardsFunc, - inputs: inputMap - }); - }; - } - readSync(dataId) { - const info = this.state.tensorInfo.get(dataId); - return info.backend.readSync(dataId); - } - read(dataId) { - const info = this.state.tensorInfo.get(dataId); - return info.backend.read(dataId); - } - async time(query) { - const start = now(); - const timingInfo = await this.backend.time(query); - timingInfo.wallMs = now() - start; - return timingInfo; - } - track(result) { - if (this.state.activeScope != null) { - result.scopeId = this.state.activeScope.id; - this.state.activeScope.track.push(result); - } - return result; - } - get registeredVariables() { - return this.state.registeredVariables; - } - reset() { - this.pendingBackendInitId++; - this.state.dispose(); - this.ENV.reset(); - this.state = new EngineState(); - for (const backendName in this.registry) { - this.disposeRegisteredKernels(backendName); - this.registry[backendName].dispose(); - delete this.registry[backendName]; - } - this.backendName = null; - this.backendInstance = null; - this.pendingBackendInit = null; - } -}; -Engine.nextTensorId = 0; -Engine.nextVariableId = 0; -function ones(shape) { - const values = makeOnesTypedArray(sizeFromShape(shape), "float32"); - return ENGINE.makeTensor(values, shape, "float32"); -} -function getOrMakeEngine() { - const ns = getGlobalNamespace(); - if (ns._tfengine == null) { - const environment = new Environment(ns); - ns._tfengine = new Engine(environment); - } - setEnvironmentGlobal(ns._tfengine.ENV); - setTensorTracker(() => ns._tfengine); - return ns._tfengine; -} -var ENGINE = getOrMakeEngine(); -function add(a, b) { - const inputs = {a, b}; - return ENGINE.runKernel(Add, inputs); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/device_util.js -var device_util_exports = {}; -__export(device_util_exports, { - isBrowser: () => isBrowser, - isMobile: () => isMobile -}); -/** - * @license - * Copyright 2017 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function _isNavigatorDefined() { - return typeof navigator !== "undefined" && navigator != null; -} -function isMobile() { - if (_isNavigatorDefined()) { - const a = navigator.userAgent || navigator.vendor || window.opera; - return /(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i.test(a) || /1207|6310|6590|3gso|4thp|50[1-6]i|770s|802s|a wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i.test(a.substr(0, 4)); - } - return false; -} -function isBrowser() { - return typeof window !== "undefined" && window.document != null || typeof WorkerGlobalScope !== "undefined"; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/flags.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var ENV2 = env(); -ENV2.registerFlag("DEBUG", () => false, (debugValue) => { - if (debugValue) { - console.warn("Debugging mode is ON. The output of every math call will be downloaded to CPU and checked for NaNs. This significantly impacts performance."); - } -}); -ENV2.registerFlag("IS_BROWSER", () => isBrowser()); -ENV2.registerFlag("IS_NODE", () => typeof process !== "undefined" && typeof process.versions !== "undefined" && typeof process.versions.node !== "undefined"); -ENV2.registerFlag("IS_CHROME", () => typeof navigator !== "undefined" && navigator != null && navigator.userAgent != null && /Chrome/.test(navigator.userAgent) && /Google Inc/.test(navigator.vendor)); -ENV2.registerFlag("PROD", () => false); -ENV2.registerFlag("TENSORLIKE_CHECK_SHAPE_CONSISTENCY", () => ENV2.getBool("DEBUG")); -ENV2.registerFlag("DEPRECATION_WARNINGS_ENABLED", () => true); -ENV2.registerFlag("IS_TEST", () => false); -ENV2.registerFlag("CHECK_COMPUTATION_FOR_ERRORS", () => true); -ENV2.registerFlag("WRAP_TO_IMAGEBITMAP", () => false); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/tensor_util_env.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function inferShape(val, dtype) { - let firstElem = val; - if (isTypedArray(val)) { - return dtype === "string" ? [] : [val.length]; - } - if (!Array.isArray(val)) { - return []; - } - const shape = []; - while (Array.isArray(firstElem) || isTypedArray(firstElem) && dtype !== "string") { - shape.push(firstElem.length); - firstElem = firstElem[0]; - } - if (Array.isArray(val) && env().getBool("TENSORLIKE_CHECK_SHAPE_CONSISTENCY")) { - deepAssertShapeConsistency(val, shape, []); - } - return shape; -} -function deepAssertShapeConsistency(val, shape, indices) { - indices = indices || []; - if (!Array.isArray(val) && !isTypedArray(val)) { - assert(shape.length === 0, () => `Element arr[${indices.join("][")}] is a primitive, but should be an array/TypedArray of ${shape[0]} elements`); - return; - } - assert(shape.length > 0, () => `Element arr[${indices.join("][")}] should be a primitive, but is an array of ${val.length} elements`); - assert(val.length === shape[0], () => `Element arr[${indices.join("][")}] should have ${shape[0]} elements, but has ${val.length} elements`); - const subShape = shape.slice(1); - for (let i = 0; i < val.length; ++i) { - deepAssertShapeConsistency(val[i], subShape, indices.concat(i)); - } -} -function assertDtype(expectedDtype, actualDType, argName, functionName) { - if (expectedDtype === "string_or_numeric") { - return; - } - if (expectedDtype == null) { - throw new Error(`Expected dtype cannot be null.`); - } - if (expectedDtype !== "numeric" && expectedDtype !== actualDType || expectedDtype === "numeric" && actualDType === "string") { - throw new Error(`Argument '${argName}' passed to '${functionName}' must be ${expectedDtype} tensor, but got ${actualDType} tensor`); - } -} -function convertToTensor(x, argName, functionName, parseAsDtype = "numeric") { - if (x instanceof Tensor) { - assertDtype(parseAsDtype, x.dtype, argName, functionName); - return x; - } - let inferredDtype = inferDtype(x); - if (inferredDtype !== "string" && ["bool", "int32", "float32"].indexOf(parseAsDtype) >= 0) { - inferredDtype = parseAsDtype; - } - assertDtype(parseAsDtype, inferredDtype, argName, functionName); - if (x == null || !isTypedArray(x) && !Array.isArray(x) && typeof x !== "number" && typeof x !== "boolean" && typeof x !== "string") { - const type = x == null ? "null" : x.constructor.name; - throw new Error(`Argument '${argName}' passed to '${functionName}' must be a Tensor or TensorLike, but got '${type}'`); - } - const inferredShape = inferShape(x, inferredDtype); - if (!isTypedArray(x) && !Array.isArray(x)) { - x = [x]; - } - const skipTypedArray = true; - const values = inferredDtype !== "string" ? toTypedArray(x, inferredDtype) : flatten(x, [], skipTypedArray); - return ENGINE.makeTensor(values, inferredShape, inferredDtype); -} -function convertToTensorArray(arg, argName, functionName, parseAsDtype = "numeric") { - if (!Array.isArray(arg)) { - throw new Error(`Argument ${argName} passed to ${functionName} must be a \`Tensor[]\` or \`TensorLike[]\``); - } - const tensors = arg; - return tensors.map((t, i) => convertToTensor(t, `${argName}[${i}]`, functionName, parseAsDtype)); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/operation.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OP_SCOPE_SUFFIX = "__op"; -function op(f) { - const keys = Object.keys(f); - if (keys.length !== 1) { - throw new Error(`Please provide an object with a single key (operation name) mapping to a function. Got an object with ${keys.length} keys.`); - } - let opName = keys[0]; - const fn = f[opName]; - if (opName.endsWith("_")) { - opName = opName.substring(0, opName.length - 1); - } - opName = opName + OP_SCOPE_SUFFIX; - const f2 = (...args) => { - ENGINE.startScope(opName); - try { - const result = fn(...args); - if (isPromise(result)) { - console.error("Cannot return a Promise inside of tidy."); - } - ENGINE.endScope(result); - return result; - } catch (ex) { - ENGINE.endScope(null); - throw ex; - } - }; - Object.defineProperty(f2, "name", {value: opName, configurable: true}); - return f2; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/complex.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function complex_(real4, imag4) { - const $real = convertToTensor(real4, "real", "complex"); - const $imag = convertToTensor(imag4, "imag", "complex"); - assertShapesMatch($real.shape, $imag.shape, `real and imag shapes, ${$real.shape} and ${$imag.shape}, must match in call to tf.complex().`); - const inputs = {real: $real, imag: $imag}; - return ENGINE.runKernel(Complex, inputs); -} -var complex = op({complex_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/tensor_ops_util.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function makeTensor(values, shape, inferredShape, dtype) { - if (dtype == null) { - dtype = inferDtype(values); - } - if (dtype === "complex64") { - throw new Error(`Cannot construct a complex64 tensor directly. Please use tf.complex(real, imag).`); - } - if (!isTypedArray(values) && !Array.isArray(values) && typeof values !== "number" && typeof values !== "boolean" && typeof values !== "string") { - throw new Error("values passed to tensor(values) must be a number/boolean/string or an array of numbers/booleans/strings, or a TypedArray"); - } - if (shape != null) { - assertNonNegativeIntegerDimensions(shape); - const providedSize = sizeFromShape(shape); - const inferredSize = sizeFromShape(inferredShape); - assert(providedSize === inferredSize, () => `Based on the provided shape, [${shape}], the tensor should have ${providedSize} values but has ${inferredSize}`); - for (let i = 0; i < inferredShape.length; ++i) { - const inferred = inferredShape[i]; - const flatDimsDontMatch = i === inferredShape.length - 1 ? inferred !== sizeFromShape(shape.slice(i)) : true; - assert(inferredShape[i] === shape[i] || !flatDimsDontMatch, () => `Error creating a new Tensor. Inferred shape (${inferredShape}) does not match the provided shape (${shape}). `); - } - } - if (!isTypedArray(values) && !Array.isArray(values)) { - values = [values]; - } - shape = shape || inferredShape; - values = dtype !== "string" ? toTypedArray(values, dtype) : flatten(values, [], true); - return ENGINE.makeTensor(values, shape, dtype); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/tensor.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function tensor(values, shape, dtype) { - const inferredShape = inferShape(values, dtype); - return makeTensor(values, shape, inferredShape, dtype); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/types.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DTYPE_VALUE_SIZE_MAP = { - float32: 4, - float16: 2, - int32: 4, - uint16: 2, - uint8: 1, - bool: 1, - complex64: 8 -}; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/io_utils.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var NUM_BYTES_STRING_LENGTH = 4; -async function encodeWeights(tensors, group) { - const specs = []; - const dataPromises = []; - const names = Array.isArray(tensors) ? tensors.map((tensor2) => tensor2.name) : Object.keys(tensors); - for (let i = 0; i < names.length; ++i) { - const name = names[i]; - const t = Array.isArray(tensors) ? tensors[i].tensor : tensors[name]; - if (t.dtype !== "float32" && t.dtype !== "int32" && t.dtype !== "bool" && t.dtype !== "string" && t.dtype !== "complex64") { - throw new Error(`Unsupported dtype in weight '${name}': ${t.dtype}`); - } - const spec = {name, shape: t.shape, dtype: t.dtype}; - if (t.dtype === "string") { - const utf8bytes = new Promise(async (resolve) => { - const vals = await t.bytes(); - const totalNumBytes = vals.reduce((p2, c) => p2 + c.length, 0) + NUM_BYTES_STRING_LENGTH * vals.length; - const bytes = new Uint8Array(totalNumBytes); - let offset = 0; - for (let i2 = 0; i2 < vals.length; i2++) { - const val = vals[i2]; - const bytesOfLength = new Uint8Array(new Uint32Array([val.length]).buffer); - bytes.set(bytesOfLength, offset); - offset += NUM_BYTES_STRING_LENGTH; - bytes.set(val, offset); - offset += val.length; - } - resolve(bytes); - }); - dataPromises.push(utf8bytes); - } else { - dataPromises.push(t.data()); - } - if (group != null) { - spec.group = group; - } - specs.push(spec); - } - const tensorValues = await Promise.all(dataPromises); - return {data: concatenateTypedArrays(tensorValues), specs}; -} -function decodeWeights(buffer2, specs) { - const out = {}; - let float16Decode; - let offset = 0; - for (const spec of specs) { - const name = spec.name; - const dtype = spec.dtype; - const shape = spec.shape; - const size = sizeFromShape(shape); - let values; - if ("quantization" in spec) { - const quantization = spec.quantization; - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - if (!("min" in quantization && "scale" in quantization)) { - throw new Error(`Weight ${spec.name} with quantization ${quantization.dtype} doesn't have corresponding metadata min and scale.`); - } - } else if (quantization.dtype === "float16") { - if (dtype !== "float32") { - throw new Error(`Weight ${spec.name} is quantized with ${quantization.dtype} which only supports weights of type float32 not ${dtype}.`); - } - } else { - throw new Error(`Weight ${spec.name} has unknown quantization dtype ${quantization.dtype}. Supported quantization dtypes are: 'uint8', 'uint16', and 'float16'.`); - } - const quantizationSizeFactor = DTYPE_VALUE_SIZE_MAP[quantization.dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * quantizationSizeFactor); - const quantizedArray = quantization.dtype === "uint8" ? new Uint8Array(byteBuffer) : new Uint16Array(byteBuffer); - if (dtype === "float32") { - if (quantization.dtype === "uint8" || quantization.dtype === "uint16") { - values = new Float32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = v * quantization.scale + quantization.min; - } - } else if (quantization.dtype === "float16") { - if (float16Decode === void 0) { - float16Decode = getFloat16Decoder(); - } - values = float16Decode(quantizedArray); - } else { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type float32.`); - } - } else if (dtype === "int32") { - if (quantization.dtype !== "uint8" && quantization.dtype !== "uint16") { - throw new Error(`Unsupported quantization type ${quantization.dtype} for weight type int32.`); - } - values = new Int32Array(quantizedArray.length); - for (let i = 0; i < quantizedArray.length; i++) { - const v = quantizedArray[i]; - values[i] = Math.round(v * quantization.scale + quantization.min); - } - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * quantizationSizeFactor; - } else if (dtype === "string") { - const size2 = sizeFromShape(spec.shape); - values = []; - for (let i = 0; i < size2; i++) { - const byteLength = new Uint32Array(buffer2.slice(offset, offset + NUM_BYTES_STRING_LENGTH))[0]; - offset += NUM_BYTES_STRING_LENGTH; - const bytes = new Uint8Array(buffer2.slice(offset, offset + byteLength)); - values.push(bytes); - offset += byteLength; - } - } else { - const dtypeFactor = DTYPE_VALUE_SIZE_MAP[dtype]; - const byteBuffer = buffer2.slice(offset, offset + size * dtypeFactor); - if (dtype === "float32") { - values = new Float32Array(byteBuffer); - } else if (dtype === "int32") { - values = new Int32Array(byteBuffer); - } else if (dtype === "bool") { - values = new Uint8Array(byteBuffer); - } else if (dtype === "complex64") { - values = new Float32Array(byteBuffer); - const real4 = new Float32Array(values.length / 2); - const image3 = new Float32Array(values.length / 2); - for (let i = 0; i < real4.length; i++) { - real4[i] = values[i * 2]; - image3[i] = values[i * 2 + 1]; - } - const realTensor = tensor(real4, shape, "float32"); - const imageTensor = tensor(image3, shape, "float32"); - out[name] = complex(realTensor, imageTensor); - realTensor.dispose(); - imageTensor.dispose(); - } else { - throw new Error(`Unsupported dtype in weight '${name}': ${dtype}`); - } - offset += size * dtypeFactor; - } - if (dtype !== "complex64") { - out[name] = tensor(values, shape, dtype); - } - } - return out; -} -function concatenateTypedArrays(xs) { - if (xs === null) { - throw new Error(`Invalid input value: ${JSON.stringify(xs)}`); - } - let totalByteLength = 0; - const normalizedXs = []; - xs.forEach((x) => { - totalByteLength += x.byteLength; - normalizedXs.push(x.byteLength === x.buffer.byteLength ? x : new x.constructor(x)); - if (!(x instanceof Float32Array || x instanceof Int32Array || x instanceof Uint8Array)) { - throw new Error(`Unsupported TypedArray subtype: ${x.constructor.name}`); - } - }); - const y = new Uint8Array(totalByteLength); - let offset = 0; - normalizedXs.forEach((x) => { - y.set(new Uint8Array(x.buffer), offset); - offset += x.byteLength; - }); - return y.buffer; -} -var useNodeBuffer = typeof Buffer !== "undefined" && (typeof Blob === "undefined" || typeof atob === "undefined" || typeof btoa === "undefined"); -function stringByteLength(str) { - if (useNodeBuffer) { - return Buffer.byteLength(str); - } - return new Blob([str]).size; -} -function arrayBufferToBase64String(buffer2) { - if (useNodeBuffer) { - return Buffer.from(buffer2).toString("base64"); - } - const buf = new Uint8Array(buffer2); - let s = ""; - for (let i = 0, l = buf.length; i < l; i++) { - s += String.fromCharCode(buf[i]); - } - return btoa(s); -} -function base64StringToArrayBuffer(str) { - if (useNodeBuffer) { - const buf = Buffer.from(str, "base64"); - return buf.buffer.slice(buf.byteOffset, buf.byteOffset + buf.byteLength); - } - const s = atob(str); - const buffer2 = new Uint8Array(s.length); - for (let i = 0; i < s.length; ++i) { - buffer2.set([s.charCodeAt(i)], i); - } - return buffer2.buffer; -} -function concatenateArrayBuffers(buffers) { - if (buffers.length === 1) { - return buffers[0]; - } - let totalByteLength = 0; - buffers.forEach((buffer2) => { - totalByteLength += buffer2.byteLength; - }); - const temp = new Uint8Array(totalByteLength); - let offset = 0; - buffers.forEach((buffer2) => { - temp.set(new Uint8Array(buffer2), offset); - offset += buffer2.byteLength; - }); - return temp.buffer; -} -function basename(path) { - const SEPARATOR = "/"; - path = path.trim(); - while (path.endsWith(SEPARATOR)) { - path = path.slice(0, path.length - 1); - } - const items = path.split(SEPARATOR); - return items[items.length - 1]; -} -function getModelArtifactsInfoForJSON(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("Expected JSON model topology, received ArrayBuffer."); - } - return { - dateSaved: new Date(), - modelTopologyType: "JSON", - modelTopologyBytes: modelArtifacts.modelTopology == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.modelTopology)), - weightSpecsBytes: modelArtifacts.weightSpecs == null ? 0 : stringByteLength(JSON.stringify(modelArtifacts.weightSpecs)), - weightDataBytes: modelArtifacts.weightData == null ? 0 : modelArtifacts.weightData.byteLength - }; -} -function computeFloat16MantisaTable() { - const convertMantissa = (i) => { - let m = i << 13; - let e = 0; - while ((m & 8388608) === 0) { - e -= 8388608; - m <<= 1; - } - m &= ~8388608; - e += 947912704; - return m | e; - }; - const mantisaTable = new Uint32Array(2048); - mantisaTable[0] = 0; - for (let i = 1; i < 1024; i++) { - mantisaTable[i] = convertMantissa(i); - } - for (let i = 1024; i < 2048; i++) { - mantisaTable[i] = 939524096 + (i - 1024 << 13); - } - return mantisaTable; -} -function computeFloat16ExponentTable() { - const exponentTable = new Uint32Array(64); - exponentTable[0] = 0; - exponentTable[31] = 1199570944; - exponentTable[32] = 2147483648; - exponentTable[63] = 3347054592; - for (let i = 1; i < 31; i++) { - exponentTable[i] = i << 23; - } - for (let i = 33; i < 63; i++) { - exponentTable[i] = 2147483648 + (i - 32 << 23); - } - return exponentTable; -} -function computeFloat16OffsetTable() { - const offsetTable = new Uint32Array(64); - for (let i = 0; i < 64; i++) { - offsetTable[i] = 1024; - } - offsetTable[0] = offsetTable[32] = 0; - return offsetTable; -} -function getFloat16Decoder() { - const mantisaTable = computeFloat16MantisaTable(); - const exponentTable = computeFloat16ExponentTable(); - const offsetTable = computeFloat16OffsetTable(); - return (quantizedArray) => { - const buffer2 = new ArrayBuffer(4 * quantizedArray.length); - const bufferUint32View = new Uint32Array(buffer2); - for (let index = 0; index < quantizedArray.length; index++) { - const float16Bits = quantizedArray[index]; - const float32Bits = mantisaTable[offsetTable[float16Bits >> 10] + (float16Bits & 1023)] + exponentTable[float16Bits >> 10]; - bufferUint32View[index] = float32Bits; - } - return new Float32Array(buffer2); - }; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/router_registry.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var IORouterRegistry = class { - constructor() { - this.saveRouters = []; - this.loadRouters = []; - } - static getInstance() { - if (IORouterRegistry.instance == null) { - IORouterRegistry.instance = new IORouterRegistry(); - } - return IORouterRegistry.instance; - } - static registerSaveRouter(saveRouter) { - IORouterRegistry.getInstance().saveRouters.push(saveRouter); - } - static registerLoadRouter(loadRouter) { - IORouterRegistry.getInstance().loadRouters.push(loadRouter); - } - static getSaveHandlers(url) { - return IORouterRegistry.getHandlers(url, "save"); - } - static getLoadHandlers(url, loadOptions) { - return IORouterRegistry.getHandlers(url, "load", loadOptions); - } - static getHandlers(url, handlerType, loadOptions) { - const validHandlers = []; - const routers = handlerType === "load" ? IORouterRegistry.getInstance().loadRouters : IORouterRegistry.getInstance().saveRouters; - routers.forEach((router) => { - const handler = router(url, loadOptions); - if (handler !== null) { - validHandlers.push(handler); - } - }); - return validHandlers; - } -}; -var registerSaveRouter = (loudRouter) => IORouterRegistry.registerSaveRouter(loudRouter); -var registerLoadRouter = (loudRouter) => IORouterRegistry.registerLoadRouter(loudRouter); -var getSaveHandlers = (url) => IORouterRegistry.getSaveHandlers(url); -var getLoadHandlers = (url, loadOptions) => IORouterRegistry.getLoadHandlers(url, loadOptions); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/indexed_db.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DATABASE_NAME = "tensorflowjs"; -var DATABASE_VERSION = 1; -var MODEL_STORE_NAME = "models_store"; -var INFO_STORE_NAME = "model_info_store"; -function getIndexedDBFactory() { - if (!env().getBool("IS_BROWSER")) { - throw new Error("Failed to obtain IndexedDB factory because the current environmentis not a web browser."); - } - const theWindow = typeof window === "undefined" ? self : window; - const factory = theWindow.indexedDB || theWindow.mozIndexedDB || theWindow.webkitIndexedDB || theWindow.msIndexedDB || theWindow.shimIndexedDB; - if (factory == null) { - throw new Error("The current browser does not appear to support IndexedDB."); - } - return factory; -} -function setUpDatabase(openRequest) { - const db = openRequest.result; - db.createObjectStore(MODEL_STORE_NAME, {keyPath: "modelPath"}); - db.createObjectStore(INFO_STORE_NAME, {keyPath: "modelPath"}); -} -var BrowserIndexedDB = class { - constructor(modelPath) { - this.indexedDB = getIndexedDBFactory(); - if (modelPath == null || !modelPath) { - throw new Error("For IndexedDB, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } - return this.databaseAction(this.modelPath, modelArtifacts); - } - async load() { - return this.databaseAction(this.modelPath); - } - databaseAction(modelPath, modelArtifacts) { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - if (modelArtifacts == null) { - const modelTx = db.transaction(MODEL_STORE_NAME, "readonly"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const getRequest = modelStore.get(this.modelPath); - getRequest.onsuccess = () => { - if (getRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${this.modelPath}' in IndexedDB.`)); - } else { - resolve(getRequest.result.modelArtifacts); - } - }; - getRequest.onerror = (error) => { - db.close(); - return reject(getRequest.error); - }; - modelTx.oncomplete = () => db.close(); - } else { - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - let infoStore = infoTx.objectStore(INFO_STORE_NAME); - const putInfoRequest = infoStore.put({modelPath: this.modelPath, modelArtifactsInfo}); - let modelTx; - putInfoRequest.onsuccess = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const putModelRequest = modelStore.put({ - modelPath: this.modelPath, - modelArtifacts, - modelArtifactsInfo - }); - putModelRequest.onsuccess = () => resolve({modelArtifactsInfo}); - putModelRequest.onerror = (error) => { - infoStore = infoTx.objectStore(INFO_STORE_NAME); - const deleteInfoRequest = infoStore.delete(this.modelPath); - deleteInfoRequest.onsuccess = () => { - db.close(); - return reject(putModelRequest.error); - }; - deleteInfoRequest.onerror = (error2) => { - db.close(); - return reject(putModelRequest.error); - }; - }; - }; - putInfoRequest.onerror = (error) => { - db.close(); - return reject(putInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - } - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } -}; -BrowserIndexedDB.URL_SCHEME = "indexeddb://"; -var indexedDBRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserIndexedDB.URL_SCHEME)) { - return browserIndexedDB(url.slice(BrowserIndexedDB.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(indexedDBRouter); -IORouterRegistry.registerLoadRouter(indexedDBRouter); -function browserIndexedDB(modelPath) { - return new BrowserIndexedDB(modelPath); -} -function maybeStripScheme(key) { - return key.startsWith(BrowserIndexedDB.URL_SCHEME) ? key.slice(BrowserIndexedDB.URL_SCHEME.length) : key; -} -var BrowserIndexedDBManager = class { - constructor() { - this.indexedDB = getIndexedDBFactory(); - } - async listModels() { - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const tx = db.transaction(INFO_STORE_NAME, "readonly"); - const store = tx.objectStore(INFO_STORE_NAME); - const getAllInfoRequest = store.getAll(); - getAllInfoRequest.onsuccess = () => { - const out = {}; - for (const item of getAllInfoRequest.result) { - out[item.modelPath] = item.modelArtifactsInfo; - } - resolve(out); - }; - getAllInfoRequest.onerror = (error) => { - db.close(); - return reject(getAllInfoRequest.error); - }; - tx.oncomplete = () => db.close(); - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } - async removeModel(path) { - path = maybeStripScheme(path); - return new Promise((resolve, reject) => { - const openRequest = this.indexedDB.open(DATABASE_NAME, DATABASE_VERSION); - openRequest.onupgradeneeded = () => setUpDatabase(openRequest); - openRequest.onsuccess = () => { - const db = openRequest.result; - const infoTx = db.transaction(INFO_STORE_NAME, "readwrite"); - const infoStore = infoTx.objectStore(INFO_STORE_NAME); - const getInfoRequest = infoStore.get(path); - let modelTx; - getInfoRequest.onsuccess = () => { - if (getInfoRequest.result == null) { - db.close(); - return reject(new Error(`Cannot find model with path '${path}' in IndexedDB.`)); - } else { - const deleteInfoRequest = infoStore.delete(path); - const deleteModelData = () => { - modelTx = db.transaction(MODEL_STORE_NAME, "readwrite"); - const modelStore = modelTx.objectStore(MODEL_STORE_NAME); - const deleteModelRequest = modelStore.delete(path); - deleteModelRequest.onsuccess = () => resolve(getInfoRequest.result.modelArtifactsInfo); - deleteModelRequest.onerror = (error) => reject(getInfoRequest.error); - }; - deleteInfoRequest.onsuccess = deleteModelData; - deleteInfoRequest.onerror = (error) => { - deleteModelData(); - db.close(); - return reject(getInfoRequest.error); - }; - } - }; - getInfoRequest.onerror = (error) => { - db.close(); - return reject(getInfoRequest.error); - }; - infoTx.oncomplete = () => { - if (modelTx == null) { - db.close(); - } else { - modelTx.oncomplete = () => db.close(); - } - }; - }; - openRequest.onerror = (error) => reject(openRequest.error); - }); - } -}; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/local_storage.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PATH_SEPARATOR = "/"; -var PATH_PREFIX = "tensorflowjs_models"; -var INFO_SUFFIX = "info"; -var MODEL_TOPOLOGY_SUFFIX = "model_topology"; -var WEIGHT_SPECS_SUFFIX = "weight_specs"; -var WEIGHT_DATA_SUFFIX = "weight_data"; -var MODEL_METADATA_SUFFIX = "model_metadata"; -function getModelKeys(path) { - return { - info: [PATH_PREFIX, path, INFO_SUFFIX].join(PATH_SEPARATOR), - topology: [PATH_PREFIX, path, MODEL_TOPOLOGY_SUFFIX].join(PATH_SEPARATOR), - weightSpecs: [PATH_PREFIX, path, WEIGHT_SPECS_SUFFIX].join(PATH_SEPARATOR), - weightData: [PATH_PREFIX, path, WEIGHT_DATA_SUFFIX].join(PATH_SEPARATOR), - modelMetadata: [PATH_PREFIX, path, MODEL_METADATA_SUFFIX].join(PATH_SEPARATOR) - }; -} -function getModelPathFromKey(key) { - const items = key.split(PATH_SEPARATOR); - if (items.length < 3) { - throw new Error(`Invalid key format: ${key}`); - } - return items.slice(1, items.length - 1).join(PATH_SEPARATOR); -} -function maybeStripScheme2(key) { - return key.startsWith(BrowserLocalStorage.URL_SCHEME) ? key.slice(BrowserLocalStorage.URL_SCHEME.length) : key; -} -var BrowserLocalStorage = class { - constructor(modelPath) { - if (!env().getBool("IS_BROWSER") || typeof window === "undefined" || typeof window.localStorage === "undefined") { - throw new Error("The current environment does not support local storage."); - } - this.LS = window.localStorage; - if (modelPath == null || !modelPath) { - throw new Error("For local storage, modelPath must not be null, undefined or empty."); - } - this.modelPath = modelPath; - this.keys = getModelKeys(this.modelPath); - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserLocalStorage.save() does not support saving model topology in binary formats yet."); - } else { - const topology = JSON.stringify(modelArtifacts.modelTopology); - const weightSpecs = JSON.stringify(modelArtifacts.weightSpecs); - const modelArtifactsInfo = getModelArtifactsInfoForJSON(modelArtifacts); - try { - this.LS.setItem(this.keys.info, JSON.stringify(modelArtifactsInfo)); - this.LS.setItem(this.keys.topology, topology); - this.LS.setItem(this.keys.weightSpecs, weightSpecs); - this.LS.setItem(this.keys.weightData, arrayBufferToBase64String(modelArtifacts.weightData)); - const result = { - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy - }; - if (modelArtifacts.signature != null) { - result.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - result.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - result.modelInitializer = modelArtifacts.modelInitializer; - } - this.LS.setItem(this.keys.modelMetadata, JSON.stringify(result)); - return {modelArtifactsInfo}; - } catch (err) { - this.LS.removeItem(this.keys.info); - this.LS.removeItem(this.keys.topology); - this.LS.removeItem(this.keys.weightSpecs); - this.LS.removeItem(this.keys.weightData); - this.LS.removeItem(this.keys.modelMetadata); - throw new Error(`Failed to save model '${this.modelPath}' to local storage: size quota being exceeded is a possible cause of this failure: modelTopologyBytes=${modelArtifactsInfo.modelTopologyBytes}, weightSpecsBytes=${modelArtifactsInfo.weightSpecsBytes}, weightDataBytes=${modelArtifactsInfo.weightDataBytes}.`); - } - } - } - async load() { - const info = JSON.parse(this.LS.getItem(this.keys.info)); - if (info == null) { - throw new Error(`In local storage, there is no model with name '${this.modelPath}'`); - } - if (info.modelTopologyType !== "JSON") { - throw new Error("BrowserLocalStorage does not support loading non-JSON model topology yet."); - } - const out = {}; - const topology = JSON.parse(this.LS.getItem(this.keys.topology)); - if (topology == null) { - throw new Error(`In local storage, the topology of model '${this.modelPath}' is missing.`); - } - out.modelTopology = topology; - const weightSpecs = JSON.parse(this.LS.getItem(this.keys.weightSpecs)); - if (weightSpecs == null) { - throw new Error(`In local storage, the weight specs of model '${this.modelPath}' are missing.`); - } - out.weightSpecs = weightSpecs; - const metadataString = this.LS.getItem(this.keys.modelMetadata); - if (metadataString != null) { - const metadata = JSON.parse(metadataString); - out.format = metadata["format"]; - out.generatedBy = metadata["generatedBy"]; - out.convertedBy = metadata["convertedBy"]; - if (metadata["signature"] != null) { - out.signature = metadata["signature"]; - } - if (metadata["userDefinedMetadata"] != null) { - out.userDefinedMetadata = metadata["userDefinedMetadata"]; - } - if (metadata["modelInitializer"] != null) { - out.modelInitializer = metadata["modelInitializer"]; - } - } - const weightDataBase64 = this.LS.getItem(this.keys.weightData); - if (weightDataBase64 == null) { - throw new Error(`In local storage, the binary weight values of model '${this.modelPath}' are missing.`); - } - out.weightData = base64StringToArrayBuffer(weightDataBase64); - return out; - } -}; -BrowserLocalStorage.URL_SCHEME = "localstorage://"; -var localStorageRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserLocalStorage.URL_SCHEME)) { - return browserLocalStorage(url.slice(BrowserLocalStorage.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(localStorageRouter); -IORouterRegistry.registerLoadRouter(localStorageRouter); -function browserLocalStorage(modelPath) { - return new BrowserLocalStorage(modelPath); -} -var BrowserLocalStorageManager = class { - constructor() { - assert(env().getBool("IS_BROWSER"), () => "Current environment is not a web browser"); - assert(typeof window === "undefined" || typeof window.localStorage !== "undefined", () => "Current browser does not appear to support localStorage"); - this.LS = window.localStorage; - } - async listModels() { - const out = {}; - const prefix = PATH_PREFIX + PATH_SEPARATOR; - const suffix = PATH_SEPARATOR + INFO_SUFFIX; - for (let i = 0; i < this.LS.length; ++i) { - const key = this.LS.key(i); - if (key.startsWith(prefix) && key.endsWith(suffix)) { - const modelPath = getModelPathFromKey(key); - out[modelPath] = JSON.parse(this.LS.getItem(key)); - } - } - return out; - } - async removeModel(path) { - path = maybeStripScheme2(path); - const keys = getModelKeys(path); - if (this.LS.getItem(keys.info) == null) { - throw new Error(`Cannot find model at path '${path}'`); - } - const info = JSON.parse(this.LS.getItem(keys.info)); - this.LS.removeItem(keys.info); - this.LS.removeItem(keys.topology); - this.LS.removeItem(keys.weightSpecs); - this.LS.removeItem(keys.weightData); - return info; - } -}; - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/model_management.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var URL_SCHEME_SUFFIX = "://"; -var ModelStoreManagerRegistry = class { - constructor() { - this.managers = {}; - } - static getInstance() { - if (ModelStoreManagerRegistry.instance == null) { - ModelStoreManagerRegistry.instance = new ModelStoreManagerRegistry(); - } - return ModelStoreManagerRegistry.instance; - } - static registerManager(scheme, manager) { - assert(scheme != null, () => "scheme must not be undefined or null."); - if (scheme.endsWith(URL_SCHEME_SUFFIX)) { - scheme = scheme.slice(0, scheme.indexOf(URL_SCHEME_SUFFIX)); - } - assert(scheme.length > 0, () => "scheme must not be an empty string."); - const registry = ModelStoreManagerRegistry.getInstance(); - assert(registry.managers[scheme] == null, () => `A model store manager is already registered for scheme '${scheme}'.`); - registry.managers[scheme] = manager; - } - static getManager(scheme) { - const manager = this.getInstance().managers[scheme]; - if (manager == null) { - throw new Error(`Cannot find model manager for scheme '${scheme}'`); - } - return manager; - } - static getSchemes() { - return Object.keys(this.getInstance().managers); - } -}; -function parseURL(url) { - if (url.indexOf(URL_SCHEME_SUFFIX) === -1) { - throw new Error(`The url string provided does not contain a scheme. Supported schemes are: ${ModelStoreManagerRegistry.getSchemes().join(",")}`); - } - return { - scheme: url.split(URL_SCHEME_SUFFIX)[0], - path: url.split(URL_SCHEME_SUFFIX)[1] - }; -} -async function cloneModelInternal(sourceURL, destURL, deleteSource = false) { - assert(sourceURL !== destURL, () => `Old path and new path are the same: '${sourceURL}'`); - const loadHandlers = IORouterRegistry.getLoadHandlers(sourceURL); - assert(loadHandlers.length > 0, () => `Copying failed because no load handler is found for source URL ${sourceURL}.`); - assert(loadHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) load handlers for source URL ${sourceURL}.`); - const loadHandler = loadHandlers[0]; - const saveHandlers = IORouterRegistry.getSaveHandlers(destURL); - assert(saveHandlers.length > 0, () => `Copying failed because no save handler is found for destination URL ${destURL}.`); - assert(saveHandlers.length < 2, () => `Copying failed because more than one (${loadHandlers.length}) save handlers for destination URL ${destURL}.`); - const saveHandler = saveHandlers[0]; - const sourceScheme = parseURL(sourceURL).scheme; - const sourcePath = parseURL(sourceURL).path; - const sameMedium = sourceScheme === parseURL(sourceURL).scheme; - const modelArtifacts = await loadHandler.load(); - if (deleteSource && sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - const saveResult = await saveHandler.save(modelArtifacts); - if (deleteSource && !sameMedium) { - await ModelStoreManagerRegistry.getManager(sourceScheme).removeModel(sourcePath); - } - return saveResult.modelArtifactsInfo; -} -async function listModels() { - const schemes = ModelStoreManagerRegistry.getSchemes(); - const out = {}; - for (const scheme of schemes) { - const schemeOut = await ModelStoreManagerRegistry.getManager(scheme).listModels(); - for (const path in schemeOut) { - const url = scheme + URL_SCHEME_SUFFIX + path; - out[url] = schemeOut[path]; - } - } - return out; -} -async function removeModel(url) { - const schemeAndPath = parseURL(url); - const manager = ModelStoreManagerRegistry.getManager(schemeAndPath.scheme); - return manager.removeModel(schemeAndPath.path); -} -async function copyModel(sourceURL, destURL) { - const deleteSource = false; - return cloneModelInternal(sourceURL, destURL, deleteSource); -} -async function moveModel(sourceURL, destURL) { - const deleteSource = true; - return cloneModelInternal(sourceURL, destURL, deleteSource); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/platforms/platform_browser.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PlatformBrowser = class { - fetch(path, init2) { - return fetch(path, init2); - } - now() { - return performance.now(); - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Browser's encoder only supports utf-8, but got ${encoding}`); - } - if (this.textEncoder == null) { - this.textEncoder = new TextEncoder(); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - return new TextDecoder(encoding).decode(bytes); - } -}; -if (env().get("IS_BROWSER")) { - env().setPlatform("browser", new PlatformBrowser()); - try { - ModelStoreManagerRegistry.registerManager(BrowserLocalStorage.URL_SCHEME, new BrowserLocalStorageManager()); - } catch (err) { - } - try { - ModelStoreManagerRegistry.registerManager(BrowserIndexedDB.URL_SCHEME, new BrowserIndexedDBManager()); - } catch (err) { - } -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/platforms/platform_node.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var getNodeFetch = { - importFetch: () => require_browser() -}; -var systemFetch; -var PlatformNode = class { - constructor() { - this.util = require("util"); - this.textEncoder = new this.util.TextEncoder(); - } - fetch(path, requestInits) { - if (env().global.fetch != null) { - return env().global.fetch(path, requestInits); - } - if (systemFetch == null) { - systemFetch = getNodeFetch.importFetch(); - } - return systemFetch(path, requestInits); - } - now() { - const time2 = process.hrtime(); - return time2[0] * 1e3 + time2[1] / 1e6; - } - encode(text, encoding) { - if (encoding !== "utf-8" && encoding !== "utf8") { - throw new Error(`Node built-in encoder only supports utf-8, but got ${encoding}`); - } - return this.textEncoder.encode(text); - } - decode(bytes, encoding) { - if (bytes.length === 0) { - return ""; - } - return new this.util.TextDecoder(encoding).decode(bytes); - } -}; -if (env().get("IS_NODE")) { - env().setPlatform("node", new PlatformNode()); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/buffer.js -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function buffer(shape, dtype = "float32", values) { - dtype = dtype || "float32"; - assertNonNegativeIntegerDimensions(shape); - return new TensorBuffer(shape, dtype, values); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/cast.js -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function cast_(x, dtype) { - const $x = convertToTensor(x, "x", "cast"); - if (!isValidDtype(dtype)) { - throw new Error(`Failed to cast to unknown dtype ${dtype}`); - } - if (dtype === "string" && $x.dtype !== "string" || dtype !== "string" && $x.dtype === "string") { - throw new Error("Only strings can be casted to strings"); - } - const inputs = {x: $x}; - const attrs = {dtype}; - return ENGINE.runKernel(Cast, inputs, attrs); -} -var cast = op({cast_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/clone.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function clone_(x) { - const $x = convertToTensor(x, "x", "clone", "string_or_numeric"); - const inputs = {x: $x}; - return ENGINE.runKernel(Identity, inputs); -} -var clone = op({clone_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/print.js -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function print2(x, verbose = false) { - console.log(x.toString(verbose)); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/base_side_effects.js -/** - * @license - * Copyright 2020 Google Inc. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -getOrMakeEngine(); -var opHandler2 = { - buffer, - cast, - clone, - print: print2 -}; -setOpHandler(opHandler2); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/io.js -var io_exports = {}; -__export(io_exports, { - browserFiles: () => browserFiles, - browserHTTPRequest: () => browserHTTPRequest, - concatenateArrayBuffers: () => concatenateArrayBuffers, - copyModel: () => copyModel, - decodeWeights: () => decodeWeights, - encodeWeights: () => encodeWeights, - fromMemory: () => fromMemory, - getLoadHandlers: () => getLoadHandlers, - getModelArtifactsInfoForJSON: () => getModelArtifactsInfoForJSON, - getSaveHandlers: () => getSaveHandlers, - http: () => http, - isHTTPScheme: () => isHTTPScheme, - listModels: () => listModels, - loadWeights: () => loadWeights, - moveModel: () => moveModel, - registerLoadRouter: () => registerLoadRouter, - registerSaveRouter: () => registerSaveRouter, - removeModel: () => removeModel, - weightsLoaderFactory: () => weightsLoaderFactory, - withSaveHandler: () => withSaveHandler -}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/browser_files.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var DEFAULT_FILE_NAME_PREFIX = "model"; -var DEFAULT_JSON_EXTENSION_NAME = ".json"; -var DEFAULT_WEIGHT_DATA_EXTENSION_NAME = ".weights.bin"; -function defer(f) { - return new Promise((resolve) => setTimeout(resolve)).then(f); -} -var BrowserDownloads = class { - constructor(fileNamePrefix) { - if (!env().getBool("IS_BROWSER")) { - throw new Error("browserDownloads() cannot proceed because the current environment is not a browser."); - } - if (fileNamePrefix.startsWith(BrowserDownloads.URL_SCHEME)) { - fileNamePrefix = fileNamePrefix.slice(BrowserDownloads.URL_SCHEME.length); - } - if (fileNamePrefix == null || fileNamePrefix.length === 0) { - fileNamePrefix = DEFAULT_FILE_NAME_PREFIX; - } - this.modelTopologyFileName = fileNamePrefix + DEFAULT_JSON_EXTENSION_NAME; - this.weightDataFileName = fileNamePrefix + DEFAULT_WEIGHT_DATA_EXTENSION_NAME; - } - async save(modelArtifacts) { - if (typeof document === "undefined") { - throw new Error("Browser downloads are not supported in this environment since `document` is not present"); - } - const weightsURL = window.URL.createObjectURL(new Blob([modelArtifacts.weightData], {type: "application/octet-stream"})); - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserDownloads.save() does not support saving model topology in binary formats yet."); - } else { - const weightsManifest = [{ - paths: ["./" + this.weightDataFileName], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - const modelTopologyAndWeightManifestURL = window.URL.createObjectURL(new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: "application/json"})); - const jsonAnchor = this.jsonAnchor == null ? document.createElement("a") : this.jsonAnchor; - jsonAnchor.download = this.modelTopologyFileName; - jsonAnchor.href = modelTopologyAndWeightManifestURL; - await defer(() => jsonAnchor.dispatchEvent(new MouseEvent("click"))); - if (modelArtifacts.weightData != null) { - const weightDataAnchor = this.weightDataAnchor == null ? document.createElement("a") : this.weightDataAnchor; - weightDataAnchor.download = this.weightDataFileName; - weightDataAnchor.href = weightsURL; - await defer(() => weightDataAnchor.dispatchEvent(new MouseEvent("click"))); - } - return {modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts)}; - } - } -}; -BrowserDownloads.URL_SCHEME = "downloads://"; -var BrowserFiles = class { - constructor(files) { - if (files == null || files.length < 1) { - throw new Error(`When calling browserFiles, at least 1 file is required, but received ${files}`); - } - this.files = files; - } - async load() { - const jsonFile = this.files[0]; - const weightFiles = this.files.slice(1); - return new Promise((resolve, reject) => { - const jsonReader = new FileReader(); - jsonReader.onload = (event) => { - const modelJSON = JSON.parse(event.target.result); - const modelTopology = modelJSON.modelTopology; - if (modelTopology == null) { - reject(new Error(`modelTopology field is missing from file ${jsonFile.name}`)); - return; - } - if (weightFiles.length === 0) { - resolve({modelTopology}); - } - const weightsManifest = modelJSON.weightsManifest; - if (weightsManifest == null) { - reject(new Error(`weightManifest field is missing from file ${jsonFile.name}`)); - return; - } - let pathToFile; - try { - pathToFile = this.checkManifestAndWeightFiles(weightsManifest, weightFiles); - } catch (err) { - reject(err); - return; - } - const weightSpecs = []; - const paths = []; - const perFileBuffers = []; - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - paths.push(path); - perFileBuffers.push(null); - }); - weightSpecs.push(...weightsGroup.weights); - }); - weightsManifest.forEach((weightsGroup) => { - weightsGroup.paths.forEach((path) => { - const weightFileReader = new FileReader(); - weightFileReader.onload = (event2) => { - const weightData = event2.target.result; - const index = paths.indexOf(path); - perFileBuffers[index] = weightData; - if (perFileBuffers.indexOf(null) === -1) { - const result = { - modelTopology, - weightSpecs, - weightData: concatenateArrayBuffers(perFileBuffers), - format: modelJSON.format, - generatedBy: modelJSON.generatedBy, - convertedBy: modelJSON.convertedBy - }; - if (modelJSON.signature != null) { - result.signature = modelJSON.signature; - } - if (modelJSON.userDefinedMetadata != null) { - result.userDefinedMetadata = modelJSON.userDefinedMetadata; - } - if (modelJSON.modelInitializer != null) { - result.modelInitializer = modelJSON.modelInitializer; - } - resolve(result); - } - }; - weightFileReader.onerror = (error) => reject(`Failed to weights data from file of path '${path}'.`); - weightFileReader.readAsArrayBuffer(pathToFile[path]); - }); - }); - }; - jsonReader.onerror = (error) => reject(`Failed to read model topology and weights manifest JSON from file '${jsonFile.name}'. BrowserFiles supports loading Keras-style tf.Model artifacts only.`); - jsonReader.readAsText(jsonFile); - }); - } - checkManifestAndWeightFiles(manifest, files) { - const basenames = []; - const fileNames = files.map((file) => basename(file.name)); - const pathToFile = {}; - for (const group of manifest) { - group.paths.forEach((path) => { - const pathBasename = basename(path); - if (basenames.indexOf(pathBasename) !== -1) { - throw new Error(`Duplicate file basename found in weights manifest: '${pathBasename}'`); - } - basenames.push(pathBasename); - if (fileNames.indexOf(pathBasename) === -1) { - throw new Error(`Weight file with basename '${pathBasename}' is not provided.`); - } else { - pathToFile[path] = files[fileNames.indexOf(pathBasename)]; - } - }); - } - if (basenames.length !== files.length) { - throw new Error(`Mismatch in the number of files in weights manifest (${basenames.length}) and the number of weight files provided (${files.length}).`); - } - return pathToFile; - } -}; -var browserDownloadsRouter = (url) => { - if (!env().getBool("IS_BROWSER")) { - return null; - } else { - if (!Array.isArray(url) && url.startsWith(BrowserDownloads.URL_SCHEME)) { - return browserDownloads(url.slice(BrowserDownloads.URL_SCHEME.length)); - } else { - return null; - } - } -}; -IORouterRegistry.registerSaveRouter(browserDownloadsRouter); -function browserDownloads(fileNamePrefix = "model") { - return new BrowserDownloads(fileNamePrefix); -} -function browserFiles(files) { - return new BrowserFiles(files); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/progress.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function monitorPromisesProgress(promises, onProgress, startFraction, endFraction) { - checkPromises(promises); - startFraction = startFraction == null ? 0 : startFraction; - endFraction = endFraction == null ? 1 : endFraction; - checkFraction(startFraction, endFraction); - let resolvedPromise = 0; - const registerMonitor = (promise) => { - promise.then((value) => { - const fraction = startFraction + ++resolvedPromise / promises.length * (endFraction - startFraction); - onProgress(fraction); - return value; - }); - return promise; - }; - function checkPromises(promises2) { - assert(promises2 != null && Array.isArray(promises2) && promises2.length > 0, () => "promises must be a none empty array"); - } - function checkFraction(startFraction2, endFraction2) { - assert(startFraction2 >= 0 && startFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got startFraction ${startFraction2}`); - assert(endFraction2 >= 0 && endFraction2 <= 1, () => `Progress fraction must be in range [0, 1], but got endFraction ${endFraction2}`); - assert(endFraction2 >= startFraction2, () => `startFraction must be no more than endFraction, but got startFraction ${startFraction2} and endFraction ${endFraction2}`); - } - return Promise.all(promises.map(registerMonitor)); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/weights_loader.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -async function loadWeightsAsArrayBuffer(fetchURLs, loadOptions) { - if (loadOptions == null) { - loadOptions = {}; - } - const fetchFunc = loadOptions.fetchFunc == null ? env().platform.fetch : loadOptions.fetchFunc; - const requests = fetchURLs.map((fetchURL) => fetchFunc(fetchURL, loadOptions.requestInit, {isBinary: true})); - const fetchStartFraction = 0; - const fetchEndFraction = 0.5; - const responses = loadOptions.onProgress == null ? await Promise.all(requests) : await monitorPromisesProgress(requests, loadOptions.onProgress, fetchStartFraction, fetchEndFraction); - const bufferPromises = responses.map((response) => response.arrayBuffer()); - const bufferStartFraction = 0.5; - const bufferEndFraction = 1; - const buffers = loadOptions.onProgress == null ? await Promise.all(bufferPromises) : await monitorPromisesProgress(bufferPromises, loadOptions.onProgress, bufferStartFraction, bufferEndFraction); - return buffers; -} -async function loadWeights(manifest, filePathPrefix = "", weightNames, requestInit) { - const fetchWeights = (fetchUrls) => loadWeightsAsArrayBuffer(fetchUrls, {requestInit}); - const loadWeights2 = weightsLoaderFactory(fetchWeights); - return loadWeights2(manifest, filePathPrefix, weightNames); -} -function weightsLoaderFactory(fetchWeightsFunction) { - return async (manifest, filePathPrefix = "", weightNames) => { - const groupIndicesToFetchMap = manifest.map(() => false); - const groupWeightsToFetch = {}; - const weightsFound = weightNames != null ? weightNames.map(() => false) : []; - const allManifestWeightNames = []; - manifest.forEach((manifestGroupConfig, groupIndex) => { - let groupOffset = 0; - manifestGroupConfig.weights.forEach((weightsEntry) => { - const rawDtype = "quantization" in weightsEntry ? weightsEntry.quantization.dtype : weightsEntry.dtype; - const weightsBytes = DTYPE_VALUE_SIZE_MAP[rawDtype] * sizeFromShape(weightsEntry.shape); - const enqueueWeightsForFetchingFn = () => { - groupIndicesToFetchMap[groupIndex] = true; - if (groupWeightsToFetch[groupIndex] == null) { - groupWeightsToFetch[groupIndex] = []; - } - groupWeightsToFetch[groupIndex].push({ - manifestEntry: weightsEntry, - groupOffset, - sizeBytes: weightsBytes - }); - }; - if (weightNames != null) { - weightNames.forEach((weightName, weightIndex) => { - if (weightName === weightsEntry.name) { - enqueueWeightsForFetchingFn(); - weightsFound[weightIndex] = true; - } - }); - } else { - enqueueWeightsForFetchingFn(); - } - allManifestWeightNames.push(weightsEntry.name); - groupOffset += weightsBytes; - }); - }); - if (!weightsFound.every((found) => found)) { - const weightsNotFound = weightNames.filter((_, i) => !weightsFound[i]); - throw new Error(`Could not find weights in manifest with names: ${weightsNotFound.join(", ")}. -Manifest JSON has weights with names: ${allManifestWeightNames.join(", ")}.`); - } - const groupIndicesToFetch = groupIndicesToFetchMap.reduce((accumulator, shouldFetch, i) => { - if (shouldFetch) { - accumulator.push(i); - } - return accumulator; - }, []); - const fetchUrls = []; - groupIndicesToFetch.forEach((i) => { - manifest[i].paths.forEach((filepath) => { - const fetchUrl = filePathPrefix + (!filePathPrefix.endsWith("/") ? "/" : "") + filepath; - fetchUrls.push(fetchUrl); - }); - }); - const buffers = await fetchWeightsFunction(fetchUrls); - const weightsTensorMap = {}; - let bufferIndexOffset = 0; - groupIndicesToFetch.forEach((i) => { - const numBuffers = manifest[i].paths.length; - let groupBytes = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - groupBytes += buffers[bufferIndexOffset + i2].byteLength; - } - const groupBuffer = new ArrayBuffer(groupBytes); - const groupByteBuffer = new Uint8Array(groupBuffer); - let groupBufferOffset = 0; - for (let i2 = 0; i2 < numBuffers; i2++) { - const buffer2 = new Uint8Array(buffers[bufferIndexOffset + i2]); - groupByteBuffer.set(buffer2, groupBufferOffset); - groupBufferOffset += buffer2.byteLength; - } - const weightsEntries = groupWeightsToFetch[i]; - weightsEntries.forEach((weightsEntry) => { - const byteBuffer = groupBuffer.slice(weightsEntry.groupOffset, weightsEntry.groupOffset + weightsEntry.sizeBytes); - const nameToTensorMap = decodeWeights(byteBuffer, [weightsEntry.manifestEntry]); - for (const name in nameToTensorMap) { - weightsTensorMap[name] = nameToTensorMap[name]; - } - }); - bufferIndexOffset += numBuffers; - }); - return weightsTensorMap; - }; -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/http.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var OCTET_STREAM_MIME_TYPE = "application/octet-stream"; -var JSON_TYPE = "application/json"; -var HTTPRequest = class { - constructor(path, loadOptions) { - this.DEFAULT_METHOD = "POST"; - if (loadOptions == null) { - loadOptions = {}; - } - this.weightPathPrefix = loadOptions.weightPathPrefix; - this.onProgress = loadOptions.onProgress; - this.weightUrlConverter = loadOptions.weightUrlConverter; - if (loadOptions.fetchFunc != null) { - assert(typeof loadOptions.fetchFunc === "function", () => "Must pass a function that matches the signature of `fetch` (see https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)"); - this.fetch = loadOptions.fetchFunc; - } else { - this.fetch = env().platform.fetch; - } - assert(path != null && path.length > 0, () => "URL path for http must not be null, undefined or empty."); - if (Array.isArray(path)) { - assert(path.length === 2, () => `URL paths for http must have a length of 2, (actual length is ${path.length}).`); - } - this.path = path; - if (loadOptions.requestInit != null && loadOptions.requestInit.body != null) { - throw new Error("requestInit is expected to have no pre-existing body, but has one."); - } - this.requestInit = loadOptions.requestInit || {}; - } - async save(modelArtifacts) { - if (modelArtifacts.modelTopology instanceof ArrayBuffer) { - throw new Error("BrowserHTTPRequest.save() does not support saving model topology in binary formats yet."); - } - const init2 = Object.assign({method: this.DEFAULT_METHOD}, this.requestInit); - init2.body = new FormData(); - const weightsManifest = [{ - paths: ["./model.weights.bin"], - weights: modelArtifacts.weightSpecs - }]; - const modelTopologyAndWeightManifest = { - modelTopology: modelArtifacts.modelTopology, - format: modelArtifacts.format, - generatedBy: modelArtifacts.generatedBy, - convertedBy: modelArtifacts.convertedBy, - weightsManifest - }; - if (modelArtifacts.signature != null) { - modelTopologyAndWeightManifest.signature = modelArtifacts.signature; - } - if (modelArtifacts.userDefinedMetadata != null) { - modelTopologyAndWeightManifest.userDefinedMetadata = modelArtifacts.userDefinedMetadata; - } - if (modelArtifacts.modelInitializer != null) { - modelTopologyAndWeightManifest.modelInitializer = modelArtifacts.modelInitializer; - } - init2.body.append("model.json", new Blob([JSON.stringify(modelTopologyAndWeightManifest)], {type: JSON_TYPE}), "model.json"); - if (modelArtifacts.weightData != null) { - init2.body.append("model.weights.bin", new Blob([modelArtifacts.weightData], {type: OCTET_STREAM_MIME_TYPE}), "model.weights.bin"); - } - const response = await this.fetch(this.path, init2); - if (response.ok) { - return { - modelArtifactsInfo: getModelArtifactsInfoForJSON(modelArtifacts), - responses: [response] - }; - } else { - throw new Error(`BrowserHTTPRequest.save() failed due to HTTP response status ${response.status}.`); - } - } - async load() { - const modelConfigRequest = await this.fetch(this.path, this.requestInit); - if (!modelConfigRequest.ok) { - throw new Error(`Request to ${this.path} failed with status code ${modelConfigRequest.status}. Please verify this URL points to the model JSON of the model to load.`); - } - let modelConfig; - try { - modelConfig = await modelConfigRequest.json(); - } catch (e) { - let message = `Failed to parse model JSON of response from ${this.path}.`; - if (this.path.endsWith(".pb")) { - message += " Your path contains a .pb file extension. Support for .pb models have been removed in TensorFlow.js 1.0 in favor of .json models. You can re-convert your Python TensorFlow model using the TensorFlow.js 1.0 conversion scripts or you can convert your.pb models with the 'pb2json'NPM script in the tensorflow/tfjs-converter repository."; - } else { - message += " Please make sure the server is serving valid JSON for this request."; - } - throw new Error(message); - } - const modelTopology = modelConfig.modelTopology; - const weightsManifest = modelConfig.weightsManifest; - const generatedBy = modelConfig.generatedBy; - const convertedBy = modelConfig.convertedBy; - const format = modelConfig.format; - const signature = modelConfig.signature; - const userDefinedMetadata = modelConfig.userDefinedMetadata; - if (modelTopology == null && weightsManifest == null) { - throw new Error(`The JSON from HTTP path ${this.path} contains neither model topology or manifest for weights.`); - } - let weightSpecs; - let weightData; - if (weightsManifest != null) { - const results = await this.loadWeights(weightsManifest); - [weightSpecs, weightData] = results; - } - const artifacts = { - modelTopology, - weightSpecs, - weightData, - generatedBy, - convertedBy, - format - }; - if (signature != null) { - artifacts.signature = signature; - } - if (userDefinedMetadata != null) { - artifacts.userDefinedMetadata = userDefinedMetadata; - } - const initializer = modelConfig.modelInitializer; - if (initializer) { - artifacts.modelInitializer = initializer; - } - return artifacts; - } - async loadWeights(weightsManifest) { - const weightPath = Array.isArray(this.path) ? this.path[1] : this.path; - const [prefix, suffix] = parseUrl(weightPath); - const pathPrefix = this.weightPathPrefix || prefix; - const weightSpecs = []; - for (const entry of weightsManifest) { - weightSpecs.push(...entry.weights); - } - const fetchURLs = []; - const urlPromises = []; - for (const weightsGroup of weightsManifest) { - for (const path of weightsGroup.paths) { - if (this.weightUrlConverter != null) { - urlPromises.push(this.weightUrlConverter(path)); - } else { - fetchURLs.push(pathPrefix + path + suffix); - } - } - } - if (this.weightUrlConverter) { - fetchURLs.push(...await Promise.all(urlPromises)); - } - const buffers = await loadWeightsAsArrayBuffer(fetchURLs, { - requestInit: this.requestInit, - fetchFunc: this.fetch, - onProgress: this.onProgress - }); - return [weightSpecs, concatenateArrayBuffers(buffers)]; - } -}; -HTTPRequest.URL_SCHEME_REGEX = /^https?:\/\//; -function parseUrl(url) { - const lastSlash = url.lastIndexOf("/"); - const lastSearchParam = url.lastIndexOf("?"); - const prefix = url.substring(0, lastSlash); - const suffix = lastSearchParam > lastSlash ? url.substring(lastSearchParam) : ""; - return [prefix + "/", suffix]; -} -function isHTTPScheme(url) { - return url.match(HTTPRequest.URL_SCHEME_REGEX) != null; -} -var httpRouter = (url, loadOptions) => { - if (typeof fetch === "undefined" && (loadOptions == null || loadOptions.fetchFunc == null)) { - return null; - } else { - let isHTTP = true; - if (Array.isArray(url)) { - isHTTP = url.every((urlItem) => isHTTPScheme(urlItem)); - } else { - isHTTP = isHTTPScheme(url); - } - if (isHTTP) { - return http(url, loadOptions); - } - } - return null; -}; -IORouterRegistry.registerSaveRouter(httpRouter); -IORouterRegistry.registerLoadRouter(httpRouter); -function http(path, loadOptions) { - return new HTTPRequest(path, loadOptions); -} -function browserHTTPRequest(path, loadOptions) { - return http(path, loadOptions); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/passthrough.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var PassthroughLoader = class { - constructor(modelArtifacts) { - this.modelArtifacts = modelArtifacts; - } - async load() { - return this.modelArtifacts; - } -}; -var PassthroughSaver = class { - constructor(saveHandler) { - this.saveHandler = saveHandler; - } - async save(modelArtifacts) { - return this.saveHandler(modelArtifacts); - } -}; -function fromMemory(modelArtifacts, weightSpecs, weightData, trainingConfig) { - if (arguments.length === 1) { - const isModelArtifacts = modelArtifacts.modelTopology != null || modelArtifacts.weightSpecs != null; - if (isModelArtifacts) { - return new PassthroughLoader(modelArtifacts); - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({modelTopology: modelArtifacts}); - } - } else { - console.warn("Please call tf.io.fromMemory() with only one argument. The argument should be of type ModelArtifacts. The multi-argument signature of tf.io.fromMemory() has been deprecated and will be removed in a future release."); - return new PassthroughLoader({ - modelTopology: modelArtifacts, - weightSpecs, - weightData, - trainingConfig - }); - } -} -function withSaveHandler(saveHandler) { - return new PassthroughSaver(saveHandler); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/io/io.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/math.js -var math_exports = {}; -__export(math_exports, { - confusionMatrix: () => confusionMatrix -}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/mat_mul.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function matMul_(a, b, transposeA = false, transposeB = false) { - let $a = convertToTensor(a, "a", "matMul"); - let $b = convertToTensor(b, "b", "matMul"); - [$a, $b] = makeTypesMatch($a, $b); - const inputs = {a: $a, b: $b}; - const attrs = {transposeA, transposeB}; - return ENGINE.runKernel(BatchMatMul, inputs, attrs); -} -var matMul = op({matMul_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/one_hot.js -/** - * @license - * Copyright 2020 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function oneHot_(indices, depth, onValue = 1, offValue = 0) { - if (depth < 2) { - throw new Error(`Error in oneHot: depth must be >=2, but it is ${depth}`); - } - const $indices = convertToTensor(indices, "indices", "oneHot", "int32"); - const inputs = {indices: $indices}; - const attrs = {depth, onValue, offValue}; - return ENGINE.runKernel(OneHot, inputs, attrs); -} -var oneHot = op({oneHot_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/transpose.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function transpose_(x, perm) { - const $x = convertToTensor(x, "x", "transpose"); - if (perm == null) { - perm = $x.shape.map((s, i) => i).reverse(); - } - assert($x.rank === perm.length, () => `Error in transpose: rank of input ${$x.rank} must match length of perm ${perm}.`); - perm.forEach((axis) => { - assert(axis >= 0 && axis < $x.rank, () => `All entries in 'perm' must be between 0 and ${$x.rank - 1} but got ${perm}`); - }); - if ($x.rank <= 1) { - return $x.clone(); - } - const inputs = {x: $x}; - const attrs = {perm}; - return ENGINE.runKernel(Transpose, inputs, attrs); -} -var transpose = op({transpose_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/confusion_matrix.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function confusionMatrix_(labels, predictions, numClasses) { - const $labels = convertToTensor(labels, "labels", "confusionMatrix"); - const $predictions = convertToTensor(predictions, "predictions", "confusionMatrix"); - assert(numClasses == null || numClasses > 0 && Number.isInteger(numClasses), () => `If provided, numClasses must be a positive integer, but got ${numClasses}`); - assert($labels.rank === 1, () => `Expected the rank of labels to be 1, but got ${$labels.rank}`); - assert($predictions.rank === 1, () => `Expected the rank of predictions to be 1, but got ${$predictions.rank}`); - assert($labels.shape[0] === $predictions.shape[0], () => `Mismatch in the number of examples: ${$labels.shape[0]} vs. ${$predictions.shape[0]}. Labels and predictions should have the same number of elements.`); - assert(numClasses > 0 && Number.isInteger(numClasses), () => `numClasses is required to be a positive integer, but got ${numClasses}`); - const oneHotLabels = oneHot(cast($labels, "int32"), numClasses); - const oneHotPredictions = oneHot(cast($predictions, "int32"), numClasses); - const oneHotLabelsT = transpose(oneHotLabels); - const product = matMul(oneHotLabelsT, oneHotPredictions); - return cast(product, "int32"); -} -var confusionMatrix = op({confusionMatrix_}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/math.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/browser.js -var browser_exports = {}; -__export(browser_exports, { - fromPixels: () => fromPixels, - fromPixelsAsync: () => fromPixelsAsync, - toPixels: () => toPixels -}); - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/tensor3d.js -/** - * @license - * Copyright 2018 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -function tensor3d(values, shape, dtype) { - assertNonNull(values); - if (shape != null && shape.length !== 3) { - throw new Error("tensor3d() requires shape to have three numbers"); - } - const inferredShape = inferShape(values, dtype); - if (inferredShape.length !== 3 && inferredShape.length !== 1) { - throw new Error("tensor3d() requires values to be number[][][] or flat/TypedArray"); - } - if (inferredShape.length === 1 && shape == null) { - throw new Error("tensor3d() requires shape to be provided when `values` are a flat array"); - } - return makeTensor(values, shape, inferredShape, dtype); -} - -// node_modules/.pnpm/@tensorflow/tfjs-core@3.3.0/node_modules/@tensorflow/tfjs-core/dist/ops/browser.js -/** - * @license - * Copyright 2019 Google LLC. All Rights Reserved. - * Licensed under the Apache License, Version 2.0 (the "License"); - * you may not use this file except in compliance with the License. - * You may obtain a copy of the License at - * - * http://www.apache.org/licenses/LICENSE-2.0 - * - * Unless required by applicable law or agreed to in writing, software - * distributed under the License is distributed on an "AS IS" BASIS, - * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. - * See the License for the specific language governing permissions and - * limitations under the License. - * ============================================================================= - */ -var fromPixels2DContext; -function fromPixels_(pixels, numChannels = 3) { - if (numChannels > 4) { - throw new Error("Cannot construct Tensor with more than 4 channels from pixels."); - } - if (pixels == null) { - throw new Error("pixels passed to tf.browser.fromPixels() can not be null"); - } - let isPixelData2 = false; - let isImageData = false; - let isVideo = false; - let isImage = false; - let isCanvasLike = false; - let isImageBitmap = false; - if (pixels.data instanceof Uint8Array) { - isPixelData2 = true; - } else if (typeof ImageData !== "undefined" && pixels instanceof ImageData) { - isImageData = true; - } else if (typeof HTMLVideoElement !== "undefined" && pixels instanceof HTMLVideoElement) { - isVideo = true; - } else if (typeof HTMLImageElement !== "undefined" && pixels instanceof HTMLImageElement) { - isImage = true; - } else if (pixels.getContext != null) { - isCanvasLike = true; - } else if (typeof ImageBitmap !== "undefined" && pixels instanceof ImageBitmap) { - isImageBitmap = true; - } else { - throw new Error(`pixels passed to tf.browser.fromPixels() must be either an HTMLVideoElement, HTMLImageElement, HTMLCanvasElement, ImageData in browser, or OffscreenCanvas, ImageData in webworker or {data: Uint32Array, width: number, height: number}, but was ${pixels.constructor.name}`); - } - if (isVideo) { - const HAVE_CURRENT_DATA_READY_STATE = 2; - if (isVideo && pixels.readyState < HAVE_CURRENT_DATA_READY_STATE) { - throw new Error("The video element has not loaded data yet. Please wait for `loadeddata` event on the
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